[2025-11-27 06:40:06] 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 06:40:06] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 06:43:07] [Round 001] FedNew | Acc: 38.89% | Loss: 2.1346 | Time: 68.49s | Max GPU Mem: 1507.98 MB
[2025-11-27 06:43:50] [Round 002] FedNew | Acc: 62.88% | Loss: 1.8461 | Time: 42.33s | Max GPU Mem: 1507.52 MB
[2025-11-27 06:44:13] [Round 003] FedNew | Acc: 70.85% | Loss: 1.4858 | Time: 23.59s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:44:39] [Round 004] FedNew | Acc: 73.57% | Loss: 1.1565 | Time: 25.54s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:44:58] [Round 005] FedNew | Acc: 75.05% | Loss: 0.9251 | Time: 19.26s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:45:21] [Round 006] FedNew | Acc: 76.24% | Loss: 0.7793 | Time: 22.92s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:45:42] [Round 007] FedNew | Acc: 76.91% | Loss: 0.6962 | Time: 21.20s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:46:55] [Round 008] FedNew | Acc: 77.85% | Loss: 0.6431 | Time: 72.47s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:48:02] [Round 009] FedNew | Acc: 79.05% | Loss: 0.6011 | Time: 67.42s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:48:58] [Round 010] FedNew | Acc: 79.70% | Loss: 0.5760 | Time: 55.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:49:15] [Round 011] FedNew | Acc: 80.13% | Loss: 0.5606 | Time: 17.42s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:49:38] [Round 012] FedNew | Acc: 80.40% | Loss: 0.5530 | Time: 22.40s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:49:55] [Round 013] FedNew | Acc: 80.81% | Loss: 0.5450 | Time: 17.13s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:50:18] [Round 014] FedNew | Acc: 81.43% | Loss: 0.5338 | Time: 22.58s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:50:43] [Round 015] FedNew | Acc: 81.72% | Loss: 0.5258 | Time: 25.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:51:16] [Round 016] FedNew | Acc: 82.01% | Loss: 0.5161 | Time: 33.57s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:52:25] [Round 017] FedNew | Acc: 82.36% | Loss: 0.5069 | Time: 68.60s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:53:23] [Round 018] FedNew | Acc: 82.68% | Loss: 0.4991 | Time: 57.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:54:15] [Round 019] FedNew | Acc: 82.92% | Loss: 0.4925 | Time: 52.73s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:55:06] [Round 020] FedNew | Acc: 83.15% | Loss: 0.4884 | Time: 50.25s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:56:02] [Round 021] FedNew | Acc: 83.34% | Loss: 0.4832 | Time: 55.83s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:57:06] [Round 022] FedNew | Acc: 83.53% | Loss: 0.4782 | Time: 64.71s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:58:28] [Round 023] FedNew | Acc: 83.54% | Loss: 0.4745 | Time: 81.88s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:59:43] [Round 024] FedNew | Acc: 83.66% | Loss: 0.4718 | Time: 75.33s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:00:52] [Round 025] FedNew | Acc: 83.43% | Loss: 0.4716 | Time: 68.94s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:01:37] [Round 026] FedNew | Acc: 83.49% | Loss: 0.4690 | Time: 44.64s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:02:42] [Round 027] FedNew | Acc: 83.63% | Loss: 0.4670 | Time: 65.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:03:45] [Round 028] FedNew | Acc: 83.56% | Loss: 0.4663 | Time: 63.27s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:04:30] [Round 029] FedNew | Acc: 83.73% | Loss: 0.4600 | Time: 44.22s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:05:28] [Round 030] FedNew | Acc: 83.81% | Loss: 0.4546 | Time: 58.90s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:06:29] [Round 031] FedNew | Acc: 84.01% | Loss: 0.4508 | Time: 60.38s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:07:20] [Round 032] FedNew | Acc: 84.35% | Loss: 0.4420 | Time: 50.98s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:08:24] [Round 033] FedNew | Acc: 84.70% | Loss: 0.4339 | Time: 64.14s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:09:07] [Round 034] FedNew | Acc: 84.80% | Loss: 0.4271 | Time: 43.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:01] [Round 035] FedNew | Acc: 84.92% | Loss: 0.4232 | Time: 53.57s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:11:17] [Round 036] FedNew | Acc: 85.05% | Loss: 0.4218 | Time: 75.91s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:12:28] [Round 037] FedNew | Acc: 85.23% | Loss: 0.4192 | Time: 71.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:13:49] [Round 038] FedNew | Acc: 85.20% | Loss: 0.4176 | Time: 81.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:15:02] [Round 039] FedNew | Acc: 85.10% | Loss: 0.4178 | Time: 72.47s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:15:59] [Round 040] FedNew | Acc: 85.03% | Loss: 0.4167 | Time: 57.40s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:16:58] [Round 041] FedNew | Acc: 85.04% | Loss: 0.4150 | Time: 59.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:18:08] [Round 042] FedNew | Acc: 85.12% | Loss: 0.4147 | Time: 69.79s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:19:14] [Round 043] FedNew | Acc: 84.99% | Loss: 0.4148 | Time: 65.72s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:20:17] [Round 044] FedNew | Acc: 84.72% | Loss: 0.4183 | Time: 62.81s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:21:27] [Round 045] FedNew | Acc: 84.53% | Loss: 0.4257 | Time: 69.79s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:22:32] [Round 046] FedNew | Acc: 84.31% | Loss: 0.4344 | Time: 65.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:23:18] [Round 047] FedNew | Acc: 83.90% | Loss: 0.4389 | Time: 46.31s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:24:06] [Round 048] FedNew | Acc: 84.09% | Loss: 0.4353 | Time: 47.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:25:05] [Round 049] FedNew | Acc: 84.35% | Loss: 0.4259 | Time: 59.59s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:25:55] [Round 050] FedNew | Acc: 85.16% | Loss: 0.4103 | Time: 49.78s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:25:55] Saved to runs/run_20251127_001608_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s0.npz
