[2025-11-27 08:27:26] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 08:27:26] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 08:29:37] [Round 001] FedAvg | Acc: 44.64% | Loss: 1.5929 | Time: 17.49s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:30:06] [Round 002] FedAvg | Acc: 68.66% | Loss: 1.0868 | Time: 28.71s | Max GPU Mem: 1482.29 MB
[2025-11-27 08:30:52] [Round 003] FedAvg | Acc: 66.93% | Loss: 0.9803 | Time: 46.88s | Max GPU Mem: 1482.29 MB
[2025-11-27 08:31:57] [Round 004] FedAvg | Acc: 67.79% | Loss: 0.9311 | Time: 64.92s | Max GPU Mem: 1482.31 MB
[2025-11-27 08:32:49] [Round 005] FedAvg | Acc: 71.05% | Loss: 0.8519 | Time: 51.94s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:33:38] [Round 006] FedAvg | Acc: 75.61% | Loss: 0.7309 | Time: 49.19s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:34:32] [Round 007] FedAvg | Acc: 75.32% | Loss: 0.7264 | Time: 53.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:35:32] [Round 008] FedAvg | Acc: 77.07% | Loss: 0.6872 | Time: 59.99s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:36:38] [Round 009] FedAvg | Acc: 77.60% | Loss: 0.6643 | Time: 65.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:37:36] [Round 010] FedAvg | Acc: 75.83% | Loss: 0.6857 | Time: 57.75s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:38:40] [Round 011] FedAvg | Acc: 76.96% | Loss: 0.6615 | Time: 64.06s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:39:54] [Round 012] FedAvg | Acc: 80.43% | Loss: 0.5886 | Time: 74.67s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:41:08] [Round 013] FedAvg | Acc: 80.52% | Loss: 0.5862 | Time: 73.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:42:02] [Round 014] FedAvg | Acc: 79.93% | Loss: 0.5884 | Time: 54.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:02] [Round 015] FedAvg | Acc: 79.46% | Loss: 0.5951 | Time: 59.41s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:48] [Round 016] FedAvg | Acc: 81.21% | Loss: 0.5635 | Time: 46.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:44:44] [Round 017] FedAvg | Acc: 79.87% | Loss: 0.5831 | Time: 56.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:45:37] [Round 018] FedAvg | Acc: 78.90% | Loss: 0.6046 | Time: 52.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:46:38] [Round 019] FedAvg | Acc: 82.10% | Loss: 0.5296 | Time: 61.53s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:47:45] [Round 020] FedAvg | Acc: 80.66% | Loss: 0.5665 | Time: 67.04s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:48:40] [Round 021] FedAvg | Acc: 81.70% | Loss: 0.5338 | Time: 54.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:49:48] [Round 022] FedAvg | Acc: 80.86% | Loss: 0.5509 | Time: 67.88s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:50:42] [Round 023] FedAvg | Acc: 81.27% | Loss: 0.5445 | Time: 54.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:51:43] [Round 024] FedAvg | Acc: 81.14% | Loss: 0.5451 | Time: 60.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:52:33] [Round 025] FedAvg | Acc: 82.72% | Loss: 0.5028 | Time: 50.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:23] [Round 026] FedAvg | Acc: 79.76% | Loss: 0.5773 | Time: 49.73s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:54:25] [Round 027] FedAvg | Acc: 82.52% | Loss: 0.5100 | Time: 62.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:55:24] [Round 028] FedAvg | Acc: 81.97% | Loss: 0.5227 | Time: 59.10s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:56:48] [Round 029] FedAvg | Acc: 81.30% | Loss: 0.5348 | Time: 84.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:57:44] [Round 030] FedAvg | Acc: 83.03% | Loss: 0.4951 | Time: 56.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:58:52] [Round 031] FedAvg | Acc: 81.87% | Loss: 0.5249 | Time: 67.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:56] [Round 032] FedAvg | Acc: 81.38% | Loss: 0.5330 | Time: 63.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:02] [Round 033] FedAvg | Acc: 82.12% | Loss: 0.5080 | Time: 66.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:58] [Round 034] FedAvg | Acc: 83.72% | Loss: 0.4748 | Time: 55.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:02:53] [Round 035] FedAvg | Acc: 82.61% | Loss: 0.4989 | Time: 54.82s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:04:05] [Round 036] FedAvg | Acc: 81.07% | Loss: 0.5326 | Time: 72.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:05:17] [Round 037] FedAvg | Acc: 84.05% | Loss: 0.4653 | Time: 72.20s | Max GPU Mem: 1482.33 MB
