[2025-11-27 13:04:00] Namespace(method='FedNew', training_mode='head', dataset='cifar10', 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_103732_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1, max_norm=1.0)
[2025-11-27 13:04:00] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 13:06:15] [Round 001] FedNew | Acc: 22.89% | Loss: 2.2498 | Time: 22.10s | Max GPU Mem: 1482.35 MB
[2025-11-27 13:07:08] [Round 002] FedNew | Acc: 27.55% | Loss: 2.1578 | Time: 52.60s | Max GPU Mem: 1482.39 MB
[2025-11-27 13:08:04] [Round 003] FedNew | Acc: 48.28% | Loss: 1.9384 | Time: 55.89s | Max GPU Mem: 1482.43 MB
[2025-11-27 13:09:07] [Round 004] FedNew | Acc: 49.28% | Loss: 1.7454 | Time: 62.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:10:08] [Round 005] FedNew | Acc: 43.05% | Loss: 1.6298 | Time: 61.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:11:17] [Round 006] FedNew | Acc: 41.09% | Loss: 1.5362 | Time: 69.31s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:11:55] [Round 007] FedNew | Acc: 42.43% | Loss: 1.4739 | Time: 38.02s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:12:45] [Round 008] FedNew | Acc: 43.51% | Loss: 1.4446 | Time: 50.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:13:37] [Round 009] FedNew | Acc: 47.48% | Loss: 1.3215 | Time: 51.66s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:14:34] [Round 010] FedNew | Acc: 51.28% | Loss: 1.2257 | Time: 57.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:15:18] [Round 011] FedNew | Acc: 56.13% | Loss: 1.1319 | Time: 43.57s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:16:23] [Round 012] FedNew | Acc: 63.54% | Loss: 0.9856 | Time: 65.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:16:46] [Round 013] FedNew | Acc: 70.52% | Loss: 0.8194 | Time: 23.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:17:53] [Round 014] FedNew | Acc: 74.90% | Loss: 0.7273 | Time: 66.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:18:59] [Round 015] FedNew | Acc: 77.27% | Loss: 0.6705 | Time: 65.97s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:19:53] [Round 016] FedNew | Acc: 77.98% | Loss: 0.6472 | Time: 54.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:20:45] [Round 017] FedNew | Acc: 77.76% | Loss: 0.6539 | Time: 51.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:21:16] [Round 018] FedNew | Acc: 77.12% | Loss: 0.6723 | Time: 30.89s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:21:51] [Round 019] FedNew | Acc: 75.49% | Loss: 0.7092 | Time: 35.33s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:22:42] [Round 020] FedNew | Acc: 73.67% | Loss: 0.7537 | Time: 51.36s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:23:22] [Round 021] FedNew | Acc: 73.63% | Loss: 0.7597 | Time: 39.98s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:24:24] [Round 022] FedNew | Acc: 75.39% | Loss: 0.7115 | Time: 61.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:25:12] [Round 023] FedNew | Acc: 75.42% | Loss: 0.7014 | Time: 48.39s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:26:27] [Round 024] FedNew | Acc: 75.11% | Loss: 0.6941 | Time: 74.40s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:27:33] [Round 025] FedNew | Acc: 73.14% | Loss: 0.7337 | Time: 66.78s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:28:16] [Round 026] FedNew | Acc: 72.41% | Loss: 0.7597 | Time: 42.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:29:18] [Round 027] FedNew | Acc: 71.57% | Loss: 0.8071 | Time: 62.65s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:30:31] [Round 028] FedNew | Acc: 69.95% | Loss: 0.8972 | Time: 72.22s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:31:16] [Round 029] FedNew | Acc: 69.40% | Loss: 0.9386 | Time: 44.97s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:32:01] [Round 030] FedNew | Acc: 70.18% | Loss: 0.8940 | Time: 45.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:33:13] [Round 031] FedNew | Acc: 71.89% | Loss: 0.8382 | Time: 72.16s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:34:10] [Round 032] FedNew | Acc: 74.84% | Loss: 0.7395 | Time: 57.08s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:34:48] [Round 033] FedNew | Acc: 77.30% | Loss: 0.6577 | Time: 37.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:35:46] [Round 034] FedNew | Acc: 77.55% | Loss: 0.6473 | Time: 58.33s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:36:48] [Round 035] FedNew | Acc: 77.63% | Loss: 0.6385 | Time: 62.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:38:02] [Round 036] FedNew | Acc: 78.17% | Loss: 0.6189 | Time: 73.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:38:40] [Round 037] FedNew | Acc: 78.88% | Loss: 0.5880 | Time: 38.02s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:39:16] [Round 038] FedNew | Acc: 79.77% | Loss: 0.5586 | Time: 36.18s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:40:44] [Round 039] FedNew | Acc: 80.13% | Loss: 0.5530 | Time: 88.47s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:41:48] [Round 040] FedNew | Acc: 80.12% | Loss: 0.5590 | Time: 63.47s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:42:22] [Round 041] FedNew | Acc: 80.29% | Loss: 0.5589 | Time: 33.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:43:06] [Round 042] FedNew | Acc: 80.27% | Loss: 0.5578 | Time: 44.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:43:44] [Round 043] FedNew | Acc: 80.53% | Loss: 0.5546 | Time: 37.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:44:39] [Round 044] FedNew | Acc: 80.51% | Loss: 0.5561 | Time: 55.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:45:16] [Round 045] FedNew | Acc: 79.63% | Loss: 0.5759 | Time: 37.15s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:45:44] [Round 046] FedNew | Acc: 79.34% | Loss: 0.5891 | Time: 27.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:46:50] [Round 047] FedNew | Acc: 78.84% | Loss: 0.6074 | Time: 66.48s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:47:56] [Round 048] FedNew | Acc: 78.63% | Loss: 0.6144 | Time: 65.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:48:56] [Round 049] FedNew | Acc: 79.19% | Loss: 0.5989 | Time: 59.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:49:23] [Round 050] FedNew | Acc: 79.63% | Loss: 0.5756 | Time: 27.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:49:23] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s1.npz
