[2025-11-27 12:05:31] Namespace(method='FedNew', training_mode='head', dataset='cifar10', 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/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 12:05:31] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 12:08:33] [Round 001] FedNew | Acc: 26.85% | Loss: 2.1377 | Time: 65.91s | Max GPU Mem: 1482.35 MB
[2025-11-27 12:09:35] [Round 002] FedNew | Acc: 57.65% | Loss: 1.7886 | Time: 62.67s | Max GPU Mem: 1482.39 MB
[2025-11-27 12:10:48] [Round 003] FedNew | Acc: 72.83% | Loss: 1.4177 | Time: 72.73s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:11:51] [Round 004] FedNew | Acc: 76.12% | Loss: 1.1168 | Time: 62.93s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:12:44] [Round 005] FedNew | Acc: 76.89% | Loss: 0.9111 | Time: 52.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:13:08] [Round 006] FedNew | Acc: 77.56% | Loss: 0.7821 | Time: 24.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:13:26] [Round 007] FedNew | Acc: 77.73% | Loss: 0.7045 | Time: 17.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:13:45] [Round 008] FedNew | Acc: 78.13% | Loss: 0.6582 | Time: 18.75s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:14:02] [Round 009] FedNew | Acc: 78.52% | Loss: 0.6289 | Time: 17.15s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:14:18] [Round 010] FedNew | Acc: 78.85% | Loss: 0.6094 | Time: 16.18s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:14:36] [Round 011] FedNew | Acc: 79.14% | Loss: 0.5957 | Time: 18.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:15:01] [Round 012] FedNew | Acc: 79.54% | Loss: 0.5852 | Time: 25.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:16:03] [Round 013] FedNew | Acc: 79.87% | Loss: 0.5778 | Time: 61.35s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:16:57] [Round 014] FedNew | Acc: 80.19% | Loss: 0.5722 | Time: 54.64s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:18:00] [Round 015] FedNew | Acc: 80.34% | Loss: 0.5673 | Time: 62.66s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:18:52] [Round 016] FedNew | Acc: 80.55% | Loss: 0.5626 | Time: 51.77s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:19:58] [Round 017] FedNew | Acc: 80.81% | Loss: 0.5580 | Time: 65.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:20:58] [Round 018] FedNew | Acc: 81.03% | Loss: 0.5542 | Time: 60.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:22:06] [Round 019] FedNew | Acc: 81.20% | Loss: 0.5510 | Time: 67.55s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:23:17] [Round 020] FedNew | Acc: 81.30% | Loss: 0.5478 | Time: 71.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:24:15] [Round 021] FedNew | Acc: 81.51% | Loss: 0.5444 | Time: 58.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:25:10] [Round 022] FedNew | Acc: 81.70% | Loss: 0.5395 | Time: 54.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:26:04] [Round 023] FedNew | Acc: 81.93% | Loss: 0.5343 | Time: 53.97s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:27:05] [Round 024] FedNew | Acc: 82.26% | Loss: 0.5292 | Time: 61.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:28:04] [Round 025] FedNew | Acc: 82.36% | Loss: 0.5233 | Time: 58.44s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:28:54] [Round 026] FedNew | Acc: 82.54% | Loss: 0.5171 | Time: 50.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:29:45] [Round 027] FedNew | Acc: 82.69% | Loss: 0.5111 | Time: 50.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:30:40] [Round 028] FedNew | Acc: 82.81% | Loss: 0.5047 | Time: 55.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:31:41] [Round 029] FedNew | Acc: 82.99% | Loss: 0.4987 | Time: 60.97s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:32:45] [Round 030] FedNew | Acc: 83.16% | Loss: 0.4938 | Time: 63.80s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:33:52] [Round 031] FedNew | Acc: 83.35% | Loss: 0.4896 | Time: 66.94s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:34:51] [Round 032] FedNew | Acc: 83.43% | Loss: 0.4863 | Time: 59.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:35:44] [Round 033] FedNew | Acc: 83.56% | Loss: 0.4832 | Time: 53.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:36:29] [Round 034] FedNew | Acc: 83.64% | Loss: 0.4806 | Time: 44.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:37:25] [Round 035] FedNew | Acc: 83.74% | Loss: 0.4777 | Time: 56.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:38:16] [Round 036] FedNew | Acc: 83.80% | Loss: 0.4741 | Time: 51.53s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:39:21] [Round 037] FedNew | Acc: 84.01% | Loss: 0.4703 | Time: 64.28s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:40:17] [Round 038] FedNew | Acc: 84.16% | Loss: 0.4661 | Time: 56.11s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:41:17] [Round 039] FedNew | Acc: 84.29% | Loss: 0.4628 | Time: 60.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:42:23] [Round 040] FedNew | Acc: 84.33% | Loss: 0.4594 | Time: 65.96s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:43:24] [Round 041] FedNew | Acc: 84.38% | Loss: 0.4563 | Time: 60.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:44:18] [Round 042] FedNew | Acc: 84.48% | Loss: 0.4536 | Time: 54.77s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:45:15] [Round 043] FedNew | Acc: 84.50% | Loss: 0.4512 | Time: 56.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:46:06] [Round 044] FedNew | Acc: 84.58% | Loss: 0.4488 | Time: 50.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:46:55] [Round 045] FedNew | Acc: 84.59% | Loss: 0.4467 | Time: 49.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:47:48] [Round 046] FedNew | Acc: 84.66% | Loss: 0.4449 | Time: 53.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:48:45] [Round 047] FedNew | Acc: 84.75% | Loss: 0.4434 | Time: 57.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:49:45] [Round 048] FedNew | Acc: 84.80% | Loss: 0.4421 | Time: 59.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:50:43] [Round 049] FedNew | Acc: 84.87% | Loss: 0.4405 | Time: 57.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:40] [Round 050] FedNew | Acc: 84.88% | Loss: 0.4386 | Time: 57.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:40] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s0.npz
