[2025-11-27 08:44:11] Namespace(method='FedAvg', training_mode='head', dataset='cifar10', 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_001740_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 08:44:11] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 08:46:22] [Round 001] FedAvg | Acc: 74.84% | Loss: 1.1377 | Time: 16.91s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:47:31] [Round 002] FedAvg | Acc: 77.35% | Loss: 0.8684 | Time: 68.67s | Max GPU Mem: 1482.27 MB
[2025-11-27 08:48:58] [Round 003] FedAvg | Acc: 79.14% | Loss: 0.7487 | Time: 86.48s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:50:25] [Round 004] FedAvg | Acc: 78.87% | Loss: 0.7040 | Time: 86.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:52:11] [Round 005] FedAvg | Acc: 80.01% | Loss: 0.6558 | Time: 106.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:46] [Round 006] FedAvg | Acc: 80.65% | Loss: 0.6266 | Time: 95.44s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:54:53] [Round 007] FedAvg | Acc: 80.82% | Loss: 0.6080 | Time: 67.07s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:56:48] [Round 008] FedAvg | Acc: 81.23% | Loss: 0.5868 | Time: 114.38s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:58:20] [Round 009] FedAvg | Acc: 82.10% | Loss: 0.5626 | Time: 92.99s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:50] [Round 010] FedAvg | Acc: 82.09% | Loss: 0.5543 | Time: 89.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:53] [Round 011] FedAvg | Acc: 82.28% | Loss: 0.5443 | Time: 122.82s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:03:34] [Round 012] FedAvg | Acc: 82.48% | Loss: 0.5369 | Time: 100.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:05:26] [Round 013] FedAvg | Acc: 82.41% | Loss: 0.5299 | Time: 111.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:07:17] [Round 014] FedAvg | Acc: 82.81% | Loss: 0.5209 | Time: 111.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:10:20] [Round 015] FedAvg | Acc: 83.08% | Loss: 0.5101 | Time: 182.86s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:12:29] [Round 016] FedAvg | Acc: 83.11% | Loss: 0.5062 | Time: 129.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:15:11] [Round 017] FedAvg | Acc: 83.15% | Loss: 0.5004 | Time: 162.54s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:17:01] [Round 018] FedAvg | Acc: 83.10% | Loss: 0.5017 | Time: 109.95s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:19:22] [Round 019] FedAvg | Acc: 83.20% | Loss: 0.4989 | Time: 140.75s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:21:18] [Round 020] FedAvg | Acc: 83.46% | Loss: 0.4891 | Time: 115.99s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:23:10] [Round 021] FedAvg | Acc: 83.44% | Loss: 0.4877 | Time: 112.37s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:25:28] [Round 022] FedAvg | Acc: 83.69% | Loss: 0.4793 | Time: 137.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:27:08] [Round 023] FedAvg | Acc: 83.73% | Loss: 0.4789 | Time: 99.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:28:43] [Round 024] FedAvg | Acc: 83.74% | Loss: 0.4796 | Time: 95.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:30:31] [Round 025] FedAvg | Acc: 84.20% | Loss: 0.4679 | Time: 108.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:32:22] [Round 026] FedAvg | Acc: 84.16% | Loss: 0.4664 | Time: 111.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:34:03] [Round 027] FedAvg | Acc: 84.11% | Loss: 0.4678 | Time: 100.84s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:35:46] [Round 028] FedAvg | Acc: 84.26% | Loss: 0.4632 | Time: 103.05s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:37:46] [Round 029] FedAvg | Acc: 84.30% | Loss: 0.4632 | Time: 119.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:39:28] [Round 030] FedAvg | Acc: 84.45% | Loss: 0.4591 | Time: 101.96s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:41:22] [Round 031] FedAvg | Acc: 84.51% | Loss: 0.4583 | Time: 114.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:43:07] [Round 032] FedAvg | Acc: 84.57% | Loss: 0.4498 | Time: 104.71s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:44:47] [Round 033] FedAvg | Acc: 84.51% | Loss: 0.4547 | Time: 100.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:46:51] [Round 034] FedAvg | Acc: 84.63% | Loss: 0.4516 | Time: 123.36s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:48:43] [Round 035] FedAvg | Acc: 84.65% | Loss: 0.4484 | Time: 112.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:50:47] [Round 036] FedAvg | Acc: 84.79% | Loss: 0.4439 | Time: 124.52s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:52:32] [Round 037] FedAvg | Acc: 84.84% | Loss: 0.4443 | Time: 104.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:54:13] [Round 038] FedAvg | Acc: 85.01% | Loss: 0.4431 | Time: 100.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:56:32] [Round 039] FedAvg | Acc: 84.72% | Loss: 0.4474 | Time: 139.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:58:24] [Round 040] FedAvg | Acc: 84.97% | Loss: 0.4389 | Time: 111.26s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:14] [Round 041] FedAvg | Acc: 84.95% | Loss: 0.4378 | Time: 110.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:42] [Round 042] FedAvg | Acc: 85.07% | Loss: 0.4345 | Time: 27.06s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:05] [Round 043] FedAvg | Acc: 85.11% | Loss: 0.4338 | Time: 23.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:22] [Round 044] FedAvg | Acc: 85.15% | Loss: 0.4328 | Time: 16.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:38] [Round 045] FedAvg | Acc: 84.97% | Loss: 0.4363 | Time: 16.84s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:55] [Round 046] FedAvg | Acc: 85.14% | Loss: 0.4358 | Time: 16.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:02:13] [Round 047] FedAvg | Acc: 85.26% | Loss: 0.4319 | Time: 17.88s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:02:42] [Round 048] FedAvg | Acc: 85.15% | Loss: 0.4331 | Time: 28.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:03:55] [Round 049] FedAvg | Acc: 85.27% | Loss: 0.4309 | Time: 72.85s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:04:56] [Round 050] FedAvg | Acc: 85.23% | Loss: 0.4302 | Time: 61.39s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:04:56] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s0.npz
