[2025-11-27 12:13:18] Namespace(method='FedNew', training_mode='head', dataset='cifar10', model_name='resnet18', seed=2, 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_001740_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 12:13:18] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 12:16:11] [Round 001] FedNew | Acc: 32.57% | Loss: 2.1060 | Time: 59.29s | Max GPU Mem: 1482.35 MB
[2025-11-27 12:17:14] [Round 002] FedNew | Acc: 67.27% | Loss: 1.7639 | Time: 62.34s | Max GPU Mem: 1482.37 MB
[2025-11-27 12:18:13] [Round 003] FedNew | Acc: 74.80% | Loss: 1.3986 | Time: 59.88s | Max GPU Mem: 1482.41 MB
[2025-11-27 12:19:12] [Round 004] FedNew | Acc: 76.53% | Loss: 1.1053 | Time: 58.87s | Max GPU Mem: 1482.43 MB
[2025-11-27 12:20:20] [Round 005] FedNew | Acc: 77.00% | Loss: 0.9063 | Time: 68.11s | Max GPU Mem: 1482.43 MB
[2025-11-27 12:21:26] [Round 006] FedNew | Acc: 77.16% | Loss: 0.7815 | Time: 65.34s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:22:31] [Round 007] FedNew | Acc: 77.46% | Loss: 0.7054 | Time: 65.30s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:23:31] [Round 008] FedNew | Acc: 77.92% | Loss: 0.6589 | Time: 59.97s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:24:32] [Round 009] FedNew | Acc: 78.25% | Loss: 0.6291 | Time: 60.57s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:25:31] [Round 010] FedNew | Acc: 78.59% | Loss: 0.6090 | Time: 59.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:26:31] [Round 011] FedNew | Acc: 79.03% | Loss: 0.5953 | Time: 60.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:27:30] [Round 012] FedNew | Acc: 79.39% | Loss: 0.5856 | Time: 59.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:28:30] [Round 013] FedNew | Acc: 79.75% | Loss: 0.5784 | Time: 59.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:29:28] [Round 014] FedNew | Acc: 80.06% | Loss: 0.5722 | Time: 58.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:30:33] [Round 015] FedNew | Acc: 80.33% | Loss: 0.5674 | Time: 64.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:31:34] [Round 016] FedNew | Acc: 80.56% | Loss: 0.5633 | Time: 61.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:32:40] [Round 017] FedNew | Acc: 80.85% | Loss: 0.5591 | Time: 65.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:33:37] [Round 018] FedNew | Acc: 81.07% | Loss: 0.5545 | Time: 57.44s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:34:39] [Round 019] FedNew | Acc: 81.24% | Loss: 0.5505 | Time: 61.33s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:35:24] [Round 020] FedNew | Acc: 81.55% | Loss: 0.5457 | Time: 45.18s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:36:18] [Round 021] FedNew | Acc: 81.60% | Loss: 0.5420 | Time: 54.68s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:37:06] [Round 022] FedNew | Acc: 81.76% | Loss: 0.5380 | Time: 47.60s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:38:03] [Round 023] FedNew | Acc: 81.96% | Loss: 0.5343 | Time: 56.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:39:11] [Round 024] FedNew | Acc: 82.05% | Loss: 0.5303 | Time: 67.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:40:11] [Round 025] FedNew | Acc: 82.15% | Loss: 0.5269 | Time: 60.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:41:13] [Round 026] FedNew | Acc: 82.34% | Loss: 0.5226 | Time: 61.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:42:19] [Round 027] FedNew | Acc: 82.58% | Loss: 0.5178 | Time: 65.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:43:19] [Round 028] FedNew | Acc: 82.76% | Loss: 0.5137 | Time: 59.95s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:44:10] [Round 029] FedNew | Acc: 82.83% | Loss: 0.5099 | Time: 50.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:45:04] [Round 030] FedNew | Acc: 82.93% | Loss: 0.5059 | Time: 54.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:46:00] [Round 031] FedNew | Acc: 82.95% | Loss: 0.5018 | Time: 55.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:46:50] [Round 032] FedNew | Acc: 83.07% | Loss: 0.4964 | Time: 50.30s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:47:41] [Round 033] FedNew | Acc: 83.34% | Loss: 0.4911 | Time: 50.83s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:48:28] [Round 034] FedNew | Acc: 83.46% | Loss: 0.4856 | Time: 47.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:49:13] [Round 035] FedNew | Acc: 83.63% | Loss: 0.4804 | Time: 44.36s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:50:09] [Round 036] FedNew | Acc: 83.79% | Loss: 0.4761 | Time: 56.33s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:07] [Round 037] FedNew | Acc: 83.92% | Loss: 0.4723 | Time: 58.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:51] [Round 038] FedNew | Acc: 84.04% | Loss: 0.4688 | Time: 43.95s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:52:16] [Round 039] FedNew | Acc: 84.18% | Loss: 0.4649 | Time: 25.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:52:41] [Round 040] FedNew | Acc: 84.21% | Loss: 0.4621 | Time: 24.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:53:27] [Round 041] FedNew | Acc: 84.22% | Loss: 0.4595 | Time: 45.64s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:54:17] [Round 042] FedNew | Acc: 84.32% | Loss: 0.4569 | Time: 50.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:05] [Round 043] FedNew | Acc: 84.39% | Loss: 0.4542 | Time: 47.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:29] [Round 044] FedNew | Acc: 84.41% | Loss: 0.4520 | Time: 24.28s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:56] [Round 045] FedNew | Acc: 84.47% | Loss: 0.4502 | Time: 26.61s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:56:20] [Round 046] FedNew | Acc: 84.54% | Loss: 0.4488 | Time: 24.26s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:56:46] [Round 047] FedNew | Acc: 84.65% | Loss: 0.4466 | Time: 25.60s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:57:40] [Round 048] FedNew | Acc: 84.77% | Loss: 0.4441 | Time: 54.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:58:25] [Round 049] FedNew | Acc: 84.82% | Loss: 0.4415 | Time: 45.16s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:59:04] [Round 050] FedNew | Acc: 84.84% | Loss: 0.4393 | Time: 39.09s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:59:04] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s2.npz
