[2025-11-27 05:54:02] 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_001404_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 05:54:02] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 05:56:07] [Round 001] FedNew | Acc: 37.12% | Loss: 2.2060 | Time: 12.87s | Max GPU Mem: 1507.98 MB
[2025-11-27 05:56:17] [Round 002] FedNew | Acc: 36.43% | Loss: 2.0480 | Time: 10.06s | Max GPU Mem: 1507.52 MB
[2025-11-27 05:56:31] [Round 003] FedNew | Acc: 39.19% | Loss: 1.8759 | Time: 13.77s | Max GPU Mem: 1507.43 MB
[2025-11-27 05:57:28] [Round 004] FedNew | Acc: 45.56% | Loss: 1.7479 | Time: 57.27s | Max GPU Mem: 1506.95 MB
[2025-11-27 05:58:19] [Round 005] FedNew | Acc: 46.73% | Loss: 1.6390 | Time: 50.93s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:59:09] [Round 006] FedNew | Acc: 48.36% | Loss: 1.5908 | Time: 50.34s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:00:16] [Round 007] FedNew | Acc: 48.54% | Loss: 1.5633 | Time: 67.01s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:01:33] [Round 008] FedNew | Acc: 49.39% | Loss: 1.4691 | Time: 76.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:02:38] [Round 009] FedNew | Acc: 55.27% | Loss: 1.2456 | Time: 64.75s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:03:28] [Round 010] FedNew | Acc: 59.44% | Loss: 1.1107 | Time: 50.38s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:04:21] [Round 011] FedNew | Acc: 62.10% | Loss: 1.0224 | Time: 53.32s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:05:15] [Round 012] FedNew | Acc: 64.77% | Loss: 0.9169 | Time: 53.97s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:06:28] [Round 013] FedNew | Acc: 68.44% | Loss: 0.8063 | Time: 73.12s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:07:39] [Round 014] FedNew | Acc: 73.26% | Loss: 0.7235 | Time: 70.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:08:42] [Round 015] FedNew | Acc: 75.02% | Loss: 0.7029 | Time: 63.15s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:09:49] [Round 016] FedNew | Acc: 75.63% | Loss: 0.6993 | Time: 67.33s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:11:07] [Round 017] FedNew | Acc: 77.30% | Loss: 0.6747 | Time: 77.22s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:12:16] [Round 018] FedNew | Acc: 77.48% | Loss: 0.6642 | Time: 69.01s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:13:31] [Round 019] FedNew | Acc: 77.89% | Loss: 0.6411 | Time: 74.97s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:14:43] [Round 020] FedNew | Acc: 78.33% | Loss: 0.6162 | Time: 72.24s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:15:59] [Round 021] FedNew | Acc: 78.93% | Loss: 0.5978 | Time: 76.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:17:29] [Round 022] FedNew | Acc: 78.67% | Loss: 0.5921 | Time: 89.92s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:18:38] [Round 023] FedNew | Acc: 77.79% | Loss: 0.6061 | Time: 68.56s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:19:43] [Round 024] FedNew | Acc: 77.41% | Loss: 0.6262 | Time: 64.68s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:20:48] [Round 025] FedNew | Acc: 76.98% | Loss: 0.6373 | Time: 65.33s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:22:03] [Round 026] FedNew | Acc: 76.78% | Loss: 0.6422 | Time: 74.68s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:23:03] [Round 027] FedNew | Acc: 76.65% | Loss: 0.6492 | Time: 60.50s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:23:57] [Round 028] FedNew | Acc: 76.80% | Loss: 0.6450 | Time: 54.41s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:24:51] [Round 029] FedNew | Acc: 77.21% | Loss: 0.6324 | Time: 54.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:25:52] [Round 030] FedNew | Acc: 77.40% | Loss: 0.6174 | Time: 60.60s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:26:44] [Round 031] FedNew | Acc: 77.28% | Loss: 0.6078 | Time: 51.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:27:52] [Round 032] FedNew | Acc: 77.58% | Loss: 0.5995 | Time: 68.50s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:28:49] [Round 033] FedNew | Acc: 78.13% | Loss: 0.5881 | Time: 56.79s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:29:45] [Round 034] FedNew | Acc: 78.39% | Loss: 0.5810 | Time: 55.91s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:30:41] [Round 035] FedNew | Acc: 79.06% | Loss: 0.5621 | Time: 56.06s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:31:45] [Round 036] FedNew | Acc: 79.75% | Loss: 0.5516 | Time: 64.13s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:32:49] [Round 037] FedNew | Acc: 78.67% | Loss: 0.5634 | Time: 63.49s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:33:39] [Round 038] FedNew | Acc: 75.79% | Loss: 0.6166 | Time: 50.33s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:34:36] [Round 039] FedNew | Acc: 74.53% | Loss: 0.6505 | Time: 57.12s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:35:40] [Round 040] FedNew | Acc: 74.05% | Loss: 0.6656 | Time: 63.86s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:36:35] [Round 041] FedNew | Acc: 74.84% | Loss: 0.6489 | Time: 55.52s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:37:29] [Round 042] FedNew | Acc: 77.88% | Loss: 0.5755 | Time: 53.59s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:38:14] [Round 043] FedNew | Acc: 81.00% | Loss: 0.5034 | Time: 44.80s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:39:08] [Round 044] FedNew | Acc: 82.51% | Loss: 0.4803 | Time: 53.90s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:39:52] [Round 045] FedNew | Acc: 80.99% | Loss: 0.5118 | Time: 44.35s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:40:46] [Round 046] FedNew | Acc: 78.73% | Loss: 0.5884 | Time: 54.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:41:34] [Round 047] FedNew | Acc: 76.29% | Loss: 0.6870 | Time: 48.20s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:42:33] [Round 048] FedNew | Acc: 74.13% | Loss: 0.7742 | Time: 58.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:43:30] [Round 049] FedNew | Acc: 73.21% | Loss: 0.8040 | Time: 57.58s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:43:55] [Round 050] FedNew | Acc: 73.63% | Loss: 0.7697 | Time: 24.04s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:43:55] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s0.npz
