[2025-11-27 02:43:29] 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_001608_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 02:43:29] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:45:38] [Round 001] FedNew | Acc: 26.71% | Loss: 2.1870 | Time: 16.21s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:45:55] [Round 002] FedNew | Acc: 47.21% | Loss: 1.9744 | Time: 16.95s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:46:13] [Round 003] FedNew | Acc: 57.19% | Loss: 1.7243 | Time: 17.69s | Max GPU Mem: 1507.56 MB
[2025-11-27 02:47:00] [Round 004] FedNew | Acc: 60.34% | Loss: 1.5296 | Time: 46.70s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:47:59] [Round 005] FedNew | Acc: 64.59% | Loss: 1.3384 | Time: 59.71s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:49:16] [Round 006] FedNew | Acc: 68.57% | Loss: 1.1404 | Time: 76.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:50:22] [Round 007] FedNew | Acc: 72.12% | Loss: 0.9553 | Time: 66.30s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:51:37] [Round 008] FedNew | Acc: 77.17% | Loss: 0.7955 | Time: 75.35s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:53:01] [Round 009] FedNew | Acc: 81.27% | Loss: 0.6623 | Time: 83.22s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:03] [Round 010] FedNew | Acc: 84.23% | Loss: 0.5588 | Time: 62.03s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:55:12] [Round 011] FedNew | Acc: 86.00% | Loss: 0.4857 | Time: 69.56s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:56:19] [Round 012] FedNew | Acc: 87.01% | Loss: 0.4362 | Time: 67.03s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:57:19] [Round 013] FedNew | Acc: 88.33% | Loss: 0.3954 | Time: 59.45s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:58:24] [Round 014] FedNew | Acc: 89.17% | Loss: 0.3700 | Time: 65.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:33] [Round 015] FedNew | Acc: 89.68% | Loss: 0.3501 | Time: 68.98s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:00:38] [Round 016] FedNew | Acc: 90.18% | Loss: 0.3338 | Time: 65.01s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:01:47] [Round 017] FedNew | Acc: 90.76% | Loss: 0.3174 | Time: 69.23s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:58] [Round 018] FedNew | Acc: 91.20% | Loss: 0.3001 | Time: 70.14s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:03:50] [Round 019] FedNew | Acc: 91.78% | Loss: 0.2848 | Time: 52.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:04:47] [Round 020] FedNew | Acc: 92.06% | Loss: 0.2707 | Time: 57.33s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:05:54] [Round 021] FedNew | Acc: 92.35% | Loss: 0.2607 | Time: 66.66s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:06:54] [Round 022] FedNew | Acc: 92.49% | Loss: 0.2547 | Time: 60.35s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:07:51] [Round 023] FedNew | Acc: 92.47% | Loss: 0.2513 | Time: 57.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:08:53] [Round 024] FedNew | Acc: 92.55% | Loss: 0.2491 | Time: 62.04s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:09:42] [Round 025] FedNew | Acc: 92.56% | Loss: 0.2507 | Time: 48.42s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:10:42] [Round 026] FedNew | Acc: 92.53% | Loss: 0.2525 | Time: 59.59s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:11:45] [Round 027] FedNew | Acc: 92.54% | Loss: 0.2518 | Time: 63.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:13:05] [Round 028] FedNew | Acc: 92.78% | Loss: 0.2460 | Time: 80.05s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:14:15] [Round 029] FedNew | Acc: 93.04% | Loss: 0.2369 | Time: 69.74s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:15:24] [Round 030] FedNew | Acc: 93.22% | Loss: 0.2301 | Time: 68.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:16:29] [Round 031] FedNew | Acc: 93.27% | Loss: 0.2230 | Time: 65.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:03] [Round 032] FedNew | Acc: 93.39% | Loss: 0.2177 | Time: 94.09s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:19:24] [Round 033] FedNew | Acc: 93.25% | Loss: 0.2164 | Time: 80.27s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:20:09] [Round 034] FedNew | Acc: 93.25% | Loss: 0.2186 | Time: 45.03s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:21:07] [Round 035] FedNew | Acc: 93.20% | Loss: 0.2200 | Time: 58.17s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:22:01] [Round 036] FedNew | Acc: 93.16% | Loss: 0.2171 | Time: 53.81s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:22:43] [Round 037] FedNew | Acc: 93.19% | Loss: 0.2139 | Time: 42.35s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:23:35] [Round 038] FedNew | Acc: 93.26% | Loss: 0.2106 | Time: 51.64s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:24:08] [Round 039] FedNew | Acc: 93.60% | Loss: 0.2053 | Time: 33.24s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:24:50] [Round 040] FedNew | Acc: 93.73% | Loss: 0.2031 | Time: 41.70s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:25:09] [Round 041] FedNew | Acc: 93.80% | Loss: 0.2000 | Time: 19.69s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:25:28] [Round 042] FedNew | Acc: 93.83% | Loss: 0.1988 | Time: 18.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:25:46] [Round 043] FedNew | Acc: 93.98% | Loss: 0.1969 | Time: 18.08s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:26:05] [Round 044] FedNew | Acc: 94.08% | Loss: 0.1956 | Time: 19.42s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:26:24] [Round 045] FedNew | Acc: 94.17% | Loss: 0.1945 | Time: 18.97s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:26:57] [Round 046] FedNew | Acc: 94.27% | Loss: 0.1938 | Time: 32.61s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:00] [Round 047] FedNew | Acc: 94.30% | Loss: 0.1913 | Time: 63.06s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:18] [Round 048] FedNew | Acc: 94.30% | Loss: 0.1897 | Time: 18.40s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:43] [Round 049] FedNew | Acc: 94.28% | Loss: 0.1879 | Time: 25.27s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:29:09] [Round 050] FedNew | Acc: 94.30% | Loss: 0.1872 | Time: 25.81s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:29:09] Saved to runs/run_20251127_001608_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s1.npz
