[2025-11-27 22:51:02] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='convnextv2_base.fcmae', seed=1, rounds=50, num_clients=10, fraction=0.5, local_epochs=1, batch_size=32, lr=0.01, newton_lr=0.01, sophia_lr=0.05, rho=0.04, betas='0.9,0.99', mu=0.01, log_dir='runs/multimodel_20251127_200819_cifar10/convnextv2_base.fcmae/logs', optimizer='sgd', hessian_batches=64, damping=1e-05, alpha=0.5, max_norm=0)
[2025-11-27 22:51:02] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 22:57:23] [Round 001] FedNewton | Acc: 12.76% | Loss: 2.3889 | Time: 143.05s | Max GPU Mem: 7540.27 MB
[2025-11-27 22:59:50] [Round 002] FedNewton | Acc: 20.43% | Loss: 2.2431 | Time: 147.46s | Max GPU Mem: 7522.77 MB
[2025-11-27 23:02:10] [Round 003] FedNewton | Acc: 26.73% | Loss: 2.1223 | Time: 139.60s | Max GPU Mem: 7522.77 MB
[2025-11-27 23:04:24] [Round 004] FedNewton | Acc: 31.33% | Loss: 2.0253 | Time: 133.98s | Max GPU Mem: 7540.43 MB
[2025-11-27 23:06:46] [Round 005] FedNewton | Acc: 36.25% | Loss: 1.9280 | Time: 141.94s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:09:05] [Round 006] FedNewton | Acc: 39.83% | Loss: 1.8513 | Time: 139.40s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:11:06] [Round 007] FedNewton | Acc: 43.09% | Loss: 1.7793 | Time: 120.46s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:13:25] [Round 008] FedNewton | Acc: 44.78% | Loss: 1.7329 | Time: 138.98s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:15:29] [Round 009] FedNewton | Acc: 46.44% | Loss: 1.6876 | Time: 123.96s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:17:37] [Round 010] FedNewton | Acc: 47.76% | Loss: 1.6433 | Time: 127.74s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:20:07] [Round 011] FedNewton | Acc: 48.80% | Loss: 1.6004 | Time: 150.64s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:22:23] [Round 012] FedNewton | Acc: 49.96% | Loss: 1.5665 | Time: 135.79s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:24:34] [Round 013] FedNewton | Acc: 50.86% | Loss: 1.5426 | Time: 131.28s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:26:53] [Round 014] FedNewton | Acc: 51.36% | Loss: 1.5194 | Time: 138.54s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:28:57] [Round 015] FedNewton | Acc: 51.86% | Loss: 1.4981 | Time: 124.38s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:31:07] [Round 016] FedNewton | Acc: 51.64% | Loss: 1.4865 | Time: 129.44s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:33:15] [Round 017] FedNewton | Acc: 51.83% | Loss: 1.4701 | Time: 128.79s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:35:24] [Round 018] FedNewton | Acc: 51.85% | Loss: 1.4570 | Time: 128.39s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:37:46] [Round 019] FedNewton | Acc: 52.39% | Loss: 1.4404 | Time: 142.17s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:40:09] [Round 020] FedNewton | Acc: 52.96% | Loss: 1.4252 | Time: 142.72s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:42:15] [Round 021] FedNewton | Acc: 52.76% | Loss: 1.4197 | Time: 125.88s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:44:20] [Round 022] FedNewton | Acc: 52.93% | Loss: 1.4079 | Time: 125.12s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:46:39] [Round 023] FedNewton | Acc: 53.59% | Loss: 1.3947 | Time: 139.73s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:48:58] [Round 024] FedNewton | Acc: 53.56% | Loss: 1.3892 | Time: 138.69s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:51:24] [Round 025] FedNewton | Acc: 53.61% | Loss: 1.3795 | Time: 146.30s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:53:42] [Round 026] FedNewton | Acc: 53.48% | Loss: 1.3734 | Time: 137.95s | Max GPU Mem: 7540.51 MB
[2025-11-27 23:55:59] [Round 027] FedNewton | Acc: 53.63% | Loss: 1.3714 | Time: 136.24s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:58:11] [Round 028] FedNewton | Acc: 53.69% | Loss: 1.3690 | Time: 132.72s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:00:28] [Round 029] FedNewton | Acc: 53.84% | Loss: 1.3652 | Time: 136.27s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:02:38] [Round 030] FedNewton | Acc: 53.69% | Loss: 1.3643 | Time: 130.85s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:04:59] [Round 031] FedNewton | Acc: 53.96% | Loss: 1.3589 | Time: 140.59s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:07:08] [Round 032] FedNewton | Acc: 53.81% | Loss: 1.3618 | Time: 129.17s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:09:31] [Round 033] FedNewton | Acc: 53.86% | Loss: 1.3558 | Time: 142.50s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:11:46] [Round 034] FedNewton | Acc: 54.19% | Loss: 1.3479 | Time: 135.70s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:14:16] [Round 035] FedNewton | Acc: 54.13% | Loss: 1.3508 | Time: 149.60s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:16:31] [Round 036] FedNewton | Acc: 54.22% | Loss: 1.3489 | Time: 134.65s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:18:48] [Round 037] FedNewton | Acc: 54.16% | Loss: 1.3491 | Time: 137.16s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:20:58] [Round 038] FedNewton | Acc: 54.02% | Loss: 1.3531 | Time: 130.38s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:23:22] [Round 039] FedNewton | Acc: 54.27% | Loss: 1.3487 | Time: 143.90s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:25:38] [Round 040] FedNewton | Acc: 54.57% | Loss: 1.3507 | Time: 135.76s | Max GPU Mem: 7540.51 MB
[2025-11-28 00:27:51] [Round 041] FedNewton | Acc: 54.41% | Loss: 1.3413 | Time: 133.16s | Max GPU Mem: 7540.51 MB
