[2025-11-27 02:44:22] 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_001608_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 02:44:22] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:47:24] [Round 001] FedNew | Acc: 37.92% | Loss: 2.1763 | Time: 69.05s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:48:39] [Round 002] FedNew | Acc: 58.36% | Loss: 1.9367 | Time: 75.34s | Max GPU Mem: 1507.52 MB
[2025-11-27 02:50:03] [Round 003] FedNew | Acc: 70.60% | Loss: 1.6490 | Time: 84.20s | Max GPU Mem: 1507.56 MB
[2025-11-27 02:51:37] [Round 004] FedNew | Acc: 77.87% | Loss: 1.3523 | Time: 94.10s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:53:02] [Round 005] FedNew | Acc: 79.63% | Loss: 1.0917 | Time: 84.62s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:54:06] [Round 006] FedNew | Acc: 80.76% | Loss: 0.8892 | Time: 64.08s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:55:14] [Round 007] FedNew | Acc: 81.64% | Loss: 0.7420 | Time: 67.94s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:56:21] [Round 008] FedNew | Acc: 82.68% | Loss: 0.6364 | Time: 66.70s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:57:21] [Round 009] FedNew | Acc: 83.49% | Loss: 0.5637 | Time: 60.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:58:16] [Round 010] FedNew | Acc: 84.77% | Loss: 0.5064 | Time: 55.13s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:07] [Round 011] FedNew | Acc: 86.32% | Loss: 0.4632 | Time: 50.78s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:59:59] [Round 012] FedNew | Acc: 87.47% | Loss: 0.4317 | Time: 51.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:00:55] [Round 013] FedNew | Acc: 88.35% | Loss: 0.4070 | Time: 56.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:01:50] [Round 014] FedNew | Acc: 88.76% | Loss: 0.3875 | Time: 55.07s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:49] [Round 015] FedNew | Acc: 89.16% | Loss: 0.3655 | Time: 58.50s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:03:46] [Round 016] FedNew | Acc: 89.69% | Loss: 0.3474 | Time: 57.62s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:04:47] [Round 017] FedNew | Acc: 90.11% | Loss: 0.3304 | Time: 60.23s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:05:55] [Round 018] FedNew | Acc: 90.63% | Loss: 0.3143 | Time: 68.64s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:06:57] [Round 019] FedNew | Acc: 90.84% | Loss: 0.3030 | Time: 62.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:07:52] [Round 020] FedNew | Acc: 90.94% | Loss: 0.2957 | Time: 54.19s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:08:51] [Round 021] FedNew | Acc: 91.16% | Loss: 0.2907 | Time: 59.05s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:09:37] [Round 022] FedNew | Acc: 91.13% | Loss: 0.2863 | Time: 45.97s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:10:22] [Round 023] FedNew | Acc: 91.11% | Loss: 0.2820 | Time: 45.32s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:11:20] [Round 024] FedNew | Acc: 91.10% | Loss: 0.2792 | Time: 58.56s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:12:02] [Round 025] FedNew | Acc: 91.33% | Loss: 0.2757 | Time: 41.10s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:12:59] [Round 026] FedNew | Acc: 91.49% | Loss: 0.2720 | Time: 57.41s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:13:43] [Round 027] FedNew | Acc: 91.65% | Loss: 0.2693 | Time: 44.33s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:14:41] [Round 028] FedNew | Acc: 91.89% | Loss: 0.2634 | Time: 57.88s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:15:34] [Round 029] FedNew | Acc: 92.12% | Loss: 0.2563 | Time: 53.27s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:16:29] [Round 030] FedNew | Acc: 92.46% | Loss: 0.2495 | Time: 54.29s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:17:25] [Round 031] FedNew | Acc: 92.67% | Loss: 0.2443 | Time: 55.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:18] [Round 032] FedNew | Acc: 92.70% | Loss: 0.2401 | Time: 53.78s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:19:14] [Round 033] FedNew | Acc: 92.86% | Loss: 0.2363 | Time: 55.29s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:20:08] [Round 034] FedNew | Acc: 92.99% | Loss: 0.2323 | Time: 54.68s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:21:08] [Round 035] FedNew | Acc: 92.99% | Loss: 0.2309 | Time: 60.12s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:22:23] [Round 036] FedNew | Acc: 93.00% | Loss: 0.2276 | Time: 74.60s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:23:44] [Round 037] FedNew | Acc: 93.06% | Loss: 0.2252 | Time: 81.40s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:24:43] [Round 038] FedNew | Acc: 93.15% | Loss: 0.2222 | Time: 58.72s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:25:04] [Round 039] FedNew | Acc: 92.98% | Loss: 0.2222 | Time: 20.46s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:25:23] [Round 040] FedNew | Acc: 92.90% | Loss: 0.2238 | Time: 19.21s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:25:45] [Round 041] FedNew | Acc: 92.53% | Loss: 0.2280 | Time: 22.08s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:26:05] [Round 042] FedNew | Acc: 92.45% | Loss: 0.2308 | Time: 20.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:26:25] [Round 043] FedNew | Acc: 92.50% | Loss: 0.2305 | Time: 20.59s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:27:09] [Round 044] FedNew | Acc: 92.59% | Loss: 0.2311 | Time: 43.34s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:27:59] [Round 045] FedNew | Acc: 92.82% | Loss: 0.2283 | Time: 50.62s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:28:18] [Round 046] FedNew | Acc: 93.29% | Loss: 0.2217 | Time: 18.65s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:28:39] [Round 047] FedNew | Acc: 93.58% | Loss: 0.2153 | Time: 20.88s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:29:02] [Round 048] FedNew | Acc: 93.59% | Loss: 0.2111 | Time: 23.19s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:29:18] [Round 049] FedNew | Acc: 93.77% | Loss: 0.2078 | Time: 15.56s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:29:30] [Round 050] FedNew | Acc: 93.85% | Loss: 0.2045 | Time: 12.41s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:29:30] Saved to runs/run_20251127_001608_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s2.npz
