[2025-11-27 02:45:17] Namespace(method='FedNew', training_mode='head', dataset='mnist', model_name='resnet18', seed=0, 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 02:45:17] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:47:27] [Round 001] FedNew | Acc: 48.95% | Loss: 2.1181 | Time: 18.85s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:47:49] [Round 002] FedNew | Acc: 75.41% | Loss: 1.8082 | Time: 22.06s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:48:12] [Round 003] FedNew | Acc: 81.96% | Loss: 1.4617 | Time: 23.11s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:48:34] [Round 004] FedNew | Acc: 83.34% | Loss: 1.1540 | Time: 21.35s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:49:21] [Round 005] FedNew | Acc: 84.21% | Loss: 0.9168 | Time: 47.31s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:50:19] [Round 006] FedNew | Acc: 85.23% | Loss: 0.7465 | Time: 57.99s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:51:18] [Round 007] FedNew | Acc: 86.08% | Loss: 0.6266 | Time: 59.59s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:52:25] [Round 008] FedNew | Acc: 87.05% | Loss: 0.5417 | Time: 66.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:53:29] [Round 009] FedNew | Acc: 87.85% | Loss: 0.4793 | Time: 64.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:40] [Round 010] FedNew | Acc: 88.60% | Loss: 0.4323 | Time: 70.15s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:55:51] [Round 011] FedNew | Acc: 89.26% | Loss: 0.3970 | Time: 71.55s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:56:51] [Round 012] FedNew | Acc: 89.64% | Loss: 0.3700 | Time: 59.95s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:57:53] [Round 013] FedNew | Acc: 90.11% | Loss: 0.3487 | Time: 61.48s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:58:56] [Round 014] FedNew | Acc: 90.34% | Loss: 0.3320 | Time: 63.15s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:56] [Round 015] FedNew | Acc: 90.68% | Loss: 0.3188 | Time: 60.74s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:00:56] [Round 016] FedNew | Acc: 90.84% | Loss: 0.3077 | Time: 59.28s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:01:50] [Round 017] FedNew | Acc: 91.21% | Loss: 0.2979 | Time: 54.53s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:53] [Round 018] FedNew | Acc: 91.41% | Loss: 0.2889 | Time: 62.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:03:52] [Round 019] FedNew | Acc: 91.54% | Loss: 0.2807 | Time: 59.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:04:55] [Round 020] FedNew | Acc: 91.75% | Loss: 0.2732 | Time: 62.77s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:05:54] [Round 021] FedNew | Acc: 91.99% | Loss: 0.2664 | Time: 59.63s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:06:54] [Round 022] FedNew | Acc: 92.21% | Loss: 0.2603 | Time: 59.61s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:07:55] [Round 023] FedNew | Acc: 92.29% | Loss: 0.2546 | Time: 60.83s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:08:51] [Round 024] FedNew | Acc: 92.45% | Loss: 0.2495 | Time: 56.04s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:09:49] [Round 025] FedNew | Acc: 92.61% | Loss: 0.2447 | Time: 57.69s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:10:53] [Round 026] FedNew | Acc: 92.75% | Loss: 0.2401 | Time: 64.51s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:12:18] [Round 027] FedNew | Acc: 92.89% | Loss: 0.2359 | Time: 85.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:13:21] [Round 028] FedNew | Acc: 92.99% | Loss: 0.2321 | Time: 62.54s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:14:28] [Round 029] FedNew | Acc: 93.09% | Loss: 0.2286 | Time: 67.18s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:15:39] [Round 030] FedNew | Acc: 93.20% | Loss: 0.2255 | Time: 71.38s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:17:06] [Round 031] FedNew | Acc: 93.27% | Loss: 0.2228 | Time: 86.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:15] [Round 032] FedNew | Acc: 93.21% | Loss: 0.2203 | Time: 69.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:19:26] [Round 033] FedNew | Acc: 93.23% | Loss: 0.2180 | Time: 70.92s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:20:24] [Round 034] FedNew | Acc: 93.38% | Loss: 0.2154 | Time: 58.31s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:21:13] [Round 035] FedNew | Acc: 93.43% | Loss: 0.2130 | Time: 48.77s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:22:05] [Round 036] FedNew | Acc: 93.47% | Loss: 0.2101 | Time: 51.61s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:23:03] [Round 037] FedNew | Acc: 93.61% | Loss: 0.2072 | Time: 58.09s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:23:54] [Round 038] FedNew | Acc: 93.74% | Loss: 0.2046 | Time: 51.42s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:24:46] [Round 039] FedNew | Acc: 93.91% | Loss: 0.2024 | Time: 51.57s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:25:38] [Round 040] FedNew | Acc: 93.95% | Loss: 0.2005 | Time: 52.17s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:26:33] [Round 041] FedNew | Acc: 94.03% | Loss: 0.1987 | Time: 54.84s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:27:33] [Round 042] FedNew | Acc: 94.07% | Loss: 0.1971 | Time: 59.98s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:34] [Round 043] FedNew | Acc: 94.13% | Loss: 0.1953 | Time: 61.63s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:29:35] [Round 044] FedNew | Acc: 94.16% | Loss: 0.1935 | Time: 60.50s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:31:00] [Round 045] FedNew | Acc: 94.23% | Loss: 0.1915 | Time: 84.98s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:32:07] [Round 046] FedNew | Acc: 94.26% | Loss: 0.1898 | Time: 67.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:33:17] [Round 047] FedNew | Acc: 94.38% | Loss: 0.1883 | Time: 69.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:34:14] [Round 048] FedNew | Acc: 94.41% | Loss: 0.1872 | Time: 57.34s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:34:36] [Round 049] FedNew | Acc: 94.44% | Loss: 0.1862 | Time: 21.85s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:34:57] [Round 050] FedNew | Acc: 94.43% | Loss: 0.1853 | Time: 21.47s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:34:57] Saved to runs/run_20251127_001740_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s0.npz
