[2025-11-27 10:47:42] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 10:47:42] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:50:03] [Round 001] FedNew | Acc: 34.75% | Loss: 2.1356 | Time: 27.60s | Max GPU Mem: 1482.35 MB
[2025-11-27 10:50:32] [Round 002] FedNew | Acc: 44.41% | Loss: 1.8699 | Time: 28.71s | Max GPU Mem: 1482.39 MB
[2025-11-27 10:51:00] [Round 003] FedNew | Acc: 50.23% | Loss: 1.6130 | Time: 27.87s | Max GPU Mem: 1482.39 MB
[2025-11-27 10:51:23] [Round 004] FedNew | Acc: 54.96% | Loss: 1.4023 | Time: 23.54s | Max GPU Mem: 1482.41 MB
[2025-11-27 10:52:17] [Round 005] FedNew | Acc: 60.18% | Loss: 1.2186 | Time: 54.21s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:53:28] [Round 006] FedNew | Acc: 65.60% | Loss: 1.0553 | Time: 70.82s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:54:11] [Round 007] FedNew | Acc: 70.66% | Loss: 0.9018 | Time: 42.92s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:55:09] [Round 008] FedNew | Acc: 74.12% | Loss: 0.7842 | Time: 57.48s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:56:00] [Round 009] FedNew | Acc: 76.56% | Loss: 0.6963 | Time: 51.88s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:57:05] [Round 010] FedNew | Acc: 77.89% | Loss: 0.6485 | Time: 64.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:58:07] [Round 011] FedNew | Acc: 78.54% | Loss: 0.6253 | Time: 62.32s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:59:07] [Round 012] FedNew | Acc: 79.01% | Loss: 0.6071 | Time: 59.61s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:00:00] [Round 013] FedNew | Acc: 79.38% | Loss: 0.5897 | Time: 53.39s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:01:05] [Round 014] FedNew | Acc: 79.69% | Loss: 0.5803 | Time: 64.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:01:55] [Round 015] FedNew | Acc: 79.93% | Loss: 0.5748 | Time: 50.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:02:58] [Round 016] FedNew | Acc: 80.35% | Loss: 0.5678 | Time: 62.98s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:03:46] [Round 017] FedNew | Acc: 80.69% | Loss: 0.5596 | Time: 48.48s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:04:41] [Round 018] FedNew | Acc: 80.94% | Loss: 0.5541 | Time: 55.03s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:05:48] [Round 019] FedNew | Acc: 81.23% | Loss: 0.5498 | Time: 66.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:06:55] [Round 020] FedNew | Acc: 81.34% | Loss: 0.5529 | Time: 66.61s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:07:33] [Round 021] FedNew | Acc: 81.10% | Loss: 0.5593 | Time: 38.21s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:08:18] [Round 022] FedNew | Acc: 80.57% | Loss: 0.5730 | Time: 45.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:09:11] [Round 023] FedNew | Acc: 80.33% | Loss: 0.5833 | Time: 52.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:10:19] [Round 024] FedNew | Acc: 79.82% | Loss: 0.6004 | Time: 68.38s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:11:34] [Round 025] FedNew | Acc: 79.02% | Loss: 0.6212 | Time: 74.73s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:12:22] [Round 026] FedNew | Acc: 78.33% | Loss: 0.6430 | Time: 48.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:13:16] [Round 027] FedNew | Acc: 78.27% | Loss: 0.6447 | Time: 53.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:14:03] [Round 028] FedNew | Acc: 78.35% | Loss: 0.6392 | Time: 47.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:15:06] [Round 029] FedNew | Acc: 79.14% | Loss: 0.6114 | Time: 62.49s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:15:55] [Round 030] FedNew | Acc: 80.05% | Loss: 0.5859 | Time: 49.14s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:16:45] [Round 031] FedNew | Acc: 80.83% | Loss: 0.5591 | Time: 49.75s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:17:32] [Round 032] FedNew | Acc: 81.53% | Loss: 0.5411 | Time: 47.30s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:18:20] [Round 033] FedNew | Acc: 81.96% | Loss: 0.5248 | Time: 48.31s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:19:16] [Round 034] FedNew | Acc: 82.61% | Loss: 0.5066 | Time: 55.69s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:20:12] [Round 035] FedNew | Acc: 82.73% | Loss: 0.5000 | Time: 56.16s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:21:03] [Round 036] FedNew | Acc: 83.03% | Loss: 0.4950 | Time: 51.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:22:02] [Round 037] FedNew | Acc: 83.15% | Loss: 0.4930 | Time: 59.02s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:22:53] [Round 038] FedNew | Acc: 83.28% | Loss: 0.4914 | Time: 50.36s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:23:48] [Round 039] FedNew | Acc: 83.32% | Loss: 0.4918 | Time: 55.78s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:24:44] [Round 040] FedNew | Acc: 83.17% | Loss: 0.4934 | Time: 55.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:25:33] [Round 041] FedNew | Acc: 83.18% | Loss: 0.4926 | Time: 49.38s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:26:15] [Round 042] FedNew | Acc: 83.29% | Loss: 0.4881 | Time: 41.71s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:27:11] [Round 043] FedNew | Acc: 83.26% | Loss: 0.4895 | Time: 56.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:28:10] [Round 044] FedNew | Acc: 83.10% | Loss: 0.4927 | Time: 59.50s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:29:00] [Round 045] FedNew | Acc: 83.07% | Loss: 0.4950 | Time: 49.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:04] [Round 046] FedNew | Acc: 82.97% | Loss: 0.4992 | Time: 63.54s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:29] [Round 047] FedNew | Acc: 82.93% | Loss: 0.4979 | Time: 25.63s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:30:55] [Round 048] FedNew | Acc: 82.92% | Loss: 0.4977 | Time: 25.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:19] [Round 049] FedNew | Acc: 82.93% | Loss: 0.4967 | Time: 24.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:44] [Round 050] FedNew | Acc: 83.34% | Loss: 0.4824 | Time: 24.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:44] Saved to runs/run_20251127_001608_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s1.npz
