[2025-11-27 08:44:36] Namespace(method='FedAvg', training_mode='head', dataset='cifar10', model_name='resnet18', seed=1, 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_001740_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 08:44:36] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 08:48:31] [Round 001] FedAvg | Acc: 72.73% | Loss: 1.1367 | Time: 122.45s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:50:18] [Round 002] FedAvg | Acc: 77.76% | Loss: 0.8649 | Time: 107.10s | Max GPU Mem: 1482.29 MB
[2025-11-27 08:52:13] [Round 003] FedAvg | Acc: 78.51% | Loss: 0.7591 | Time: 115.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:53] [Round 004] FedAvg | Acc: 79.89% | Loss: 0.6898 | Time: 99.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:55:22] [Round 005] FedAvg | Acc: 79.67% | Loss: 0.6612 | Time: 89.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:56:49] [Round 006] FedAvg | Acc: 80.59% | Loss: 0.6243 | Time: 86.55s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:58:15] [Round 007] FedAvg | Acc: 80.59% | Loss: 0.6092 | Time: 86.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:47] [Round 008] FedAvg | Acc: 81.30% | Loss: 0.5833 | Time: 91.42s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:12] [Round 009] FedAvg | Acc: 81.56% | Loss: 0.5694 | Time: 85.00s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:02:15] [Round 010] FedAvg | Acc: 81.64% | Loss: 0.5604 | Time: 63.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:03:46] [Round 011] FedAvg | Acc: 81.46% | Loss: 0.5539 | Time: 90.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:05:31] [Round 012] FedAvg | Acc: 82.27% | Loss: 0.5374 | Time: 105.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:07:08] [Round 013] FedAvg | Acc: 82.15% | Loss: 0.5347 | Time: 97.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:08:32] [Round 014] FedAvg | Acc: 82.42% | Loss: 0.5249 | Time: 83.56s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:10:21] [Round 015] FedAvg | Acc: 82.58% | Loss: 0.5180 | Time: 109.28s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:12:22] [Round 016] FedAvg | Acc: 82.76% | Loss: 0.5083 | Time: 121.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:13:54] [Round 017] FedAvg | Acc: 83.08% | Loss: 0.4993 | Time: 91.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:15:15] [Round 018] FedAvg | Acc: 83.32% | Loss: 0.4984 | Time: 80.79s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:16:54] [Round 019] FedAvg | Acc: 82.89% | Loss: 0.5042 | Time: 99.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:18:25] [Round 020] FedAvg | Acc: 83.51% | Loss: 0.4908 | Time: 90.53s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:19:40] [Round 021] FedAvg | Acc: 83.54% | Loss: 0.4850 | Time: 75.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:21:17] [Round 022] FedAvg | Acc: 83.52% | Loss: 0.4821 | Time: 96.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:22:59] [Round 023] FedAvg | Acc: 83.54% | Loss: 0.4793 | Time: 101.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:24:23] [Round 024] FedAvg | Acc: 83.63% | Loss: 0.4810 | Time: 84.82s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:25:34] [Round 025] FedAvg | Acc: 83.99% | Loss: 0.4702 | Time: 70.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:27:04] [Round 026] FedAvg | Acc: 83.97% | Loss: 0.4715 | Time: 90.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:28:37] [Round 027] FedAvg | Acc: 84.02% | Loss: 0.4678 | Time: 92.33s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:29:52] [Round 028] FedAvg | Acc: 83.93% | Loss: 0.4640 | Time: 75.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:30:56] [Round 029] FedAvg | Acc: 84.00% | Loss: 0.4627 | Time: 64.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:32:24] [Round 030] FedAvg | Acc: 84.17% | Loss: 0.4629 | Time: 87.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:33:53] [Round 031] FedAvg | Acc: 84.37% | Loss: 0.4572 | Time: 89.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:35:09] [Round 032] FedAvg | Acc: 84.33% | Loss: 0.4547 | Time: 76.17s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:36:38] [Round 033] FedAvg | Acc: 84.56% | Loss: 0.4535 | Time: 89.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:37:51] [Round 034] FedAvg | Acc: 84.49% | Loss: 0.4522 | Time: 72.53s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:39:24] [Round 035] FedAvg | Acc: 84.68% | Loss: 0.4484 | Time: 93.44s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:40:43] [Round 036] FedAvg | Acc: 84.68% | Loss: 0.4474 | Time: 78.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:42:07] [Round 037] FedAvg | Acc: 84.71% | Loss: 0.4438 | Time: 84.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:43:18] [Round 038] FedAvg | Acc: 84.53% | Loss: 0.4477 | Time: 70.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:44:43] [Round 039] FedAvg | Acc: 84.94% | Loss: 0.4423 | Time: 85.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:45:55] [Round 040] FedAvg | Acc: 84.82% | Loss: 0.4413 | Time: 71.17s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:47:15] [Round 041] FedAvg | Acc: 84.79% | Loss: 0.4466 | Time: 80.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:48:43] [Round 042] FedAvg | Acc: 84.84% | Loss: 0.4405 | Time: 87.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:50:11] [Round 043] FedAvg | Acc: 84.80% | Loss: 0.4367 | Time: 88.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:51:14] [Round 044] FedAvg | Acc: 84.83% | Loss: 0.4401 | Time: 62.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:52:39] [Round 045] FedAvg | Acc: 85.20% | Loss: 0.4351 | Time: 85.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:54:12] [Round 046] FedAvg | Acc: 85.18% | Loss: 0.4357 | Time: 93.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:55:43] [Round 047] FedAvg | Acc: 85.18% | Loss: 0.4288 | Time: 90.82s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:56:52] [Round 048] FedAvg | Acc: 85.25% | Loss: 0.4324 | Time: 69.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:58:29] [Round 049] FedAvg | Acc: 85.20% | Loss: 0.4321 | Time: 97.03s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:15] [Round 050] FedAvg | Acc: 85.13% | Loss: 0.4326 | Time: 105.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:15] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s1.npz
