[2025-11-27 06:54:41] Namespace(method='FedNew', training_mode='head', dataset='fashionmnist', 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_001740_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 06:54:41] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 06:57:07] [Round 001] FedNew | Acc: 50.98% | Loss: 2.0574 | Time: 33.45s | Max GPU Mem: 1507.98 MB
[2025-11-27 06:57:31] [Round 002] FedNew | Acc: 74.10% | Loss: 1.6463 | Time: 23.73s | Max GPU Mem: 1507.54 MB
[2025-11-27 06:57:55] [Round 003] FedNew | Acc: 78.81% | Loss: 1.2294 | Time: 23.49s | Max GPU Mem: 1507.56 MB
[2025-11-27 06:58:17] [Round 004] FedNew | Acc: 79.84% | Loss: 0.9241 | Time: 22.87s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:58:41] [Round 005] FedNew | Acc: 79.76% | Loss: 0.7415 | Time: 23.25s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:59:50] [Round 006] FedNew | Acc: 79.73% | Loss: 0.6436 | Time: 69.01s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:00:47] [Round 007] FedNew | Acc: 79.86% | Loss: 0.5931 | Time: 57.25s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:01:09] [Round 008] FedNew | Acc: 80.09% | Loss: 0.5669 | Time: 21.58s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:01:29] [Round 009] FedNew | Acc: 80.58% | Loss: 0.5523 | Time: 20.43s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:01:50] [Round 010] FedNew | Acc: 80.97% | Loss: 0.5432 | Time: 21.46s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:02:49] [Round 011] FedNew | Acc: 81.40% | Loss: 0.5362 | Time: 58.59s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:03:45] [Round 012] FedNew | Acc: 81.80% | Loss: 0.5309 | Time: 55.71s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:04:39] [Round 013] FedNew | Acc: 82.11% | Loss: 0.5262 | Time: 54.18s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:05:32] [Round 014] FedNew | Acc: 82.27% | Loss: 0.5216 | Time: 52.78s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:06:40] [Round 015] FedNew | Acc: 82.28% | Loss: 0.5166 | Time: 67.94s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:07:43] [Round 016] FedNew | Acc: 82.64% | Loss: 0.5112 | Time: 63.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:08:39] [Round 017] FedNew | Acc: 82.85% | Loss: 0.5051 | Time: 56.39s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:09:30] [Round 018] FedNew | Acc: 82.96% | Loss: 0.4987 | Time: 51.12s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:26] [Round 019] FedNew | Acc: 83.01% | Loss: 0.4925 | Time: 55.94s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:11:18] [Round 020] FedNew | Acc: 83.08% | Loss: 0.4866 | Time: 51.20s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:12:21] [Round 021] FedNew | Acc: 83.28% | Loss: 0.4807 | Time: 63.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:13:25] [Round 022] FedNew | Acc: 83.52% | Loss: 0.4749 | Time: 64.02s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:14:23] [Round 023] FedNew | Acc: 83.79% | Loss: 0.4698 | Time: 57.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:15:26] [Round 024] FedNew | Acc: 84.05% | Loss: 0.4648 | Time: 62.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:16:23] [Round 025] FedNew | Acc: 84.18% | Loss: 0.4596 | Time: 57.10s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:17:20] [Round 026] FedNew | Acc: 84.32% | Loss: 0.4544 | Time: 57.37s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:18:19] [Round 027] FedNew | Acc: 84.45% | Loss: 0.4494 | Time: 58.87s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:19:28] [Round 028] FedNew | Acc: 84.59% | Loss: 0.4449 | Time: 68.76s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:20:21] [Round 029] FedNew | Acc: 84.76% | Loss: 0.4408 | Time: 53.23s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:21:22] [Round 030] FedNew | Acc: 84.77% | Loss: 0.4369 | Time: 60.93s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:22:21] [Round 031] FedNew | Acc: 84.84% | Loss: 0.4332 | Time: 59.38s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:23:21] [Round 032] FedNew | Acc: 84.86% | Loss: 0.4298 | Time: 59.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:24:21] [Round 033] FedNew | Acc: 85.04% | Loss: 0.4265 | Time: 60.54s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:25:20] [Round 034] FedNew | Acc: 85.12% | Loss: 0.4233 | Time: 58.47s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:26:08] [Round 035] FedNew | Acc: 85.16% | Loss: 0.4201 | Time: 48.12s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:27:05] [Round 036] FedNew | Acc: 85.28% | Loss: 0.4170 | Time: 56.67s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:28:02] [Round 037] FedNew | Acc: 85.40% | Loss: 0.4141 | Time: 57.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:28:56] [Round 038] FedNew | Acc: 85.55% | Loss: 0.4112 | Time: 53.69s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:29:57] [Round 039] FedNew | Acc: 85.68% | Loss: 0.4083 | Time: 61.18s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:31:01] [Round 040] FedNew | Acc: 85.83% | Loss: 0.4054 | Time: 64.21s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:32:02] [Round 041] FedNew | Acc: 85.86% | Loss: 0.4027 | Time: 61.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:32:56] [Round 042] FedNew | Acc: 85.94% | Loss: 0.4003 | Time: 53.59s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:33:54] [Round 043] FedNew | Acc: 86.09% | Loss: 0.3980 | Time: 58.13s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:34:51] [Round 044] FedNew | Acc: 86.11% | Loss: 0.3961 | Time: 57.19s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:35:52] [Round 045] FedNew | Acc: 86.18% | Loss: 0.3945 | Time: 60.61s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:36:48] [Round 046] FedNew | Acc: 86.24% | Loss: 0.3928 | Time: 56.07s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:37:39] [Round 047] FedNew | Acc: 86.26% | Loss: 0.3911 | Time: 50.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:38:31] [Round 048] FedNew | Acc: 86.31% | Loss: 0.3895 | Time: 52.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:39:40] [Round 049] FedNew | Acc: 86.32% | Loss: 0.3879 | Time: 68.89s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:40:34] [Round 050] FedNew | Acc: 86.38% | Loss: 0.3864 | Time: 53.50s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:40:34] Saved to runs/run_20251127_001740_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s0.npz
