[2025-11-27 10:49:36] Namespace(method='FedNew', training_mode='head', dataset='cifar10', model_name='resnet18', seed=2, 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/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 10:49:36] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:52:38] [Round 001] FedNew | Acc: 20.97% | Loss: 2.1517 | Time: 67.12s | Max GPU Mem: 1482.35 MB
[2025-11-27 10:53:31] [Round 002] FedNew | Acc: 43.75% | Loss: 1.9137 | Time: 53.05s | Max GPU Mem: 1482.39 MB
[2025-11-27 10:54:45] [Round 003] FedNew | Acc: 58.90% | Loss: 1.6161 | Time: 74.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:55:56] [Round 004] FedNew | Acc: 65.41% | Loss: 1.3333 | Time: 70.74s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:57:15] [Round 005] FedNew | Acc: 69.97% | Loss: 1.1035 | Time: 79.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:58:04] [Round 006] FedNew | Acc: 72.38% | Loss: 0.9403 | Time: 48.74s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:59:03] [Round 007] FedNew | Acc: 74.77% | Loss: 0.8162 | Time: 58.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:59:57] [Round 008] FedNew | Acc: 76.57% | Loss: 0.7253 | Time: 54.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:00:53] [Round 009] FedNew | Acc: 77.82% | Loss: 0.6625 | Time: 55.32s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:01:52] [Round 010] FedNew | Acc: 78.62% | Loss: 0.6268 | Time: 59.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:03:03] [Round 011] FedNew | Acc: 78.62% | Loss: 0.6088 | Time: 71.44s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:03:48] [Round 012] FedNew | Acc: 78.98% | Loss: 0.5957 | Time: 45.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:04:55] [Round 013] FedNew | Acc: 79.00% | Loss: 0.5913 | Time: 66.34s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:05:45] [Round 014] FedNew | Acc: 79.34% | Loss: 0.5871 | Time: 49.93s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:06:34] [Round 015] FedNew | Acc: 79.41% | Loss: 0.5847 | Time: 49.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:07:21] [Round 016] FedNew | Acc: 79.66% | Loss: 0.5801 | Time: 47.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:08:08] [Round 017] FedNew | Acc: 79.96% | Loss: 0.5746 | Time: 46.68s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:08:48] [Round 018] FedNew | Acc: 80.20% | Loss: 0.5705 | Time: 40.39s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:09:48] [Round 019] FedNew | Acc: 80.02% | Loss: 0.5718 | Time: 59.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:10:36] [Round 020] FedNew | Acc: 80.30% | Loss: 0.5711 | Time: 48.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:11:41] [Round 021] FedNew | Acc: 80.70% | Loss: 0.5597 | Time: 64.78s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:12:41] [Round 022] FedNew | Acc: 81.25% | Loss: 0.5425 | Time: 60.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:13:37] [Round 023] FedNew | Acc: 81.69% | Loss: 0.5316 | Time: 55.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:14:33] [Round 024] FedNew | Acc: 81.89% | Loss: 0.5293 | Time: 56.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:15:25] [Round 025] FedNew | Acc: 81.75% | Loss: 0.5322 | Time: 51.26s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:16:12] [Round 026] FedNew | Acc: 81.61% | Loss: 0.5429 | Time: 47.21s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:17:04] [Round 027] FedNew | Acc: 81.41% | Loss: 0.5513 | Time: 52.40s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:18:12] [Round 028] FedNew | Acc: 81.43% | Loss: 0.5522 | Time: 68.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:19:09] [Round 029] FedNew | Acc: 81.68% | Loss: 0.5386 | Time: 56.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:20:00] [Round 030] FedNew | Acc: 82.08% | Loss: 0.5209 | Time: 51.47s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:21:02] [Round 031] FedNew | Acc: 82.48% | Loss: 0.5080 | Time: 61.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:22:04] [Round 032] FedNew | Acc: 82.69% | Loss: 0.5023 | Time: 62.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:22:57] [Round 033] FedNew | Acc: 82.74% | Loss: 0.4988 | Time: 52.60s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:23:52] [Round 034] FedNew | Acc: 82.85% | Loss: 0.4962 | Time: 55.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:25:08] [Round 035] FedNew | Acc: 83.20% | Loss: 0.4882 | Time: 76.01s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:26:07] [Round 036] FedNew | Acc: 83.49% | Loss: 0.4776 | Time: 59.22s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:27:07] [Round 037] FedNew | Acc: 83.81% | Loss: 0.4687 | Time: 59.84s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:27:55] [Round 038] FedNew | Acc: 83.85% | Loss: 0.4675 | Time: 47.95s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:28:53] [Round 039] FedNew | Acc: 83.81% | Loss: 0.4696 | Time: 58.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:29:58] [Round 040] FedNew | Acc: 83.58% | Loss: 0.4747 | Time: 64.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:26] [Round 041] FedNew | Acc: 83.47% | Loss: 0.4801 | Time: 28.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:53] [Round 042] FedNew | Acc: 83.38% | Loss: 0.4836 | Time: 26.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:17] [Round 043] FedNew | Acc: 83.35% | Loss: 0.4855 | Time: 24.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:41] [Round 044] FedNew | Acc: 83.33% | Loss: 0.4858 | Time: 23.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:58] [Round 045] FedNew | Acc: 83.47% | Loss: 0.4798 | Time: 17.53s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:32:23] [Round 046] FedNew | Acc: 83.71% | Loss: 0.4729 | Time: 24.46s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:32:40] [Round 047] FedNew | Acc: 83.61% | Loss: 0.4712 | Time: 16.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:32:52] [Round 048] FedNew | Acc: 83.73% | Loss: 0.4676 | Time: 12.88s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:33:08] [Round 049] FedNew | Acc: 83.96% | Loss: 0.4621 | Time: 15.94s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:33:22] [Round 050] FedNew | Acc: 84.05% | Loss: 0.4604 | Time: 13.99s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:33:22] Saved to runs/run_20251127_001608_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s2.npz
