[2025-11-27 13:02:36] 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_103732_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1, max_norm=1.0)
[2025-11-27 13:02:36] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 13:04:48] [Round 001] FedNew | Acc: 16.66% | Loss: 2.1892 | Time: 19.07s | Max GPU Mem: 1482.35 MB
[2025-11-27 13:05:08] [Round 002] FedNew | Acc: 44.93% | Loss: 1.9893 | Time: 19.15s | Max GPU Mem: 1482.41 MB
[2025-11-27 13:05:28] [Round 003] FedNew | Acc: 56.36% | Loss: 1.8340 | Time: 20.73s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:05:45] [Round 004] FedNew | Acc: 57.95% | Loss: 1.7080 | Time: 16.43s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:06:10] [Round 005] FedNew | Acc: 58.04% | Loss: 1.6561 | Time: 25.46s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:07:36] [Round 006] FedNew | Acc: 57.94% | Loss: 1.6164 | Time: 85.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:09:02] [Round 007] FedNew | Acc: 58.05% | Loss: 1.5605 | Time: 85.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:10:22] [Round 008] FedNew | Acc: 58.46% | Loss: 1.4804 | Time: 80.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:11:23] [Round 009] FedNew | Acc: 59.80% | Loss: 1.4055 | Time: 61.58s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:12:21] [Round 010] FedNew | Acc: 61.31% | Loss: 1.3421 | Time: 57.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:13:03] [Round 011] FedNew | Acc: 63.91% | Loss: 1.1832 | Time: 42.08s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:14:06] [Round 012] FedNew | Acc: 67.14% | Loss: 1.0350 | Time: 62.99s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:15:15] [Round 013] FedNew | Acc: 69.78% | Loss: 0.9170 | Time: 68.98s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:16:30] [Round 014] FedNew | Acc: 71.89% | Loss: 0.8158 | Time: 75.13s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:17:35] [Round 015] FedNew | Acc: 73.87% | Loss: 0.7339 | Time: 65.06s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:18:37] [Round 016] FedNew | Acc: 75.34% | Loss: 0.6803 | Time: 61.93s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:19:34] [Round 017] FedNew | Acc: 76.30% | Loss: 0.6574 | Time: 57.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:20:21] [Round 018] FedNew | Acc: 77.51% | Loss: 0.6287 | Time: 46.92s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:21:15] [Round 019] FedNew | Acc: 77.45% | Loss: 0.6343 | Time: 54.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:21:54] [Round 020] FedNew | Acc: 77.55% | Loss: 0.6332 | Time: 38.58s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:22:43] [Round 021] FedNew | Acc: 77.57% | Loss: 0.6359 | Time: 49.05s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:23:27] [Round 022] FedNew | Acc: 77.84% | Loss: 0.6346 | Time: 43.55s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:24:18] [Round 023] FedNew | Acc: 78.42% | Loss: 0.6237 | Time: 51.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:25:11] [Round 024] FedNew | Acc: 78.77% | Loss: 0.6265 | Time: 52.61s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:26:08] [Round 025] FedNew | Acc: 79.34% | Loss: 0.6243 | Time: 57.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:26:50] [Round 026] FedNew | Acc: 79.44% | Loss: 0.6259 | Time: 41.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:28:17] [Round 027] FedNew | Acc: 80.10% | Loss: 0.6082 | Time: 86.36s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:29:18] [Round 028] FedNew | Acc: 80.61% | Loss: 0.5894 | Time: 61.36s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:30:54] [Round 029] FedNew | Acc: 81.15% | Loss: 0.5599 | Time: 95.99s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:31:54] [Round 030] FedNew | Acc: 80.82% | Loss: 0.5525 | Time: 60.38s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:32:33] [Round 031] FedNew | Acc: 80.27% | Loss: 0.5661 | Time: 38.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:33:18] [Round 032] FedNew | Acc: 79.67% | Loss: 0.5864 | Time: 44.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:34:39] [Round 033] FedNew | Acc: 78.98% | Loss: 0.6117 | Time: 81.57s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:35:29] [Round 034] FedNew | Acc: 77.69% | Loss: 0.6705 | Time: 49.92s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:35:56] [Round 035] FedNew | Acc: 77.29% | Loss: 0.7058 | Time: 26.33s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:36:51] [Round 036] FedNew | Acc: 78.03% | Loss: 0.6934 | Time: 54.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:37:59] [Round 037] FedNew | Acc: 78.48% | Loss: 0.6999 | Time: 68.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:39:11] [Round 038] FedNew | Acc: 78.70% | Loss: 0.6902 | Time: 72.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:40:00] [Round 039] FedNew | Acc: 79.60% | Loss: 0.6451 | Time: 49.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:40:56] [Round 040] FedNew | Acc: 81.25% | Loss: 0.5736 | Time: 55.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:41:50] [Round 041] FedNew | Acc: 82.49% | Loss: 0.5150 | Time: 53.93s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:43:05] [Round 042] FedNew | Acc: 83.62% | Loss: 0.4894 | Time: 75.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:43:37] [Round 043] FedNew | Acc: 83.51% | Loss: 0.4902 | Time: 31.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:44:45] [Round 044] FedNew | Acc: 83.57% | Loss: 0.4889 | Time: 68.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:45:32] [Round 045] FedNew | Acc: 83.89% | Loss: 0.4758 | Time: 46.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:46:06] [Round 046] FedNew | Acc: 84.18% | Loss: 0.4661 | Time: 34.73s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:46:54] [Round 047] FedNew | Acc: 84.37% | Loss: 0.4608 | Time: 47.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:47:38] [Round 048] FedNew | Acc: 84.34% | Loss: 0.4607 | Time: 44.32s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:48:21] [Round 049] FedNew | Acc: 83.33% | Loss: 0.4760 | Time: 42.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:48:56] [Round 050] FedNew | Acc: 82.35% | Loss: 0.5017 | Time: 34.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:48:56] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s0.npz
