[2025-11-27 02:46:49] Namespace(method='FedNew', training_mode='head', dataset='mnist', model_name='resnet18', seed=2, 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 02:46:49] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:49:57] [Round 001] FedNew | Acc: 36.97% | Loss: 2.1276 | Time: 74.61s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:51:15] [Round 002] FedNew | Acc: 69.93% | Loss: 1.8144 | Time: 78.19s | Max GPU Mem: 1507.56 MB
[2025-11-27 02:52:24] [Round 003] FedNew | Acc: 80.14% | Loss: 1.4680 | Time: 69.66s | Max GPU Mem: 1507.56 MB
[2025-11-27 02:53:33] [Round 004] FedNew | Acc: 83.80% | Loss: 1.1595 | Time: 68.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:44] [Round 005] FedNew | Acc: 85.57% | Loss: 0.9184 | Time: 71.30s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:55:53] [Round 006] FedNew | Acc: 86.40% | Loss: 0.7457 | Time: 69.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:56:54] [Round 007] FedNew | Acc: 87.04% | Loss: 0.6249 | Time: 60.22s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:57:54] [Round 008] FedNew | Acc: 87.71% | Loss: 0.5397 | Time: 60.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:58:58] [Round 009] FedNew | Acc: 88.39% | Loss: 0.4783 | Time: 63.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:56] [Round 010] FedNew | Acc: 88.85% | Loss: 0.4326 | Time: 58.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:00:56] [Round 011] FedNew | Acc: 89.18% | Loss: 0.3981 | Time: 60.40s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:01:57] [Round 012] FedNew | Acc: 89.63% | Loss: 0.3718 | Time: 61.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:58] [Round 013] FedNew | Acc: 89.98% | Loss: 0.3509 | Time: 60.37s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:03:54] [Round 014] FedNew | Acc: 90.29% | Loss: 0.3342 | Time: 56.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:04:56] [Round 015] FedNew | Acc: 90.58% | Loss: 0.3205 | Time: 61.76s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:05:56] [Round 016] FedNew | Acc: 90.83% | Loss: 0.3089 | Time: 59.83s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:06:54] [Round 017] FedNew | Acc: 91.03% | Loss: 0.2991 | Time: 58.65s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:07:58] [Round 018] FedNew | Acc: 91.22% | Loss: 0.2905 | Time: 63.31s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:08:56] [Round 019] FedNew | Acc: 91.44% | Loss: 0.2827 | Time: 58.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:09:52] [Round 020] FedNew | Acc: 91.60% | Loss: 0.2754 | Time: 56.62s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:10:47] [Round 021] FedNew | Acc: 91.87% | Loss: 0.2685 | Time: 54.97s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:11:34] [Round 022] FedNew | Acc: 92.13% | Loss: 0.2621 | Time: 46.33s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:12:25] [Round 023] FedNew | Acc: 92.32% | Loss: 0.2562 | Time: 51.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:13:22] [Round 024] FedNew | Acc: 92.43% | Loss: 0.2510 | Time: 56.72s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:14:24] [Round 025] FedNew | Acc: 92.61% | Loss: 0.2460 | Time: 62.24s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:15:22] [Round 026] FedNew | Acc: 92.70% | Loss: 0.2415 | Time: 57.07s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:16:10] [Round 027] FedNew | Acc: 92.82% | Loss: 0.2373 | Time: 48.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:17:06] [Round 028] FedNew | Acc: 92.93% | Loss: 0.2336 | Time: 56.07s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:17:57] [Round 029] FedNew | Acc: 93.09% | Loss: 0.2301 | Time: 51.41s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:18:46] [Round 030] FedNew | Acc: 93.18% | Loss: 0.2267 | Time: 49.34s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:19:37] [Round 031] FedNew | Acc: 93.27% | Loss: 0.2236 | Time: 50.07s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:20:36] [Round 032] FedNew | Acc: 93.35% | Loss: 0.2205 | Time: 59.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:22:01] [Round 033] FedNew | Acc: 93.40% | Loss: 0.2177 | Time: 84.57s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:23:05] [Round 034] FedNew | Acc: 93.45% | Loss: 0.2154 | Time: 64.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:24:32] [Round 035] FedNew | Acc: 93.47% | Loss: 0.2132 | Time: 86.70s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:25:40] [Round 036] FedNew | Acc: 93.53% | Loss: 0.2109 | Time: 68.01s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:26:47] [Round 037] FedNew | Acc: 93.63% | Loss: 0.2085 | Time: 67.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:27:40] [Round 038] FedNew | Acc: 93.70% | Loss: 0.2062 | Time: 52.89s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:36] [Round 039] FedNew | Acc: 93.82% | Loss: 0.2039 | Time: 56.52s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:29:32] [Round 040] FedNew | Acc: 93.86% | Loss: 0.2016 | Time: 55.49s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:30:23] [Round 041] FedNew | Acc: 93.87% | Loss: 0.1995 | Time: 51.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:31:13] [Round 042] FedNew | Acc: 93.89% | Loss: 0.1977 | Time: 49.61s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:32:08] [Round 043] FedNew | Acc: 93.94% | Loss: 0.1963 | Time: 55.32s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:33:00] [Round 044] FedNew | Acc: 93.92% | Loss: 0.1949 | Time: 52.10s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:33:54] [Round 045] FedNew | Acc: 93.93% | Loss: 0.1933 | Time: 53.37s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:34:22] [Round 046] FedNew | Acc: 94.02% | Loss: 0.1917 | Time: 28.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:34:42] [Round 047] FedNew | Acc: 94.17% | Loss: 0.1901 | Time: 20.05s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:35:01] [Round 048] FedNew | Acc: 94.24% | Loss: 0.1886 | Time: 19.16s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:35:13] [Round 049] FedNew | Acc: 94.36% | Loss: 0.1871 | Time: 11.95s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:35:25] [Round 050] FedNew | Acc: 94.48% | Loss: 0.1858 | Time: 11.99s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:35:25] Saved to runs/run_20251127_001740_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s2.npz
