[2025-11-27 02:36:35] Namespace(method='FedNew', training_mode='head', dataset='mnist', 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_001404_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 02:36:35] Start: FedNew | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 02:38:53] [Round 001] FedNew | Acc: 19.26% | Loss: 2.2061 | Time: 24.86s | Max GPU Mem: 1507.98 MB
[2025-11-27 02:40:02] [Round 002] FedNew | Acc: 33.84% | Loss: 2.0329 | Time: 69.16s | Max GPU Mem: 1507.52 MB
[2025-11-27 02:40:57] [Round 003] FedNew | Acc: 40.43% | Loss: 1.8612 | Time: 54.61s | Max GPU Mem: 1507.56 MB
[2025-11-27 02:41:53] [Round 004] FedNew | Acc: 45.45% | Loss: 1.6695 | Time: 56.26s | Max GPU Mem: 1506.93 MB
[2025-11-27 02:43:14] [Round 005] FedNew | Acc: 48.78% | Loss: 1.4941 | Time: 80.85s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:44:51] [Round 006] FedNew | Acc: 50.40% | Loss: 1.3165 | Time: 97.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:45:54] [Round 007] FedNew | Acc: 56.92% | Loss: 1.1577 | Time: 62.97s | Max GPU Mem: 1508.08 MB
[2025-11-27 02:46:58] [Round 008] FedNew | Acc: 67.09% | Loss: 0.9883 | Time: 64.22s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:48:13] [Round 009] FedNew | Acc: 71.67% | Loss: 0.8831 | Time: 74.66s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:49:13] [Round 010] FedNew | Acc: 74.06% | Loss: 0.8078 | Time: 60.65s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:50:12] [Round 011] FedNew | Acc: 77.64% | Loss: 0.7367 | Time: 58.18s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:51:15] [Round 012] FedNew | Acc: 80.60% | Loss: 0.6646 | Time: 62.97s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:52:32] [Round 013] FedNew | Acc: 82.76% | Loss: 0.5904 | Time: 77.21s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:53:52] [Round 014] FedNew | Acc: 83.21% | Loss: 0.5344 | Time: 79.76s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:54:43] [Round 015] FedNew | Acc: 83.78% | Loss: 0.5002 | Time: 51.74s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:55:44] [Round 016] FedNew | Acc: 83.51% | Loss: 0.4881 | Time: 61.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 02:56:37] [Round 017] FedNew | Acc: 82.74% | Loss: 0.4951 | Time: 52.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:57:19] [Round 018] FedNew | Acc: 81.08% | Loss: 0.5246 | Time: 42.63s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:58:01] [Round 019] FedNew | Acc: 79.18% | Loss: 0.5790 | Time: 41.48s | Max GPU Mem: 1506.95 MB
[2025-11-27 02:58:54] [Round 020] FedNew | Acc: 77.51% | Loss: 0.6295 | Time: 53.22s | Max GPU Mem: 1507.45 MB
[2025-11-27 02:59:35] [Round 021] FedNew | Acc: 75.12% | Loss: 0.6935 | Time: 41.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:00:36] [Round 022] FedNew | Acc: 73.64% | Loss: 0.7249 | Time: 61.00s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:01:32] [Round 023] FedNew | Acc: 75.07% | Loss: 0.6656 | Time: 55.57s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:02:34] [Round 024] FedNew | Acc: 79.59% | Loss: 0.5448 | Time: 61.82s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:03:27] [Round 025] FedNew | Acc: 85.86% | Loss: 0.4441 | Time: 53.62s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:04:17] [Round 026] FedNew | Acc: 85.63% | Loss: 0.4281 | Time: 49.97s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:05:24] [Round 027] FedNew | Acc: 84.66% | Loss: 0.4314 | Time: 67.03s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:06:23] [Round 028] FedNew | Acc: 83.09% | Loss: 0.4541 | Time: 58.22s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:07:27] [Round 029] FedNew | Acc: 84.71% | Loss: 0.4282 | Time: 64.14s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:08:14] [Round 030] FedNew | Acc: 86.59% | Loss: 0.3991 | Time: 47.40s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:08:58] [Round 031] FedNew | Acc: 88.68% | Loss: 0.3597 | Time: 44.08s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:10:15] [Round 032] FedNew | Acc: 88.28% | Loss: 0.3542 | Time: 76.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:11:29] [Round 033] FedNew | Acc: 86.00% | Loss: 0.3763 | Time: 73.62s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:12:30] [Round 034] FedNew | Acc: 83.95% | Loss: 0.4337 | Time: 60.78s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:13:30] [Round 035] FedNew | Acc: 82.97% | Loss: 0.4989 | Time: 60.54s | Max GPU Mem: 1508.08 MB
[2025-11-27 03:14:35] [Round 036] FedNew | Acc: 82.99% | Loss: 0.4923 | Time: 64.88s | Max GPU Mem: 1507.45 MB
[2025-11-27 03:15:14] [Round 037] FedNew | Acc: 83.01% | Loss: 0.4752 | Time: 39.01s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:16:10] [Round 038] FedNew | Acc: 83.34% | Loss: 0.4529 | Time: 55.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:16:59] [Round 039] FedNew | Acc: 85.48% | Loss: 0.3861 | Time: 48.89s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:17:32] [Round 040] FedNew | Acc: 87.49% | Loss: 0.3508 | Time: 33.35s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:17:51] [Round 041] FedNew | Acc: 90.61% | Loss: 0.3157 | Time: 19.27s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:14] [Round 042] FedNew | Acc: 90.26% | Loss: 0.3114 | Time: 22.47s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:18:37] [Round 043] FedNew | Acc: 89.20% | Loss: 0.3189 | Time: 23.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:19:15] [Round 044] FedNew | Acc: 88.40% | Loss: 0.3280 | Time: 38.45s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:20:01] [Round 045] FedNew | Acc: 87.26% | Loss: 0.3452 | Time: 45.87s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:20:17] [Round 046] FedNew | Acc: 88.71% | Loss: 0.3281 | Time: 15.85s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:20:39] [Round 047] FedNew | Acc: 90.20% | Loss: 0.3066 | Time: 21.84s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:20:55] [Round 048] FedNew | Acc: 90.74% | Loss: 0.2980 | Time: 15.64s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:21:11] [Round 049] FedNew | Acc: 90.52% | Loss: 0.2987 | Time: 16.56s | Max GPU Mem: 1506.95 MB
[2025-11-27 03:21:33] [Round 050] FedNew | Acc: 89.60% | Loss: 0.3071 | Time: 21.89s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:21:33] Saved to runs/run_20251127_001404_resnet18_head/mnist/logs/FedNew_head_mnist_resnet18_s1.npz
