[2025-11-27 10:46:09] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 10:46:09] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:48:30] [Round 001] FedNew | Acc: 20.22% | Loss: 2.1980 | Time: 26.83s | Max GPU Mem: 1482.35 MB
[2025-11-27 10:48:55] [Round 002] FedNew | Acc: 42.94% | Loss: 1.9357 | Time: 25.10s | Max GPU Mem: 1482.41 MB
[2025-11-27 10:49:23] [Round 003] FedNew | Acc: 56.60% | Loss: 1.6315 | Time: 27.89s | Max GPU Mem: 1482.41 MB
[2025-11-27 10:49:44] [Round 004] FedNew | Acc: 63.38% | Loss: 1.3640 | Time: 21.20s | Max GPU Mem: 1482.43 MB
[2025-11-27 10:50:08] [Round 005] FedNew | Acc: 65.68% | Loss: 1.1740 | Time: 24.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:50:33] [Round 006] FedNew | Acc: 67.76% | Loss: 1.0381 | Time: 25.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:51:02] [Round 007] FedNew | Acc: 68.63% | Loss: 0.9507 | Time: 28.12s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:51:26] [Round 008] FedNew | Acc: 70.34% | Loss: 0.8644 | Time: 23.96s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:52:39] [Round 009] FedNew | Acc: 72.31% | Loss: 0.7917 | Time: 72.93s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:53:36] [Round 010] FedNew | Acc: 74.15% | Loss: 0.7305 | Time: 57.12s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:54:45] [Round 011] FedNew | Acc: 75.73% | Loss: 0.6844 | Time: 69.65s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:55:56] [Round 012] FedNew | Acc: 77.33% | Loss: 0.6441 | Time: 70.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:57:01] [Round 013] FedNew | Acc: 78.52% | Loss: 0.6115 | Time: 64.83s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:57:56] [Round 014] FedNew | Acc: 79.31% | Loss: 0.5944 | Time: 54.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:58:36] [Round 015] FedNew | Acc: 79.60% | Loss: 0.5853 | Time: 40.43s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:59:13] [Round 016] FedNew | Acc: 79.93% | Loss: 0.5798 | Time: 36.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:00:03] [Round 017] FedNew | Acc: 79.86% | Loss: 0.5810 | Time: 50.03s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:00:56] [Round 018] FedNew | Acc: 80.01% | Loss: 0.5820 | Time: 53.16s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:01:50] [Round 019] FedNew | Acc: 80.15% | Loss: 0.5806 | Time: 54.26s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:02:53] [Round 020] FedNew | Acc: 80.56% | Loss: 0.5733 | Time: 63.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:03:37] [Round 021] FedNew | Acc: 80.91% | Loss: 0.5573 | Time: 43.16s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:04:37] [Round 022] FedNew | Acc: 81.28% | Loss: 0.5468 | Time: 60.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:05:28] [Round 023] FedNew | Acc: 81.06% | Loss: 0.5463 | Time: 50.40s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:06:21] [Round 024] FedNew | Acc: 80.99% | Loss: 0.5526 | Time: 53.69s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:07:01] [Round 025] FedNew | Acc: 80.64% | Loss: 0.5571 | Time: 40.12s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:07:39] [Round 026] FedNew | Acc: 80.65% | Loss: 0.5580 | Time: 37.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:08:25] [Round 027] FedNew | Acc: 80.77% | Loss: 0.5554 | Time: 45.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:09:12] [Round 028] FedNew | Acc: 80.92% | Loss: 0.5480 | Time: 47.08s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:10:18] [Round 029] FedNew | Acc: 81.16% | Loss: 0.5436 | Time: 65.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:11:19] [Round 030] FedNew | Acc: 81.56% | Loss: 0.5355 | Time: 61.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:12:14] [Round 031] FedNew | Acc: 81.69% | Loss: 0.5312 | Time: 54.75s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:13:11] [Round 032] FedNew | Acc: 82.05% | Loss: 0.5216 | Time: 56.83s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:14:02] [Round 033] FedNew | Acc: 82.37% | Loss: 0.5132 | Time: 51.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:15:07] [Round 034] FedNew | Acc: 82.56% | Loss: 0.5048 | Time: 64.80s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:16:01] [Round 035] FedNew | Acc: 82.79% | Loss: 0.4973 | Time: 53.60s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:16:51] [Round 036] FedNew | Acc: 82.74% | Loss: 0.4945 | Time: 50.01s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:17:51] [Round 037] FedNew | Acc: 82.63% | Loss: 0.4968 | Time: 60.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:18:37] [Round 038] FedNew | Acc: 82.58% | Loss: 0.4966 | Time: 45.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:19:26] [Round 039] FedNew | Acc: 82.88% | Loss: 0.4882 | Time: 49.35s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:20:23] [Round 040] FedNew | Acc: 83.09% | Loss: 0.4816 | Time: 57.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:21:37] [Round 041] FedNew | Acc: 83.48% | Loss: 0.4734 | Time: 73.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:22:28] [Round 042] FedNew | Acc: 83.73% | Loss: 0.4665 | Time: 51.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:23:37] [Round 043] FedNew | Acc: 83.94% | Loss: 0.4630 | Time: 69.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:24:42] [Round 044] FedNew | Acc: 84.00% | Loss: 0.4616 | Time: 64.75s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:25:41] [Round 045] FedNew | Acc: 84.03% | Loss: 0.4597 | Time: 58.45s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:26:33] [Round 046] FedNew | Acc: 84.08% | Loss: 0.4576 | Time: 51.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:27:27] [Round 047] FedNew | Acc: 84.07% | Loss: 0.4557 | Time: 54.40s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:28:15] [Round 048] FedNew | Acc: 84.04% | Loss: 0.4562 | Time: 48.42s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:29:12] [Round 049] FedNew | Acc: 83.84% | Loss: 0.4591 | Time: 56.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:01] [Round 050] FedNew | Acc: 83.80% | Loss: 0.4643 | Time: 49.31s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:01] Saved to runs/run_20251127_001608_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s0.npz
