[2025-11-27 02:45:31] Namespace(method='FedNew', training_mode='head', dataset='mnist', 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_001740_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 02:45:31] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:47:35] [Round 001] FedNew | Acc: 35.14% | Loss: 2.1319 | Time: 22.80s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:47:56] [Round 002] FedNew | Acc: 72.21% | Loss: 1.8150 | Time: 20.92s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:48:18] [Round 003] FedNew | Acc: 83.85% | Loss: 1.4588 | Time: 21.97s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:48:39] [Round 004] FedNew | Acc: 84.76% | Loss: 1.1437 | Time: 20.86s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:49:41] [Round 005] FedNew | Acc: 84.97% | Loss: 0.9020 | Time: 61.40s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:50:39] [Round 006] FedNew | Acc: 85.46% | Loss: 0.7313 | Time: 58.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:51:29] [Round 007] FedNew | Acc: 86.41% | Loss: 0.6125 | Time: 49.39s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:52:27] [Round 008] FedNew | Acc: 87.38% | Loss: 0.5293 | Time: 58.14s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:53:28] [Round 009] FedNew | Acc: 87.87% | Loss: 0.4705 | Time: 61.16s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:22] [Round 010] FedNew | Acc: 88.42% | Loss: 0.4268 | Time: 53.81s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:55:06] [Round 011] FedNew | Acc: 89.04% | Loss: 0.3939 | Time: 44.64s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:55:55] [Round 012] FedNew | Acc: 89.49% | Loss: 0.3681 | Time: 48.17s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:56:54] [Round 013] FedNew | Acc: 90.05% | Loss: 0.3478 | Time: 59.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:58:09] [Round 014] FedNew | Acc: 90.42% | Loss: 0.3315 | Time: 75.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:15] [Round 015] FedNew | Acc: 90.53% | Loss: 0.3180 | Time: 65.72s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:00:34] [Round 016] FedNew | Acc: 90.75% | Loss: 0.3066 | Time: 78.86s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:01:47] [Round 017] FedNew | Acc: 91.07% | Loss: 0.2966 | Time: 73.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:52] [Round 018] FedNew | Acc: 91.23% | Loss: 0.2876 | Time: 65.09s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:03:55] [Round 019] FedNew | Acc: 91.54% | Loss: 0.2796 | Time: 62.68s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:05:13] [Round 020] FedNew | Acc: 91.74% | Loss: 0.2724 | Time: 78.57s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:06:24] [Round 021] FedNew | Acc: 91.88% | Loss: 0.2660 | Time: 70.63s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:07:37] [Round 022] FedNew | Acc: 92.12% | Loss: 0.2602 | Time: 72.67s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:08:41] [Round 023] FedNew | Acc: 92.25% | Loss: 0.2549 | Time: 64.19s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:09:45] [Round 024] FedNew | Acc: 92.37% | Loss: 0.2502 | Time: 64.19s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:10:38] [Round 025] FedNew | Acc: 92.44% | Loss: 0.2459 | Time: 52.64s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:11:29] [Round 026] FedNew | Acc: 92.58% | Loss: 0.2418 | Time: 51.19s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:12:22] [Round 027] FedNew | Acc: 92.80% | Loss: 0.2376 | Time: 52.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:13:21] [Round 028] FedNew | Acc: 93.00% | Loss: 0.2334 | Time: 59.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:14:24] [Round 029] FedNew | Acc: 93.10% | Loss: 0.2292 | Time: 63.24s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:15:24] [Round 030] FedNew | Acc: 93.24% | Loss: 0.2253 | Time: 59.48s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:16:12] [Round 031] FedNew | Acc: 93.31% | Loss: 0.2218 | Time: 48.26s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:17:10] [Round 032] FedNew | Acc: 93.35% | Loss: 0.2186 | Time: 57.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:04] [Round 033] FedNew | Acc: 93.42% | Loss: 0.2158 | Time: 54.07s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:19:00] [Round 034] FedNew | Acc: 93.50% | Loss: 0.2132 | Time: 56.83s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:20:04] [Round 035] FedNew | Acc: 93.51% | Loss: 0.2108 | Time: 63.66s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:21:05] [Round 036] FedNew | Acc: 93.58% | Loss: 0.2087 | Time: 60.61s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:22:01] [Round 037] FedNew | Acc: 93.66% | Loss: 0.2067 | Time: 56.15s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:23:00] [Round 038] FedNew | Acc: 93.78% | Loss: 0.2048 | Time: 58.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:23:48] [Round 039] FedNew | Acc: 93.80% | Loss: 0.2026 | Time: 47.74s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:24:42] [Round 040] FedNew | Acc: 93.83% | Loss: 0.2006 | Time: 54.66s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:25:36] [Round 041] FedNew | Acc: 93.95% | Loss: 0.1989 | Time: 53.54s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:26:30] [Round 042] FedNew | Acc: 93.98% | Loss: 0.1971 | Time: 53.95s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:27:26] [Round 043] FedNew | Acc: 93.96% | Loss: 0.1953 | Time: 55.95s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:25] [Round 044] FedNew | Acc: 94.05% | Loss: 0.1937 | Time: 59.52s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:29:16] [Round 045] FedNew | Acc: 94.13% | Loss: 0.1923 | Time: 50.77s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:30:12] [Round 046] FedNew | Acc: 94.18% | Loss: 0.1907 | Time: 55.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:31:06] [Round 047] FedNew | Acc: 94.24% | Loss: 0.1890 | Time: 54.73s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:32:09] [Round 048] FedNew | Acc: 94.33% | Loss: 0.1873 | Time: 63.07s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:33:14] [Round 049] FedNew | Acc: 94.39% | Loss: 0.1858 | Time: 64.59s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:34:08] [Round 050] FedNew | Acc: 94.45% | Loss: 0.1845 | Time: 53.42s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:34:08] Saved to runs/run_20251127_001740_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s1.npz
