[2025-11-27 11:28:18] Namespace(method='FedProx', 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 11:28:18] Start: FedProx | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 11:30:31] [Round 001] FedProx | Acc: 43.19% | Loss: 2.2506 | Time: 18.65s | Max GPU Mem: 1482.23 MB
[2025-11-27 11:30:50] [Round 002] FedProx | Acc: 53.54% | Loss: 1.7864 | Time: 18.76s | Max GPU Mem: 1482.29 MB
[2025-11-27 11:31:22] [Round 003] FedProx | Acc: 59.01% | Loss: 1.3003 | Time: 32.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:32:23] [Round 004] FedProx | Acc: 69.63% | Loss: 0.8910 | Time: 60.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:33:43] [Round 005] FedProx | Acc: 64.27% | Loss: 1.0138 | Time: 80.05s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:35:26] [Round 006] FedProx | Acc: 66.28% | Loss: 0.9261 | Time: 103.24s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:37:12] [Round 007] FedProx | Acc: 68.28% | Loss: 0.8882 | Time: 106.06s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:38:29] [Round 008] FedProx | Acc: 68.17% | Loss: 0.9105 | Time: 77.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:39:32] [Round 009] FedProx | Acc: 63.94% | Loss: 1.1363 | Time: 62.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:40:34] [Round 010] FedProx | Acc: 64.63% | Loss: 1.1396 | Time: 61.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:41:17] [Round 011] FedProx | Acc: 78.48% | Loss: 0.6371 | Time: 43.21s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:42:20] [Round 012] FedProx | Acc: 72.32% | Loss: 0.8431 | Time: 63.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:43:31] [Round 013] FedProx | Acc: 70.49% | Loss: 0.8062 | Time: 70.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:45:01] [Round 014] FedProx | Acc: 74.60% | Loss: 0.6876 | Time: 90.37s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:46:08] [Round 015] FedProx | Acc: 75.16% | Loss: 0.6852 | Time: 66.42s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:47:31] [Round 016] FedProx | Acc: 72.97% | Loss: 0.7509 | Time: 83.46s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:48:26] [Round 017] FedProx | Acc: 68.26% | Loss: 0.9432 | Time: 54.84s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:49:13] [Round 018] FedProx | Acc: 73.86% | Loss: 0.7327 | Time: 47.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:50:09] [Round 019] FedProx | Acc: 69.10% | Loss: 0.9590 | Time: 55.94s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:50:45] [Round 020] FedProx | Acc: 76.88% | Loss: 0.6605 | Time: 35.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:51:23] [Round 021] FedProx | Acc: 77.11% | Loss: 0.6360 | Time: 37.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:52:14] [Round 022] FedProx | Acc: 77.90% | Loss: 0.6247 | Time: 51.04s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:52:55] [Round 023] FedProx | Acc: 81.08% | Loss: 0.5635 | Time: 41.44s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:53:50] [Round 024] FedProx | Acc: 77.65% | Loss: 0.6282 | Time: 55.20s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:54:38] [Round 025] FedProx | Acc: 80.97% | Loss: 0.5594 | Time: 47.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:55:30] [Round 026] FedProx | Acc: 80.82% | Loss: 0.5558 | Time: 51.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:56:39] [Round 027] FedProx | Acc: 79.43% | Loss: 0.5923 | Time: 69.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:57:10] [Round 028] FedProx | Acc: 73.46% | Loss: 0.7186 | Time: 30.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:58:32] [Round 029] FedProx | Acc: 79.31% | Loss: 0.5832 | Time: 81.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:59:42] [Round 030] FedProx | Acc: 72.32% | Loss: 0.7822 | Time: 70.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:00:37] [Round 031] FedProx | Acc: 81.42% | Loss: 0.5371 | Time: 55.11s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:01:26] [Round 032] FedProx | Acc: 79.57% | Loss: 0.5925 | Time: 49.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:02:50] [Round 033] FedProx | Acc: 80.10% | Loss: 0.5542 | Time: 84.28s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:03:46] [Round 034] FedProx | Acc: 71.29% | Loss: 0.8962 | Time: 55.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:04:20] [Round 035] FedProx | Acc: 77.71% | Loss: 0.7129 | Time: 34.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:05:10] [Round 036] FedProx | Acc: 80.92% | Loss: 0.5502 | Time: 49.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:06:13] [Round 037] FedProx | Acc: 77.26% | Loss: 0.7012 | Time: 62.73s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:07:34] [Round 038] FedProx | Acc: 78.60% | Loss: 0.6066 | Time: 81.05s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:08:21] [Round 039] FedProx | Acc: 82.63% | Loss: 0.5089 | Time: 47.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:09:16] [Round 040] FedProx | Acc: 82.59% | Loss: 0.5045 | Time: 55.14s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:10:00] [Round 041] FedProx | Acc: 83.28% | Loss: 0.4941 | Time: 43.39s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:11:11] [Round 042] FedProx | Acc: 81.55% | Loss: 0.5307 | Time: 70.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:11:49] [Round 043] FedProx | Acc: 77.96% | Loss: 0.6523 | Time: 38.01s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:13:17] [Round 044] FedProx | Acc: 80.38% | Loss: 0.5509 | Time: 88.65s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:14:15] [Round 045] FedProx | Acc: 77.24% | Loss: 0.6884 | Time: 57.88s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:15:00] [Round 046] FedProx | Acc: 82.15% | Loss: 0.5048 | Time: 44.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:15:41] [Round 047] FedProx | Acc: 84.05% | Loss: 0.4761 | Time: 41.24s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:05] [Round 048] FedProx | Acc: 80.75% | Loss: 0.5427 | Time: 24.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:28] [Round 049] FedProx | Acc: 74.39% | Loss: 0.8106 | Time: 22.89s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:49] [Round 050] FedProx | Acc: 80.98% | Loss: 0.5443 | Time: 20.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 12:16:49] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedProx_head_cifar10_resnet18_s0.npz
