[2025-11-27 02:32:20] 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_001404_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 02:32:20] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:35:12] [Round 001] FedNew | Acc: 26.14% | Loss: 2.2155 | Time: 58.30s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:36:25] [Round 002] FedNew | Acc: 34.35% | Loss: 2.0596 | Time: 73.13s | Max GPU Mem: 1507.52 MB
[2025-11-27 02:36:55] [Round 003] FedNew | Acc: 42.58% | Loss: 1.8613 | Time: 30.59s | Max GPU Mem: 1507.54 MB
[2025-11-27 02:37:14] [Round 004] FedNew | Acc: 44.40% | Loss: 1.7026 | Time: 18.19s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:37:22] [Round 005] FedNew | Acc: 45.33% | Loss: 1.6067 | Time: 8.45s | Max GPU Mem: 1508.06 MB
[2025-11-27 02:37:35] [Round 006] FedNew | Acc: 46.44% | Loss: 1.5223 | Time: 12.78s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:37:48] [Round 007] FedNew | Acc: 48.74% | Loss: 1.4266 | Time: 13.03s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:38:00] [Round 008] FedNew | Acc: 53.54% | Loss: 1.2924 | Time: 11.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:38:09] [Round 009] FedNew | Acc: 60.31% | Loss: 1.1231 | Time: 9.58s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:38:22] [Round 010] FedNew | Acc: 66.83% | Loss: 0.9639 | Time: 12.76s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:38:39] [Round 011] FedNew | Acc: 71.95% | Loss: 0.8297 | Time: 16.72s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:38:57] [Round 012] FedNew | Acc: 76.44% | Loss: 0.7133 | Time: 17.87s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:40:06] [Round 013] FedNew | Acc: 79.41% | Loss: 0.6443 | Time: 69.64s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:40:55] [Round 014] FedNew | Acc: 80.27% | Loss: 0.6377 | Time: 49.12s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:41:56] [Round 015] FedNew | Acc: 78.94% | Loss: 0.6473 | Time: 60.77s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:42:39] [Round 016] FedNew | Acc: 78.24% | Loss: 0.6082 | Time: 43.32s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:43:57] [Round 017] FedNew | Acc: 82.10% | Loss: 0.5158 | Time: 77.30s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:45:01] [Round 018] FedNew | Acc: 85.72% | Loss: 0.4499 | Time: 64.29s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:45:54] [Round 019] FedNew | Acc: 85.93% | Loss: 0.4338 | Time: 52.76s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:46:56] [Round 020] FedNew | Acc: 83.71% | Loss: 0.4625 | Time: 62.60s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:48:10] [Round 021] FedNew | Acc: 81.94% | Loss: 0.4938 | Time: 73.69s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:49:11] [Round 022] FedNew | Acc: 80.91% | Loss: 0.5289 | Time: 61.12s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:50:09] [Round 023] FedNew | Acc: 79.54% | Loss: 0.5797 | Time: 58.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:50:52] [Round 024] FedNew | Acc: 78.47% | Loss: 0.6234 | Time: 42.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:51:41] [Round 025] FedNew | Acc: 77.79% | Loss: 0.6604 | Time: 48.54s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:52:32] [Round 026] FedNew | Acc: 77.62% | Loss: 0.6611 | Time: 51.57s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:53:14] [Round 027] FedNew | Acc: 78.60% | Loss: 0.6241 | Time: 41.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:53:52] [Round 028] FedNew | Acc: 78.66% | Loss: 0.5930 | Time: 37.77s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:41] [Round 029] FedNew | Acc: 78.83% | Loss: 0.5880 | Time: 49.53s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:56:10] [Round 030] FedNew | Acc: 79.37% | Loss: 0.5826 | Time: 88.70s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:57:19] [Round 031] FedNew | Acc: 80.25% | Loss: 0.5567 | Time: 69.56s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:58:26] [Round 032] FedNew | Acc: 81.93% | Loss: 0.5077 | Time: 66.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:59:32] [Round 033] FedNew | Acc: 84.06% | Loss: 0.4332 | Time: 66.31s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:00:37] [Round 034] FedNew | Acc: 85.85% | Loss: 0.3774 | Time: 65.18s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:01:31] [Round 035] FedNew | Acc: 88.28% | Loss: 0.3306 | Time: 54.01s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:02:56] [Round 036] FedNew | Acc: 90.04% | Loss: 0.3011 | Time: 84.49s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:03:41] [Round 037] FedNew | Acc: 91.44% | Loss: 0.2867 | Time: 45.43s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:05:02] [Round 038] FedNew | Acc: 90.71% | Loss: 0.3015 | Time: 80.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:05:45] [Round 039] FedNew | Acc: 89.57% | Loss: 0.3179 | Time: 43.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:07:25] [Round 040] FedNew | Acc: 88.38% | Loss: 0.3396 | Time: 99.99s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:08:26] [Round 041] FedNew | Acc: 88.20% | Loss: 0.3478 | Time: 60.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:10:16] [Round 042] FedNew | Acc: 89.49% | Loss: 0.3276 | Time: 110.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:11:17] [Round 043] FedNew | Acc: 89.95% | Loss: 0.3156 | Time: 60.70s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:12:09] [Round 044] FedNew | Acc: 89.22% | Loss: 0.3217 | Time: 52.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:13:28] [Round 045] FedNew | Acc: 88.54% | Loss: 0.3316 | Time: 78.42s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:14:34] [Round 046] FedNew | Acc: 87.93% | Loss: 0.3356 | Time: 66.70s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:15:10] [Round 047] FedNew | Acc: 89.08% | Loss: 0.3115 | Time: 35.92s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:15:51] [Round 048] FedNew | Acc: 90.38% | Loss: 0.2831 | Time: 40.98s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:16:33] [Round 049] FedNew | Acc: 91.50% | Loss: 0.2708 | Time: 41.66s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:17:25] [Round 050] FedNew | Acc: 91.65% | Loss: 0.2657 | Time: 52.20s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:17:25] Saved to runs/run_20251127_001404_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s0.npz
