[2025-11-27 10:37:35] 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_103732_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1, max_norm=1.0)
[2025-11-27 10:37:35] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:40:23] [Round 001] FedAvg | Acc: 22.66% | Loss: 2.3598 | Time: 55.47s | Max GPU Mem: 1482.23 MB
[2025-11-27 10:41:03] [Round 002] FedAvg | Acc: 21.30% | Loss: 2.2238 | Time: 40.02s | Max GPU Mem: 1482.27 MB
[2025-11-27 10:42:19] [Round 003] FedAvg | Acc: 44.96% | Loss: 1.6297 | Time: 75.97s | Max GPU Mem: 1482.31 MB
[2025-11-27 10:43:27] [Round 004] FedAvg | Acc: 40.67% | Loss: 1.6082 | Time: 68.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:44:26] [Round 005] FedAvg | Acc: 50.90% | Loss: 1.4153 | Time: 59.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:46:09] [Round 006] FedAvg | Acc: 61.56% | Loss: 1.0323 | Time: 103.46s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:46:57] [Round 007] FedAvg | Acc: 65.39% | Loss: 1.0354 | Time: 47.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:47:54] [Round 008] FedAvg | Acc: 57.70% | Loss: 1.1505 | Time: 56.17s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:48:50] [Round 009] FedAvg | Acc: 60.46% | Loss: 1.3481 | Time: 56.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:49:51] [Round 010] FedAvg | Acc: 62.10% | Loss: 1.0087 | Time: 61.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:50:45] [Round 011] FedAvg | Acc: 62.56% | Loss: 1.0781 | Time: 53.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:51:59] [Round 012] FedAvg | Acc: 59.61% | Loss: 1.1845 | Time: 73.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:52:44] [Round 013] FedAvg | Acc: 69.56% | Loss: 0.8631 | Time: 45.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:53:36] [Round 014] FedAvg | Acc: 65.71% | Loss: 0.9460 | Time: 51.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:54:32] [Round 015] FedAvg | Acc: 69.84% | Loss: 0.8494 | Time: 55.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:55:23] [Round 016] FedAvg | Acc: 66.95% | Loss: 0.8930 | Time: 51.39s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:56:32] [Round 017] FedAvg | Acc: 68.05% | Loss: 0.9086 | Time: 69.07s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:57:29] [Round 018] FedAvg | Acc: 73.51% | Loss: 0.7622 | Time: 56.56s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:58:07] [Round 019] FedAvg | Acc: 68.71% | Loss: 0.8766 | Time: 38.54s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:58:59] [Round 020] FedAvg | Acc: 69.33% | Loss: 0.8802 | Time: 51.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:59:53] [Round 021] FedAvg | Acc: 76.29% | Loss: 0.6775 | Time: 53.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:01:12] [Round 022] FedAvg | Acc: 68.31% | Loss: 0.8671 | Time: 78.55s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:02:06] [Round 023] FedAvg | Acc: 66.77% | Loss: 0.9108 | Time: 54.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:03:36] [Round 024] FedAvg | Acc: 70.58% | Loss: 0.8222 | Time: 89.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:04:44] [Round 025] FedAvg | Acc: 71.32% | Loss: 0.8506 | Time: 68.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:05:27] [Round 026] FedAvg | Acc: 74.66% | Loss: 0.7015 | Time: 42.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:06:37] [Round 027] FedAvg | Acc: 70.64% | Loss: 0.7921 | Time: 69.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:07:44] [Round 028] FedAvg | Acc: 66.46% | Loss: 1.0217 | Time: 67.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:08:46] [Round 029] FedAvg | Acc: 73.44% | Loss: 0.8163 | Time: 62.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:09:48] [Round 030] FedAvg | Acc: 76.10% | Loss: 0.6733 | Time: 62.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:11:19] [Round 031] FedAvg | Acc: 72.19% | Loss: 0.7549 | Time: 90.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:12:19] [Round 032] FedAvg | Acc: 72.35% | Loss: 0.7636 | Time: 60.05s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:13:16] [Round 033] FedAvg | Acc: 72.26% | Loss: 0.7709 | Time: 56.65s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:14:23] [Round 034] FedAvg | Acc: 69.56% | Loss: 0.8970 | Time: 67.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:15:52] [Round 035] FedAvg | Acc: 73.66% | Loss: 0.7153 | Time: 88.85s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:16:58] [Round 036] FedAvg | Acc: 68.02% | Loss: 0.8983 | Time: 65.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:17:38] [Round 037] FedAvg | Acc: 81.46% | Loss: 0.5432 | Time: 40.58s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:18:36] [Round 038] FedAvg | Acc: 79.27% | Loss: 0.5967 | Time: 57.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:20:15] [Round 039] FedAvg | Acc: 76.07% | Loss: 0.6615 | Time: 99.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:21:29] [Round 040] FedAvg | Acc: 74.40% | Loss: 0.7032 | Time: 74.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:21:58] [Round 041] FedAvg | Acc: 79.41% | Loss: 0.6098 | Time: 29.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:22:38] [Round 042] FedAvg | Acc: 73.54% | Loss: 0.7417 | Time: 39.67s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:23:33] [Round 043] FedAvg | Acc: 76.90% | Loss: 0.6402 | Time: 55.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:24:21] [Round 044] FedAvg | Acc: 73.69% | Loss: 0.7310 | Time: 48.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:25:09] [Round 045] FedAvg | Acc: 72.08% | Loss: 0.7765 | Time: 47.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:25:50] [Round 046] FedAvg | Acc: 74.56% | Loss: 0.7191 | Time: 40.67s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:26:57] [Round 047] FedAvg | Acc: 78.65% | Loss: 0.5999 | Time: 67.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:07] [Round 048] FedAvg | Acc: 75.26% | Loss: 0.6738 | Time: 70.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:39] [Round 049] FedAvg | Acc: 74.01% | Loss: 0.7583 | Time: 31.46s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:29:07] [Round 050] FedAvg | Acc: 74.86% | Loss: 0.6940 | Time: 27.74s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:29:07] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s1.npz
