[2025-11-27 09:16:13] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 09:16:13] Start: FedProx | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 09:18:33] [Round 001] FedProx | Acc: 47.45% | Loss: 1.4852 | Time: 27.24s | Max GPU Mem: 1482.23 MB
[2025-11-27 09:19:13] [Round 002] FedProx | Acc: 58.41% | Loss: 1.2305 | Time: 39.50s | Max GPU Mem: 1482.27 MB
[2025-11-27 09:20:18] [Round 003] FedProx | Acc: 73.61% | Loss: 0.9282 | Time: 64.92s | Max GPU Mem: 1482.27 MB
[2025-11-27 09:21:32] [Round 004] FedProx | Acc: 72.92% | Loss: 0.8411 | Time: 74.48s | Max GPU Mem: 1482.29 MB
[2025-11-27 09:22:40] [Round 005] FedProx | Acc: 75.42% | Loss: 0.7605 | Time: 68.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:23:59] [Round 006] FedProx | Acc: 78.96% | Loss: 0.6852 | Time: 78.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:24:52] [Round 007] FedProx | Acc: 79.57% | Loss: 0.6530 | Time: 53.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:26:00] [Round 008] FedProx | Acc: 79.92% | Loss: 0.6427 | Time: 67.75s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:26:50] [Round 009] FedProx | Acc: 78.07% | Loss: 0.6592 | Time: 49.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:27:35] [Round 010] FedProx | Acc: 78.00% | Loss: 0.6511 | Time: 45.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:28:50] [Round 011] FedProx | Acc: 77.30% | Loss: 0.6620 | Time: 74.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:29:47] [Round 012] FedProx | Acc: 80.91% | Loss: 0.5868 | Time: 56.65s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:30:34] [Round 013] FedProx | Acc: 78.07% | Loss: 0.6418 | Time: 47.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:31:33] [Round 014] FedProx | Acc: 79.02% | Loss: 0.6204 | Time: 58.59s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:32:17] [Round 015] FedProx | Acc: 81.01% | Loss: 0.5619 | Time: 44.38s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:33:08] [Round 016] FedProx | Acc: 82.81% | Loss: 0.5290 | Time: 50.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:34:00] [Round 017] FedProx | Acc: 82.74% | Loss: 0.5219 | Time: 52.73s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:34:47] [Round 018] FedProx | Acc: 82.44% | Loss: 0.5336 | Time: 46.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:35:46] [Round 019] FedProx | Acc: 81.39% | Loss: 0.5528 | Time: 58.53s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:36:44] [Round 020] FedProx | Acc: 79.79% | Loss: 0.5897 | Time: 57.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:37:28] [Round 021] FedProx | Acc: 78.47% | Loss: 0.6094 | Time: 44.48s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:38:11] [Round 022] FedProx | Acc: 82.56% | Loss: 0.5235 | Time: 43.41s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:39:06] [Round 023] FedProx | Acc: 82.21% | Loss: 0.5256 | Time: 54.33s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:40:05] [Round 024] FedProx | Acc: 80.28% | Loss: 0.5677 | Time: 58.86s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:41:11] [Round 025] FedProx | Acc: 79.58% | Loss: 0.5875 | Time: 66.26s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:42:14] [Round 026] FedProx | Acc: 80.38% | Loss: 0.5654 | Time: 63.25s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:43:06] [Round 027] FedProx | Acc: 83.02% | Loss: 0.4967 | Time: 52.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:43:58] [Round 028] FedProx | Acc: 80.61% | Loss: 0.5568 | Time: 51.94s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:44:49] [Round 029] FedProx | Acc: 82.74% | Loss: 0.5105 | Time: 50.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:45:44] [Round 030] FedProx | Acc: 80.61% | Loss: 0.5496 | Time: 55.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:46:53] [Round 031] FedProx | Acc: 81.85% | Loss: 0.5341 | Time: 69.34s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:47:45] [Round 032] FedProx | Acc: 80.30% | Loss: 0.5616 | Time: 51.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:48:41] [Round 033] FedProx | Acc: 81.47% | Loss: 0.5422 | Time: 55.78s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:49:34] [Round 034] FedProx | Acc: 83.77% | Loss: 0.4766 | Time: 53.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:50:34] [Round 035] FedProx | Acc: 80.73% | Loss: 0.5521 | Time: 59.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:51:37] [Round 036] FedProx | Acc: 84.04% | Loss: 0.4768 | Time: 63.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:52:46] [Round 037] FedProx | Acc: 82.94% | Loss: 0.4979 | Time: 69.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:53:42] [Round 038] FedProx | Acc: 82.33% | Loss: 0.5071 | Time: 56.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:54:41] [Round 039] FedProx | Acc: 83.46% | Loss: 0.4844 | Time: 59.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:55:26] [Round 040] FedProx | Acc: 82.51% | Loss: 0.5059 | Time: 44.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:56:19] [Round 041] FedProx | Acc: 83.21% | Loss: 0.4837 | Time: 52.79s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:57:14] [Round 042] FedProx | Acc: 84.60% | Loss: 0.4522 | Time: 55.48s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:58:15] [Round 043] FedProx | Acc: 81.13% | Loss: 0.5355 | Time: 60.57s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:59:12] [Round 044] FedProx | Acc: 83.43% | Loss: 0.4771 | Time: 56.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:00:06] [Round 045] FedProx | Acc: 83.40% | Loss: 0.4743 | Time: 53.99s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:04] [Round 046] FedProx | Acc: 82.66% | Loss: 0.4973 | Time: 58.41s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:01:57] [Round 047] FedProx | Acc: 83.87% | Loss: 0.4750 | Time: 53.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:02:23] [Round 048] FedProx | Acc: 82.14% | Loss: 0.5071 | Time: 25.75s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:02:47] [Round 049] FedProx | Acc: 83.26% | Loss: 0.4856 | Time: 24.14s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:03:14] [Round 050] FedProx | Acc: 84.16% | Loss: 0.4654 | Time: 26.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:03:14] Saved to runs/run_20251127_001608_resnet18_head/cifar10/logs/FedProx_head_cifar10_resnet18_s1.npz
