[2025-11-27 11:29:10] Namespace(method='FedProx', 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 11:29:10] Start: FedProx | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 11:31:27] [Round 001] FedProx | Acc: 22.62% | Loss: 2.3249 | Time: 24.94s | Max GPU Mem: 1482.23 MB
[2025-11-27 11:32:16] [Round 002] FedProx | Acc: 21.13% | Loss: 2.1877 | Time: 48.37s | Max GPU Mem: 1482.27 MB
[2025-11-27 11:33:22] [Round 003] FedProx | Acc: 45.02% | Loss: 1.5710 | Time: 66.13s | Max GPU Mem: 1482.31 MB
[2025-11-27 11:34:21] [Round 004] FedProx | Acc: 40.88% | Loss: 1.5592 | Time: 59.74s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:35:29] [Round 005] FedProx | Acc: 49.92% | Loss: 1.4333 | Time: 67.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:37:14] [Round 006] FedProx | Acc: 62.47% | Loss: 1.0107 | Time: 105.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:37:55] [Round 007] FedProx | Acc: 64.94% | Loss: 1.0377 | Time: 41.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:38:51] [Round 008] FedProx | Acc: 57.46% | Loss: 1.1546 | Time: 56.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:39:54] [Round 009] FedProx | Acc: 61.02% | Loss: 1.2661 | Time: 62.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:40:59] [Round 010] FedProx | Acc: 62.39% | Loss: 1.0000 | Time: 65.05s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:41:39] [Round 011] FedProx | Acc: 62.08% | Loss: 1.0848 | Time: 39.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:42:30] [Round 012] FedProx | Acc: 60.33% | Loss: 1.0763 | Time: 51.38s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:43:11] [Round 013] FedProx | Acc: 70.15% | Loss: 0.8557 | Time: 40.95s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:44:05] [Round 014] FedProx | Acc: 66.24% | Loss: 0.9251 | Time: 54.57s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:45:07] [Round 015] FedProx | Acc: 69.61% | Loss: 0.8576 | Time: 61.96s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:46:05] [Round 016] FedProx | Acc: 66.68% | Loss: 0.9011 | Time: 57.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:47:02] [Round 017] FedProx | Acc: 67.82% | Loss: 0.9108 | Time: 57.25s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:47:37] [Round 018] FedProx | Acc: 73.35% | Loss: 0.7691 | Time: 34.82s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:48:23] [Round 019] FedProx | Acc: 68.92% | Loss: 0.8656 | Time: 46.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:49:09] [Round 020] FedProx | Acc: 69.16% | Loss: 0.8814 | Time: 45.86s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:49:38] [Round 021] FedProx | Acc: 76.22% | Loss: 0.6857 | Time: 28.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:50:37] [Round 022] FedProx | Acc: 68.99% | Loss: 0.8396 | Time: 59.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:51:19] [Round 023] FedProx | Acc: 66.88% | Loss: 0.9029 | Time: 41.79s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:52:19] [Round 024] FedProx | Acc: 71.47% | Loss: 0.7876 | Time: 60.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:53:19] [Round 025] FedProx | Acc: 71.46% | Loss: 0.8396 | Time: 60.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:53:57] [Round 026] FedProx | Acc: 75.03% | Loss: 0.6944 | Time: 38.19s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:54:56] [Round 027] FedProx | Acc: 72.45% | Loss: 0.7430 | Time: 59.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:55:50] [Round 028] FedProx | Acc: 66.69% | Loss: 0.9886 | Time: 53.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:56:33] [Round 029] FedProx | Acc: 73.68% | Loss: 0.8046 | Time: 43.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:57:13] [Round 030] FedProx | Acc: 76.01% | Loss: 0.6716 | Time: 39.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:58:36] [Round 031] FedProx | Acc: 73.29% | Loss: 0.7257 | Time: 83.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:59:36] [Round 032] FedProx | Acc: 72.73% | Loss: 0.7551 | Time: 59.98s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:00:34] [Round 033] FedProx | Acc: 72.08% | Loss: 0.7733 | Time: 57.65s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:01:30] [Round 034] FedProx | Acc: 70.65% | Loss: 0.8519 | Time: 55.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:02:45] [Round 035] FedProx | Acc: 73.62% | Loss: 0.7114 | Time: 75.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:03:42] [Round 036] FedProx | Acc: 68.16% | Loss: 0.8795 | Time: 57.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:04:17] [Round 037] FedProx | Acc: 81.23% | Loss: 0.5501 | Time: 34.26s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:05:00] [Round 038] FedProx | Acc: 79.16% | Loss: 0.5994 | Time: 43.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:06:16] [Round 039] FedProx | Acc: 76.70% | Loss: 0.6462 | Time: 76.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:07:33] [Round 040] FedProx | Acc: 74.70% | Loss: 0.6915 | Time: 77.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:08:07] [Round 041] FedProx | Acc: 79.35% | Loss: 0.6069 | Time: 33.10s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:08:46] [Round 042] FedProx | Acc: 74.06% | Loss: 0.7252 | Time: 39.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:09:36] [Round 043] FedProx | Acc: 76.89% | Loss: 0.6430 | Time: 49.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:10:20] [Round 044] FedProx | Acc: 73.64% | Loss: 0.7293 | Time: 43.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:11:08] [Round 045] FedProx | Acc: 72.09% | Loss: 0.7746 | Time: 48.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:11:49] [Round 046] FedProx | Acc: 74.72% | Loss: 0.7097 | Time: 41.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:13:03] [Round 047] FedProx | Acc: 78.89% | Loss: 0.5942 | Time: 73.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:14:11] [Round 048] FedProx | Acc: 76.32% | Loss: 0.6435 | Time: 67.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:15:10] [Round 049] FedProx | Acc: 74.31% | Loss: 0.7439 | Time: 59.44s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:00] [Round 050] FedProx | Acc: 75.10% | Loss: 0.6865 | Time: 50.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:00] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedProx_head_cifar10_resnet18_s1.npz
