[2025-11-27 08:44:36] Namespace(method='FedAvg', training_mode='head', dataset='cifar10', model_name='resnet18', seed=2, 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 08:48:34] [Round 001] FedAvg | Acc: 73.90% | Loss: 1.1316 | Time: 125.51s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:50:19] [Round 002] FedAvg | Acc: 77.50% | Loss: 0.8673 | Time: 105.09s | Max GPU Mem: 1482.25 MB
[2025-11-27 08:52:19] [Round 003] FedAvg | Acc: 79.12% | Loss: 0.7440 | Time: 119.66s | Max GPU Mem: 1482.29 MB
[2025-11-27 08:53:59] [Round 004] FedAvg | Acc: 79.66% | Loss: 0.6874 | Time: 99.54s | Max GPU Mem: 1482.31 MB
[2025-11-27 08:55:28] [Round 005] FedAvg | Acc: 80.00% | Loss: 0.6500 | Time: 89.09s | Max GPU Mem: 1482.31 MB
[2025-11-27 08:57:25] [Round 006] FedAvg | Acc: 80.43% | Loss: 0.6224 | Time: 117.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:08] [Round 007] FedAvg | Acc: 80.95% | Loss: 0.5997 | Time: 102.79s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:00:50] [Round 008] FedAvg | Acc: 81.67% | Loss: 0.5797 | Time: 101.70s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:02:02] [Round 009] FedAvg | Acc: 81.89% | Loss: 0.5629 | Time: 71.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:03:38] [Round 010] FedAvg | Acc: 82.10% | Loss: 0.5519 | Time: 96.39s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:05:25] [Round 011] FedAvg | Acc: 82.05% | Loss: 0.5456 | Time: 107.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:07:05] [Round 012] FedAvg | Acc: 82.49% | Loss: 0.5345 | Time: 99.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:08:32] [Round 013] FedAvg | Acc: 82.50% | Loss: 0.5284 | Time: 86.46s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:10:20] [Round 014] FedAvg | Acc: 82.50% | Loss: 0.5230 | Time: 108.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:12:23] [Round 015] FedAvg | Acc: 82.69% | Loss: 0.5156 | Time: 122.96s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:13:57] [Round 016] FedAvg | Acc: 82.94% | Loss: 0.5086 | Time: 93.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:15:19] [Round 017] FedAvg | Acc: 83.23% | Loss: 0.5036 | Time: 82.58s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:16:58] [Round 018] FedAvg | Acc: 83.22% | Loss: 0.4965 | Time: 98.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:18:31] [Round 019] FedAvg | Acc: 83.56% | Loss: 0.4930 | Time: 93.07s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:19:47] [Round 020] FedAvg | Acc: 83.66% | Loss: 0.4860 | Time: 76.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:21:22] [Round 021] FedAvg | Acc: 83.43% | Loss: 0.4891 | Time: 94.33s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:23:03] [Round 022] FedAvg | Acc: 83.63% | Loss: 0.4812 | Time: 101.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:24:29] [Round 023] FedAvg | Acc: 83.64% | Loss: 0.4826 | Time: 85.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:25:49] [Round 024] FedAvg | Acc: 83.74% | Loss: 0.4794 | Time: 80.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:27:13] [Round 025] FedAvg | Acc: 83.86% | Loss: 0.4764 | Time: 83.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:28:46] [Round 026] FedAvg | Acc: 83.93% | Loss: 0.4723 | Time: 93.57s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:30:19] [Round 027] FedAvg | Acc: 84.14% | Loss: 0.4659 | Time: 92.35s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:31:28] [Round 028] FedAvg | Acc: 84.14% | Loss: 0.4684 | Time: 69.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:32:53] [Round 029] FedAvg | Acc: 84.29% | Loss: 0.4644 | Time: 84.28s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:34:09] [Round 030] FedAvg | Acc: 83.99% | Loss: 0.4699 | Time: 75.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:35:47] [Round 031] FedAvg | Acc: 84.65% | Loss: 0.4551 | Time: 98.03s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:37:28] [Round 032] FedAvg | Acc: 84.73% | Loss: 0.4520 | Time: 101.10s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:38:46] [Round 033] FedAvg | Acc: 84.57% | Loss: 0.4523 | Time: 78.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:39:58] [Round 034] FedAvg | Acc: 84.62% | Loss: 0.4515 | Time: 71.98s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:41:22] [Round 035] FedAvg | Acc: 84.83% | Loss: 0.4472 | Time: 83.45s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:42:58] [Round 036] FedAvg | Acc: 84.67% | Loss: 0.4507 | Time: 96.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:44:07] [Round 037] FedAvg | Acc: 84.51% | Loss: 0.4503 | Time: 68.74s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:45:27] [Round 038] FedAvg | Acc: 84.82% | Loss: 0.4434 | Time: 80.34s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:46:52] [Round 039] FedAvg | Acc: 84.92% | Loss: 0.4414 | Time: 84.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:48:24] [Round 040] FedAvg | Acc: 84.80% | Loss: 0.4457 | Time: 91.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:49:43] [Round 041] FedAvg | Acc: 84.79% | Loss: 0.4430 | Time: 79.00s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:50:55] [Round 042] FedAvg | Acc: 85.01% | Loss: 0.4390 | Time: 71.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:52:30] [Round 043] FedAvg | Acc: 85.02% | Loss: 0.4366 | Time: 94.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:54:00] [Round 044] FedAvg | Acc: 84.85% | Loss: 0.4392 | Time: 90.89s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:55:38] [Round 045] FedAvg | Acc: 85.03% | Loss: 0.4369 | Time: 97.19s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:56:46] [Round 046] FedAvg | Acc: 85.10% | Loss: 0.4355 | Time: 68.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:58:23] [Round 047] FedAvg | Acc: 85.21% | Loss: 0.4314 | Time: 96.89s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:03] [Round 048] FedAvg | Acc: 85.57% | Loss: 0.4272 | Time: 100.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:32] [Round 049] FedAvg | Acc: 85.26% | Loss: 0.4290 | Time: 29.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:55] [Round 050] FedAvg | Acc: 85.10% | Loss: 0.4345 | Time: 23.03s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:55] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s2.npz
