[2025-11-27 06:43:48] 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 06:43:48] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 06:46:50] [Round 001] FedNew | Acc: 33.84% | Loss: 2.1127 | Time: 68.72s | Max GPU Mem: 1507.98 MB
[2025-11-27 06:48:05] [Round 002] FedNew | Acc: 64.06% | Loss: 1.8172 | Time: 74.25s | Max GPU Mem: 1507.54 MB
[2025-11-27 06:49:00] [Round 003] FedNew | Acc: 70.84% | Loss: 1.4862 | Time: 55.60s | Max GPU Mem: 1507.56 MB
[2025-11-27 06:49:18] [Round 004] FedNew | Acc: 70.01% | Loss: 1.2113 | Time: 17.84s | Max GPU Mem: 1506.93 MB
[2025-11-27 06:49:40] [Round 005] FedNew | Acc: 69.66% | Loss: 1.0110 | Time: 21.61s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:49:58] [Round 006] FedNew | Acc: 70.22% | Loss: 0.8823 | Time: 18.46s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:50:17] [Round 007] FedNew | Acc: 72.70% | Loss: 0.7796 | Time: 18.63s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:50:42] [Round 008] FedNew | Acc: 74.63% | Loss: 0.7066 | Time: 25.44s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:51:17] [Round 009] FedNew | Acc: 76.36% | Loss: 0.6540 | Time: 34.77s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:52:12] [Round 010] FedNew | Acc: 78.36% | Loss: 0.6121 | Time: 55.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:52:55] [Round 011] FedNew | Acc: 79.56% | Loss: 0.5793 | Time: 42.64s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:53:30] [Round 012] FedNew | Acc: 80.08% | Loss: 0.5637 | Time: 34.62s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:54:16] [Round 013] FedNew | Acc: 80.42% | Loss: 0.5557 | Time: 46.76s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:55:03] [Round 014] FedNew | Acc: 80.35% | Loss: 0.5530 | Time: 46.97s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:55:59] [Round 015] FedNew | Acc: 80.01% | Loss: 0.5557 | Time: 55.32s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:56:45] [Round 016] FedNew | Acc: 80.28% | Loss: 0.5527 | Time: 46.15s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:57:40] [Round 017] FedNew | Acc: 80.81% | Loss: 0.5392 | Time: 55.56s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:58:34] [Round 018] FedNew | Acc: 81.27% | Loss: 0.5266 | Time: 54.04s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:59:32] [Round 019] FedNew | Acc: 81.82% | Loss: 0.5166 | Time: 57.26s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:00:35] [Round 020] FedNew | Acc: 81.68% | Loss: 0.5143 | Time: 62.91s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:01:29] [Round 021] FedNew | Acc: 82.03% | Loss: 0.5160 | Time: 54.83s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:02:32] [Round 022] FedNew | Acc: 81.73% | Loss: 0.5277 | Time: 62.08s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:03:42] [Round 023] FedNew | Acc: 81.63% | Loss: 0.5323 | Time: 70.26s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:04:38] [Round 024] FedNew | Acc: 82.00% | Loss: 0.5227 | Time: 56.65s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:06:06] [Round 025] FedNew | Acc: 82.36% | Loss: 0.5156 | Time: 87.11s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:07:12] [Round 026] FedNew | Acc: 82.79% | Loss: 0.5026 | Time: 66.40s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:08:04] [Round 027] FedNew | Acc: 83.21% | Loss: 0.4858 | Time: 52.46s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:09:11] [Round 028] FedNew | Acc: 83.45% | Loss: 0.4762 | Time: 66.12s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:20] [Round 029] FedNew | Acc: 83.51% | Loss: 0.4687 | Time: 69.77s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:11:50] [Round 030] FedNew | Acc: 83.71% | Loss: 0.4657 | Time: 89.28s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:13:03] [Round 031] FedNew | Acc: 83.84% | Loss: 0.4620 | Time: 73.42s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:13:59] [Round 032] FedNew | Acc: 83.84% | Loss: 0.4563 | Time: 56.13s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:15:04] [Round 033] FedNew | Acc: 84.02% | Loss: 0.4521 | Time: 64.46s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:16:04] [Round 034] FedNew | Acc: 84.29% | Loss: 0.4468 | Time: 60.83s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:16:56] [Round 035] FedNew | Acc: 84.49% | Loss: 0.4430 | Time: 51.81s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:17:46] [Round 036] FedNew | Acc: 84.75% | Loss: 0.4364 | Time: 49.45s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:18:40] [Round 037] FedNew | Acc: 85.01% | Loss: 0.4308 | Time: 54.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:19:38] [Round 038] FedNew | Acc: 85.10% | Loss: 0.4305 | Time: 58.23s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:20:27] [Round 039] FedNew | Acc: 85.02% | Loss: 0.4299 | Time: 48.15s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:21:43] [Round 040] FedNew | Acc: 85.13% | Loss: 0.4290 | Time: 76.31s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:22:52] [Round 041] FedNew | Acc: 85.11% | Loss: 0.4290 | Time: 68.88s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:23:55] [Round 042] FedNew | Acc: 85.18% | Loss: 0.4275 | Time: 63.61s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:25:03] [Round 043] FedNew | Acc: 85.19% | Loss: 0.4262 | Time: 67.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:25:53] [Round 044] FedNew | Acc: 85.25% | Loss: 0.4233 | Time: 49.75s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:26:09] [Round 045] FedNew | Acc: 85.40% | Loss: 0.4204 | Time: 16.82s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:26:31] [Round 046] FedNew | Acc: 85.58% | Loss: 0.4200 | Time: 21.47s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:26:50] [Round 047] FedNew | Acc: 85.60% | Loss: 0.4174 | Time: 18.76s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:27:10] [Round 048] FedNew | Acc: 85.65% | Loss: 0.4160 | Time: 20.46s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:27:32] [Round 049] FedNew | Acc: 85.56% | Loss: 0.4137 | Time: 21.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:27:54] [Round 050] FedNew | Acc: 85.48% | Loss: 0.4148 | Time: 22.19s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:27:54] Saved to runs/run_20251127_001608_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s1.npz
