[2025-11-27 22:51:21] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='convnextv2_base.fcmae', seed=2, 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 22:51:21] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 22:57:36] [Round 001] FedNewton | Acc: 13.64% | Loss: 2.2494 | Time: 141.12s | Max GPU Mem: 7539.27 MB
[2025-11-27 22:59:38] [Round 002] FedNewton | Acc: 24.75% | Loss: 2.1266 | Time: 122.11s | Max GPU Mem: 7539.39 MB
[2025-11-27 23:02:07] [Round 003] FedNewton | Acc: 31.48% | Loss: 2.0240 | Time: 148.57s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:04:18] [Round 004] FedNewton | Acc: 36.25% | Loss: 1.9331 | Time: 131.75s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:06:51] [Round 005] FedNewton | Acc: 39.70% | Loss: 1.8615 | Time: 152.65s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:09:01] [Round 006] FedNewton | Acc: 41.83% | Loss: 1.7952 | Time: 129.93s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:11:20] [Round 007] FedNewton | Acc: 44.04% | Loss: 1.7379 | Time: 138.89s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:13:29] [Round 008] FedNewton | Acc: 45.22% | Loss: 1.6866 | Time: 129.58s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:15:44] [Round 009] FedNewton | Acc: 46.13% | Loss: 1.6511 | Time: 134.29s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:18:04] [Round 010] FedNewton | Acc: 47.30% | Loss: 1.6151 | Time: 140.34s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:20:38] [Round 011] FedNewton | Acc: 48.44% | Loss: 1.5792 | Time: 154.03s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:22:44] [Round 012] FedNewton | Acc: 49.27% | Loss: 1.5485 | Time: 125.69s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:25:08] [Round 013] FedNewton | Acc: 50.32% | Loss: 1.5229 | Time: 144.15s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:27:15] [Round 014] FedNewton | Acc: 49.80% | Loss: 1.5154 | Time: 126.66s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:29:22] [Round 015] FedNewton | Acc: 50.22% | Loss: 1.4946 | Time: 127.22s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:31:30] [Round 016] FedNewton | Acc: 50.50% | Loss: 1.4799 | Time: 128.65s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:33:39] [Round 017] FedNewton | Acc: 50.82% | Loss: 1.4649 | Time: 128.68s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:35:42] [Round 018] FedNewton | Acc: 51.02% | Loss: 1.4527 | Time: 122.54s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:37:58] [Round 019] FedNewton | Acc: 51.47% | Loss: 1.4418 | Time: 136.62s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:40:13] [Round 020] FedNewton | Acc: 52.06% | Loss: 1.4305 | Time: 135.02s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:42:31] [Round 021] FedNewton | Acc: 52.36% | Loss: 1.4203 | Time: 137.85s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:45:06] [Round 022] FedNewton | Acc: 52.77% | Loss: 1.4054 | Time: 155.31s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:47:32] [Round 023] FedNewton | Acc: 52.82% | Loss: 1.3945 | Time: 145.65s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:49:44] [Round 024] FedNewton | Acc: 52.83% | Loss: 1.3891 | Time: 131.59s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:52:03] [Round 025] FedNewton | Acc: 53.18% | Loss: 1.3792 | Time: 139.47s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:54:14] [Round 026] FedNewton | Acc: 53.16% | Loss: 1.3749 | Time: 130.86s | Max GPU Mem: 7539.51 MB
[2025-11-27 23:56:31] [Round 027] FedNewton | Acc: 53.33% | Loss: 1.3707 | Time: 136.91s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:59:00] [Round 028] FedNewton | Acc: 53.77% | Loss: 1.3647 | Time: 149.23s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:01:23] [Round 029] FedNewton | Acc: 53.87% | Loss: 1.3581 | Time: 143.07s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:03:33] [Round 030] FedNewton | Acc: 53.76% | Loss: 1.3576 | Time: 130.15s | Max GPU Mem: 7539.51 MB
[2025-11-28 00:05:55] [Round 031] FedNewton | Acc: 53.57% | Loss: 1.3605 | Time: 141.41s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:08:09] [Round 032] FedNewton | Acc: 53.88% | Loss: 1.3528 | Time: 134.10s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:10:14] [Round 033] FedNewton | Acc: 54.13% | Loss: 1.3452 | Time: 125.62s | Max GPU Mem: 7539.51 MB
[2025-11-28 00:12:30] [Round 034] FedNewton | Acc: 54.29% | Loss: 1.3447 | Time: 135.64s | Max GPU Mem: 7539.51 MB
[2025-11-28 00:14:55] [Round 035] FedNewton | Acc: 54.13% | Loss: 1.3445 | Time: 145.19s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:17:22] [Round 036] FedNewton | Acc: 54.16% | Loss: 1.3423 | Time: 146.72s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:19:52] [Round 037] FedNewton | Acc: 54.24% | Loss: 1.3414 | Time: 149.98s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:21:54] [Round 038] FedNewton | Acc: 54.26% | Loss: 1.3409 | Time: 121.99s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:24:16] [Round 039] FedNewton | Acc: 54.20% | Loss: 1.3409 | Time: 141.90s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:26:41] [Round 040] FedNewton | Acc: 54.16% | Loss: 1.3441 | Time: 144.95s | Max GPU Mem: 7522.89 MB
