[2025-11-27 06:56:58] Namespace(method='FedNew', training_mode='head', dataset='fashionmnist', 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_001740_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 06:56:58] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 07:00:17] [Round 001] FedNew | Acc: 44.50% | Loss: 2.0252 | Time: 94.80s | Max GPU Mem: 1507.98 MB
[2025-11-27 07:00:54] [Round 002] FedNew | Acc: 73.78% | Loss: 1.6265 | Time: 37.16s | Max GPU Mem: 1507.56 MB
[2025-11-27 07:01:15] [Round 003] FedNew | Acc: 78.19% | Loss: 1.2221 | Time: 21.22s | Max GPU Mem: 1507.56 MB
[2025-11-27 07:01:35] [Round 004] FedNew | Acc: 79.11% | Loss: 0.9255 | Time: 19.59s | Max GPU Mem: 1506.93 MB
[2025-11-27 07:02:10] [Round 005] FedNew | Acc: 79.33% | Loss: 0.7473 | Time: 35.17s | Max GPU Mem: 1508.06 MB
[2025-11-27 07:03:18] [Round 006] FedNew | Acc: 79.45% | Loss: 0.6510 | Time: 67.87s | Max GPU Mem: 1506.93 MB
[2025-11-27 07:04:18] [Round 007] FedNew | Acc: 79.70% | Loss: 0.5995 | Time: 59.44s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:05:20] [Round 008] FedNew | Acc: 80.00% | Loss: 0.5710 | Time: 62.38s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:06:16] [Round 009] FedNew | Acc: 80.36% | Loss: 0.5545 | Time: 55.81s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:07:10] [Round 010] FedNew | Acc: 80.87% | Loss: 0.5440 | Time: 54.18s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:08:07] [Round 011] FedNew | Acc: 81.25% | Loss: 0.5366 | Time: 57.52s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:09:10] [Round 012] FedNew | Acc: 81.69% | Loss: 0.5309 | Time: 62.61s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:05] [Round 013] FedNew | Acc: 81.93% | Loss: 0.5260 | Time: 55.28s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:11:06] [Round 014] FedNew | Acc: 82.21% | Loss: 0.5211 | Time: 61.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:12:14] [Round 015] FedNew | Acc: 82.32% | Loss: 0.5159 | Time: 68.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:13:13] [Round 016] FedNew | Acc: 82.52% | Loss: 0.5101 | Time: 59.03s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:14:16] [Round 017] FedNew | Acc: 82.77% | Loss: 0.5034 | Time: 62.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:15:05] [Round 018] FedNew | Acc: 82.96% | Loss: 0.4963 | Time: 48.96s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:16:13] [Round 019] FedNew | Acc: 83.04% | Loss: 0.4892 | Time: 68.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:17:22] [Round 020] FedNew | Acc: 83.20% | Loss: 0.4826 | Time: 68.70s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:18:39] [Round 021] FedNew | Acc: 83.48% | Loss: 0.4760 | Time: 77.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:19:42] [Round 022] FedNew | Acc: 83.72% | Loss: 0.4697 | Time: 62.40s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:20:28] [Round 023] FedNew | Acc: 83.89% | Loss: 0.4638 | Time: 46.64s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:21:24] [Round 024] FedNew | Acc: 84.28% | Loss: 0.4586 | Time: 55.69s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:22:21] [Round 025] FedNew | Acc: 84.47% | Loss: 0.4540 | Time: 56.77s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:23:17] [Round 026] FedNew | Acc: 84.63% | Loss: 0.4501 | Time: 56.67s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:24:12] [Round 027] FedNew | Acc: 84.69% | Loss: 0.4465 | Time: 54.87s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:24:58] [Round 028] FedNew | Acc: 84.72% | Loss: 0.4428 | Time: 45.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:25:46] [Round 029] FedNew | Acc: 84.92% | Loss: 0.4387 | Time: 48.65s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:26:42] [Round 030] FedNew | Acc: 85.05% | Loss: 0.4350 | Time: 55.61s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:27:43] [Round 031] FedNew | Acc: 85.11% | Loss: 0.4311 | Time: 61.15s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:28:52] [Round 032] FedNew | Acc: 85.17% | Loss: 0.4274 | Time: 69.32s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:29:55] [Round 033] FedNew | Acc: 85.13% | Loss: 0.4239 | Time: 62.22s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:30:53] [Round 034] FedNew | Acc: 85.20% | Loss: 0.4209 | Time: 58.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:31:45] [Round 035] FedNew | Acc: 85.29% | Loss: 0.4182 | Time: 51.56s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:32:41] [Round 036] FedNew | Acc: 85.45% | Loss: 0.4156 | Time: 56.59s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:33:42] [Round 037] FedNew | Acc: 85.48% | Loss: 0.4131 | Time: 61.00s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:34:39] [Round 038] FedNew | Acc: 85.69% | Loss: 0.4105 | Time: 56.89s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:35:29] [Round 039] FedNew | Acc: 85.82% | Loss: 0.4077 | Time: 50.03s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:36:16] [Round 040] FedNew | Acc: 85.81% | Loss: 0.4047 | Time: 46.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:37:13] [Round 041] FedNew | Acc: 85.86% | Loss: 0.4021 | Time: 56.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:38:04] [Round 042] FedNew | Acc: 86.01% | Loss: 0.3997 | Time: 51.00s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:38:57] [Round 043] FedNew | Acc: 86.03% | Loss: 0.3977 | Time: 53.04s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:39:53] [Round 044] FedNew | Acc: 86.02% | Loss: 0.3957 | Time: 55.90s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:40:43] [Round 045] FedNew | Acc: 86.07% | Loss: 0.3938 | Time: 50.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:41:05] [Round 046] FedNew | Acc: 86.15% | Loss: 0.3920 | Time: 21.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:41:25] [Round 047] FedNew | Acc: 86.22% | Loss: 0.3902 | Time: 19.89s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:41:45] [Round 048] FedNew | Acc: 86.39% | Loss: 0.3886 | Time: 20.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:42:27] [Round 049] FedNew | Acc: 86.43% | Loss: 0.3868 | Time: 41.39s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:43:12] [Round 050] FedNew | Acc: 86.40% | Loss: 0.3854 | Time: 45.51s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:43:12] Saved to runs/run_20251127_001740_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s1.npz
