[2025-11-27 12:12:45] 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_001740_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 12:12:45] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 12:15:07] [Round 001] FedNew | Acc: 38.61% | Loss: 2.1026 | Time: 26.96s | Max GPU Mem: 1482.35 MB
[2025-11-27 12:16:08] [Round 002] FedNew | Acc: 63.88% | Loss: 1.7609 | Time: 61.07s | Max GPU Mem: 1482.41 MB
[2025-11-27 12:17:09] [Round 003] FedNew | Acc: 73.56% | Loss: 1.4017 | Time: 61.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:18:06] [Round 004] FedNew | Acc: 76.09% | Loss: 1.1104 | Time: 57.21s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:19:06] [Round 005] FedNew | Acc: 77.04% | Loss: 0.9102 | Time: 59.85s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:20:00] [Round 006] FedNew | Acc: 77.48% | Loss: 0.7829 | Time: 53.89s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:20:56] [Round 007] FedNew | Acc: 77.85% | Loss: 0.7052 | Time: 55.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:22:01] [Round 008] FedNew | Acc: 78.20% | Loss: 0.6576 | Time: 65.05s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:22:53] [Round 009] FedNew | Acc: 78.60% | Loss: 0.6281 | Time: 51.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:23:40] [Round 010] FedNew | Acc: 78.81% | Loss: 0.6098 | Time: 47.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:24:35] [Round 011] FedNew | Acc: 79.14% | Loss: 0.5980 | Time: 54.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:25:36] [Round 012] FedNew | Acc: 79.36% | Loss: 0.5901 | Time: 60.83s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:26:33] [Round 013] FedNew | Acc: 79.52% | Loss: 0.5840 | Time: 57.68s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:27:33] [Round 014] FedNew | Acc: 79.75% | Loss: 0.5788 | Time: 59.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:28:30] [Round 015] FedNew | Acc: 80.04% | Loss: 0.5736 | Time: 57.64s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:29:31] [Round 016] FedNew | Acc: 80.36% | Loss: 0.5684 | Time: 61.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:30:34] [Round 017] FedNew | Acc: 80.70% | Loss: 0.5629 | Time: 62.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:31:35] [Round 018] FedNew | Acc: 80.88% | Loss: 0.5577 | Time: 61.63s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:32:42] [Round 019] FedNew | Acc: 81.17% | Loss: 0.5522 | Time: 66.77s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:33:52] [Round 020] FedNew | Acc: 81.41% | Loss: 0.5464 | Time: 70.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:34:57] [Round 021] FedNew | Acc: 81.55% | Loss: 0.5409 | Time: 65.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:36:08] [Round 022] FedNew | Acc: 81.77% | Loss: 0.5363 | Time: 70.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:37:01] [Round 023] FedNew | Acc: 81.96% | Loss: 0.5325 | Time: 53.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:38:00] [Round 024] FedNew | Acc: 82.21% | Loss: 0.5296 | Time: 59.34s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:39:11] [Round 025] FedNew | Acc: 82.13% | Loss: 0.5264 | Time: 70.48s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:40:13] [Round 026] FedNew | Acc: 82.25% | Loss: 0.5230 | Time: 62.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:41:17] [Round 027] FedNew | Acc: 82.38% | Loss: 0.5195 | Time: 63.88s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:42:26] [Round 028] FedNew | Acc: 82.49% | Loss: 0.5148 | Time: 69.09s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:43:32] [Round 029] FedNew | Acc: 82.72% | Loss: 0.5092 | Time: 65.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:44:35] [Round 030] FedNew | Acc: 82.83% | Loss: 0.5035 | Time: 63.79s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:45:30] [Round 031] FedNew | Acc: 83.10% | Loss: 0.4974 | Time: 54.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:46:18] [Round 032] FedNew | Acc: 83.31% | Loss: 0.4914 | Time: 48.18s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:47:22] [Round 033] FedNew | Acc: 83.52% | Loss: 0.4858 | Time: 64.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:48:14] [Round 034] FedNew | Acc: 83.63% | Loss: 0.4809 | Time: 52.32s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:49:09] [Round 035] FedNew | Acc: 83.69% | Loss: 0.4765 | Time: 54.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:50:07] [Round 036] FedNew | Acc: 83.88% | Loss: 0.4727 | Time: 57.85s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:06] [Round 037] FedNew | Acc: 84.00% | Loss: 0.4694 | Time: 59.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:51:49] [Round 038] FedNew | Acc: 84.05% | Loss: 0.4669 | Time: 43.21s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:52:15] [Round 039] FedNew | Acc: 84.14% | Loss: 0.4648 | Time: 25.77s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:52:38] [Round 040] FedNew | Acc: 84.14% | Loss: 0.4628 | Time: 23.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:53:20] [Round 041] FedNew | Acc: 84.21% | Loss: 0.4613 | Time: 42.55s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:54:13] [Round 042] FedNew | Acc: 84.24% | Loss: 0.4599 | Time: 52.75s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:00] [Round 043] FedNew | Acc: 84.28% | Loss: 0.4582 | Time: 47.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:24] [Round 044] FedNew | Acc: 84.33% | Loss: 0.4564 | Time: 23.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:55:50] [Round 045] FedNew | Acc: 84.40% | Loss: 0.4542 | Time: 25.53s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:56:13] [Round 046] FedNew | Acc: 84.52% | Loss: 0.4515 | Time: 23.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:56:39] [Round 047] FedNew | Acc: 84.68% | Loss: 0.4477 | Time: 25.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:57:13] [Round 048] FedNew | Acc: 84.77% | Loss: 0.4433 | Time: 34.02s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:58:02] [Round 049] FedNew | Acc: 84.83% | Loss: 0.4392 | Time: 48.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:59:00] [Round 050] FedNew | Acc: 84.92% | Loss: 0.4358 | Time: 58.05s | Max GPU Mem: 1482.45 MB
[2025-11-27 12:59:00] Saved to runs/run_20251127_001740_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s1.npz
