[2025-11-27 22:49:20] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='convnextv2_base.fcmae', seed=0, 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 22:49:20] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 22:55:19] [Round 001] FedNewton | Acc: 20.13% | Loss: 2.2384 | Time: 123.63s | Max GPU Mem: 7522.65 MB
[2025-11-27 22:57:45] [Round 002] FedNewton | Acc: 27.00% | Loss: 2.1160 | Time: 145.81s | Max GPU Mem: 7522.81 MB
[2025-11-27 23:00:17] [Round 003] FedNewton | Acc: 33.53% | Loss: 2.0156 | Time: 151.30s | Max GPU Mem: 7522.81 MB
[2025-11-27 23:02:36] [Round 004] FedNewton | Acc: 35.57% | Loss: 1.9373 | Time: 139.36s | Max GPU Mem: 7522.85 MB
[2025-11-27 23:05:00] [Round 005] FedNewton | Acc: 38.22% | Loss: 1.8633 | Time: 143.72s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:07:20] [Round 006] FedNewton | Acc: 40.29% | Loss: 1.7975 | Time: 140.01s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:09:49] [Round 007] FedNewton | Acc: 43.29% | Loss: 1.7333 | Time: 148.97s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:12:02] [Round 008] FedNewton | Acc: 44.74% | Loss: 1.6862 | Time: 133.51s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:14:31] [Round 009] FedNewton | Acc: 46.89% | Loss: 1.6393 | Time: 148.79s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:16:42] [Round 010] FedNewton | Acc: 48.75% | Loss: 1.6018 | Time: 131.50s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:19:03] [Round 011] FedNewton | Acc: 49.85% | Loss: 1.5733 | Time: 140.43s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:21:26] [Round 012] FedNewton | Acc: 50.21% | Loss: 1.5434 | Time: 143.50s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:23:43] [Round 013] FedNewton | Acc: 50.36% | Loss: 1.5238 | Time: 137.02s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:26:01] [Round 014] FedNewton | Acc: 50.28% | Loss: 1.5049 | Time: 137.94s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:28:09] [Round 015] FedNewton | Acc: 51.08% | Loss: 1.4853 | Time: 127.82s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:30:12] [Round 016] FedNewton | Acc: 51.99% | Loss: 1.4709 | Time: 122.62s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:32:24] [Round 017] FedNewton | Acc: 51.72% | Loss: 1.4587 | Time: 132.43s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:34:31] [Round 018] FedNewton | Acc: 51.22% | Loss: 1.4556 | Time: 126.86s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:36:48] [Round 019] FedNewton | Acc: 51.64% | Loss: 1.4437 | Time: 136.67s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:39:01] [Round 020] FedNewton | Acc: 52.15% | Loss: 1.4312 | Time: 133.55s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:41:09] [Round 021] FedNewton | Acc: 52.53% | Loss: 1.4189 | Time: 127.37s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:43:33] [Round 022] FedNewton | Acc: 52.83% | Loss: 1.4053 | Time: 144.38s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:45:52] [Round 023] FedNewton | Acc: 52.63% | Loss: 1.3976 | Time: 139.28s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:48:12] [Round 024] FedNewton | Acc: 52.30% | Loss: 1.3987 | Time: 139.56s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:50:23] [Round 025] FedNewton | Acc: 52.59% | Loss: 1.3901 | Time: 130.95s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:52:35] [Round 026] FedNewton | Acc: 52.82% | Loss: 1.3896 | Time: 131.79s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:54:58] [Round 027] FedNewton | Acc: 53.53% | Loss: 1.3776 | Time: 143.46s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:57:10] [Round 028] FedNewton | Acc: 53.56% | Loss: 1.3764 | Time: 132.28s | Max GPU Mem: 7522.89 MB
[2025-11-27 23:59:44] [Round 029] FedNewton | Acc: 53.63% | Loss: 1.3713 | Time: 153.26s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:01:59] [Round 030] FedNewton | Acc: 53.79% | Loss: 1.3614 | Time: 135.93s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:04:22] [Round 031] FedNewton | Acc: 53.63% | Loss: 1.3614 | Time: 142.37s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:06:36] [Round 032] FedNewton | Acc: 54.52% | Loss: 1.3531 | Time: 134.15s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:08:58] [Round 033] FedNewton | Acc: 54.23% | Loss: 1.3484 | Time: 141.72s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:11:15] [Round 034] FedNewton | Acc: 54.43% | Loss: 1.3466 | Time: 137.65s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:13:33] [Round 035] FedNewton | Acc: 54.22% | Loss: 1.3530 | Time: 137.62s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:15:52] [Round 036] FedNewton | Acc: 53.91% | Loss: 1.3556 | Time: 138.76s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:18:15] [Round 037] FedNewton | Acc: 54.31% | Loss: 1.3477 | Time: 142.94s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:20:29] [Round 038] FedNewton | Acc: 54.60% | Loss: 1.3410 | Time: 134.61s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:22:48] [Round 039] FedNewton | Acc: 54.64% | Loss: 1.3442 | Time: 138.66s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:25:18] [Round 040] FedNewton | Acc: 54.79% | Loss: 1.3358 | Time: 149.91s | Max GPU Mem: 7522.89 MB
[2025-11-28 00:27:37] [Round 041] FedNewton | Acc: 54.62% | Loss: 1.3341 | Time: 138.78s | Max GPU Mem: 7522.89 MB
