[2025-11-27 05:54:30] Namespace(method='FedNew', training_mode='head', dataset='fashionmnist', model_name='resnet18', seed=1, rounds=50, num_clients=10, fraction=0.5, local_epochs=1, batch_size=64, lr=0.01, newton_lr=0.1, sophia_lr=0.05, rho=0.04, betas='0.9,0.99', mu=0.01, log_dir='runs/run_20251127_001404_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 05:54:30] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 05:56:30] [Round 001] FedNew | Acc: 16.77% | Loss: 2.2628 | Time: 8.27s | Max GPU Mem: 1507.98 MB
[2025-11-27 05:57:41] [Round 002] FedNew | Acc: 15.52% | Loss: 2.1467 | Time: 71.44s | Max GPU Mem: 1507.52 MB
[2025-11-27 05:58:55] [Round 003] FedNew | Acc: 18.69% | Loss: 2.0630 | Time: 74.48s | Max GPU Mem: 1507.52 MB
[2025-11-27 06:00:04] [Round 004] FedNew | Acc: 32.46% | Loss: 2.0138 | Time: 68.31s | Max GPU Mem: 1506.91 MB
[2025-11-27 06:00:54] [Round 005] FedNew | Acc: 35.75% | Loss: 1.9596 | Time: 50.58s | Max GPU Mem: 1508.04 MB
[2025-11-27 06:01:39] [Round 006] FedNew | Acc: 39.28% | Loss: 1.9240 | Time: 44.80s | Max GPU Mem: 1506.91 MB
[2025-11-27 06:03:00] [Round 007] FedNew | Acc: 41.60% | Loss: 1.9098 | Time: 80.90s | Max GPU Mem: 1508.06 MB
[2025-11-27 06:04:22] [Round 008] FedNew | Acc: 43.93% | Loss: 1.7945 | Time: 82.02s | Max GPU Mem: 1506.93 MB
[2025-11-27 06:05:20] [Round 009] FedNew | Acc: 46.57% | Loss: 1.6850 | Time: 57.69s | Max GPU Mem: 1506.93 MB
[2025-11-27 06:06:29] [Round 010] FedNew | Acc: 48.33% | Loss: 1.6332 | Time: 69.40s | Max GPU Mem: 1506.93 MB
[2025-11-27 06:07:17] [Round 011] FedNew | Acc: 52.35% | Loss: 1.3489 | Time: 47.99s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:07:52] [Round 012] FedNew | Acc: 59.14% | Loss: 1.0831 | Time: 34.80s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:08:44] [Round 013] FedNew | Acc: 65.53% | Loss: 0.9166 | Time: 51.69s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:09:49] [Round 014] FedNew | Acc: 69.64% | Loss: 0.8335 | Time: 65.26s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:10:34] [Round 015] FedNew | Acc: 70.48% | Loss: 0.7886 | Time: 44.86s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:11:38] [Round 016] FedNew | Acc: 69.41% | Loss: 0.7905 | Time: 64.50s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:12:22] [Round 017] FedNew | Acc: 69.51% | Loss: 0.7829 | Time: 44.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:13:18] [Round 018] FedNew | Acc: 69.52% | Loss: 0.7835 | Time: 55.39s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:14:08] [Round 019] FedNew | Acc: 71.85% | Loss: 0.7508 | Time: 50.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:14:44] [Round 020] FedNew | Acc: 73.80% | Loss: 0.7039 | Time: 35.78s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:15:46] [Round 021] FedNew | Acc: 74.23% | Loss: 0.6743 | Time: 62.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:16:50] [Round 022] FedNew | Acc: 73.87% | Loss: 0.6736 | Time: 63.41s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:17:31] [Round 023] FedNew | Acc: 74.04% | Loss: 0.6699 | Time: 41.26s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:18:37] [Round 024] FedNew | Acc: 74.82% | Loss: 0.6638 | Time: 66.15s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:20:01] [Round 025] FedNew | Acc: 75.95% | Loss: 0.6637 | Time: 83.88s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:21:19] [Round 026] FedNew | Acc: 77.19% | Loss: 0.6478 | Time: 77.77s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:22:32] [Round 027] FedNew | Acc: 78.00% | Loss: 0.6361 | Time: 73.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:23:40] [Round 028] FedNew | Acc: 78.36% | Loss: 0.6151 | Time: 67.71s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:24:52] [Round 029] FedNew | Acc: 78.91% | Loss: 0.6112 | Time: 72.28s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:26:03] [Round 030] FedNew | Acc: 78.86% | Loss: 0.6184 | Time: 70.98s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:27:20] [Round 031] FedNew | Acc: 79.89% | Loss: 0.5926 | Time: 76.52s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:28:17] [Round 032] FedNew | Acc: 79.48% | Loss: 0.5880 | Time: 57.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:29:07] [Round 033] FedNew | Acc: 79.11% | Loss: 0.5776 | Time: 49.98s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:29:46] [Round 034] FedNew | Acc: 79.42% | Loss: 0.5487 | Time: 39.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:31:18] [Round 035] FedNew | Acc: 79.60% | Loss: 0.5400 | Time: 91.40s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:32:01] [Round 036] FedNew | Acc: 79.75% | Loss: 0.5316 | Time: 43.82s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:32:56] [Round 037] FedNew | Acc: 79.46% | Loss: 0.5306 | Time: 54.42s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:33:46] [Round 038] FedNew | Acc: 80.48% | Loss: 0.5066 | Time: 49.66s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:34:36] [Round 039] FedNew | Acc: 81.56% | Loss: 0.4862 | Time: 50.49s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:35:57] [Round 040] FedNew | Acc: 82.66% | Loss: 0.4694 | Time: 80.91s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:36:38] [Round 041] FedNew | Acc: 81.85% | Loss: 0.4810 | Time: 40.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:37:27] [Round 042] FedNew | Acc: 81.61% | Loss: 0.4850 | Time: 48.99s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:37:58] [Round 043] FedNew | Acc: 79.87% | Loss: 0.5154 | Time: 31.30s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:39:07] [Round 044] FedNew | Acc: 78.93% | Loss: 0.5340 | Time: 68.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:39:35] [Round 045] FedNew | Acc: 75.79% | Loss: 0.6023 | Time: 28.01s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:40:11] [Round 046] FedNew | Acc: 75.76% | Loss: 0.6013 | Time: 35.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:41:11] [Round 047] FedNew | Acc: 75.72% | Loss: 0.6040 | Time: 60.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:41:53] [Round 048] FedNew | Acc: 77.14% | Loss: 0.5792 | Time: 41.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:42:30] [Round 049] FedNew | Acc: 80.13% | Loss: 0.5230 | Time: 37.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:43:32] [Round 050] FedNew | Acc: 81.49% | Loss: 0.5007 | Time: 61.83s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:43:32] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s1.npz
