[2025-11-27 10:37:34] 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_103732_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1, max_norm=1.0)
[2025-11-27 10:37:34] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:40:31] [Round 001] FedAvg | Acc: 44.40% | Loss: 2.3667 | Time: 64.29s | Max GPU Mem: 1482.23 MB
[2025-11-27 10:41:50] [Round 002] FedAvg | Acc: 53.80% | Loss: 1.8195 | Time: 78.41s | Max GPU Mem: 1482.29 MB
[2025-11-27 10:43:14] [Round 003] FedAvg | Acc: 58.98% | Loss: 1.3064 | Time: 84.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:44:20] [Round 004] FedAvg | Acc: 69.85% | Loss: 0.8732 | Time: 65.89s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:45:35] [Round 005] FedAvg | Acc: 63.84% | Loss: 1.0544 | Time: 75.67s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:47:02] [Round 006] FedAvg | Acc: 66.22% | Loss: 0.9302 | Time: 86.33s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:48:17] [Round 007] FedAvg | Acc: 68.28% | Loss: 0.8918 | Time: 75.48s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:49:41] [Round 008] FedAvg | Acc: 68.14% | Loss: 0.9169 | Time: 84.25s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:50:43] [Round 009] FedAvg | Acc: 63.92% | Loss: 1.1604 | Time: 61.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:51:56] [Round 010] FedAvg | Acc: 64.60% | Loss: 1.1532 | Time: 73.55s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:52:50] [Round 011] FedAvg | Acc: 78.56% | Loss: 0.6341 | Time: 53.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:53:50] [Round 012] FedAvg | Acc: 71.54% | Loss: 0.8851 | Time: 59.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:55:05] [Round 013] FedAvg | Acc: 70.09% | Loss: 0.8200 | Time: 75.58s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:56:28] [Round 014] FedAvg | Acc: 74.65% | Loss: 0.6871 | Time: 82.52s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:57:51] [Round 015] FedAvg | Acc: 75.20% | Loss: 0.6907 | Time: 82.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:59:00] [Round 016] FedAvg | Acc: 72.73% | Loss: 0.7599 | Time: 69.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:00:00] [Round 017] FedAvg | Acc: 68.12% | Loss: 0.9680 | Time: 60.45s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:01:10] [Round 018] FedAvg | Acc: 73.89% | Loss: 0.7362 | Time: 69.55s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:02:08] [Round 019] FedAvg | Acc: 68.82% | Loss: 1.0228 | Time: 58.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:03:01] [Round 020] FedAvg | Acc: 77.09% | Loss: 0.6622 | Time: 53.38s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:03:39] [Round 021] FedAvg | Acc: 77.12% | Loss: 0.6345 | Time: 37.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:04:19] [Round 022] FedAvg | Acc: 77.99% | Loss: 0.6239 | Time: 39.59s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:05:01] [Round 023] FedAvg | Acc: 81.05% | Loss: 0.5607 | Time: 42.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:05:54] [Round 024] FedAvg | Acc: 77.60% | Loss: 0.6277 | Time: 52.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:06:44] [Round 025] FedAvg | Acc: 81.01% | Loss: 0.5575 | Time: 50.03s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:07:43] [Round 026] FedAvg | Acc: 80.83% | Loss: 0.5533 | Time: 59.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:09:06] [Round 027] FedAvg | Acc: 78.54% | Loss: 0.6190 | Time: 82.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:09:48] [Round 028] FedAvg | Acc: 73.18% | Loss: 0.7275 | Time: 42.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:11:12] [Round 029] FedAvg | Acc: 79.03% | Loss: 0.5937 | Time: 83.71s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:12:19] [Round 030] FedAvg | Acc: 72.11% | Loss: 0.8023 | Time: 66.95s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:13:12] [Round 031] FedAvg | Acc: 81.39% | Loss: 0.5401 | Time: 52.90s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:13:55] [Round 032] FedAvg | Acc: 79.52% | Loss: 0.5920 | Time: 43.28s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:15:19] [Round 033] FedAvg | Acc: 79.63% | Loss: 0.5661 | Time: 84.41s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:16:16] [Round 034] FedAvg | Acc: 70.98% | Loss: 0.9310 | Time: 56.85s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:16:56] [Round 035] FedAvg | Acc: 77.63% | Loss: 0.7285 | Time: 39.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:17:38] [Round 036] FedAvg | Acc: 80.92% | Loss: 0.5487 | Time: 42.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:18:38] [Round 037] FedAvg | Acc: 76.66% | Loss: 0.7391 | Time: 59.84s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:20:07] [Round 038] FedAvg | Acc: 78.39% | Loss: 0.6136 | Time: 89.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:20:52] [Round 039] FedAvg | Acc: 82.55% | Loss: 0.5097 | Time: 44.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:21:48] [Round 040] FedAvg | Acc: 82.69% | Loss: 0.5010 | Time: 55.34s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:22:33] [Round 041] FedAvg | Acc: 83.44% | Loss: 0.4905 | Time: 45.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:23:50] [Round 042] FedAvg | Acc: 81.05% | Loss: 0.5445 | Time: 77.17s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:24:24] [Round 043] FedAvg | Acc: 78.06% | Loss: 0.6538 | Time: 33.88s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:25:47] [Round 044] FedAvg | Acc: 79.94% | Loss: 0.5708 | Time: 82.85s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:26:56] [Round 045] FedAvg | Acc: 77.09% | Loss: 0.7113 | Time: 69.14s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:27:37] [Round 046] FedAvg | Acc: 82.12% | Loss: 0.5056 | Time: 41.46s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:18] [Round 047] FedAvg | Acc: 84.10% | Loss: 0.4750 | Time: 40.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:38] [Round 048] FedAvg | Acc: 80.82% | Loss: 0.5415 | Time: 20.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:29:03] [Round 049] FedAvg | Acc: 73.77% | Loss: 0.8610 | Time: 24.74s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:29:17] [Round 050] FedAvg | Acc: 80.79% | Loss: 0.5504 | Time: 14.04s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:29:17] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s0.npz
