[2025-11-27 13:04:12] Namespace(method='FedNew', training_mode='head', dataset='cifar10', model_name='resnet18', seed=2, 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 13:04:12] Start: FedNew | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 13:07:06] [Round 001] FedNew | Acc: 26.93% | Loss: 2.1748 | Time: 61.09s | Max GPU Mem: 1482.35 MB
[2025-11-27 13:08:00] [Round 002] FedNew | Acc: 35.33% | Loss: 2.0006 | Time: 54.50s | Max GPU Mem: 1482.39 MB
[2025-11-27 13:09:02] [Round 003] FedNew | Acc: 44.50% | Loss: 1.8038 | Time: 61.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:10:13] [Round 004] FedNew | Acc: 45.67% | Loss: 1.6375 | Time: 70.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:11:14] [Round 005] FedNew | Acc: 41.23% | Loss: 1.5444 | Time: 61.87s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:12:00] [Round 006] FedNew | Acc: 38.32% | Loss: 1.5235 | Time: 45.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:12:50] [Round 007] FedNew | Acc: 37.95% | Loss: 1.5373 | Time: 49.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:13:41] [Round 008] FedNew | Acc: 41.06% | Loss: 1.4435 | Time: 51.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:14:41] [Round 009] FedNew | Acc: 45.20% | Loss: 1.3307 | Time: 59.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:15:37] [Round 010] FedNew | Acc: 53.02% | Loss: 1.1407 | Time: 56.04s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:16:42] [Round 011] FedNew | Acc: 60.54% | Loss: 0.9812 | Time: 65.68s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:17:38] [Round 012] FedNew | Acc: 67.19% | Loss: 0.8594 | Time: 55.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:18:33] [Round 013] FedNew | Acc: 73.13% | Loss: 0.7517 | Time: 55.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:19:55] [Round 014] FedNew | Acc: 76.38% | Loss: 0.6879 | Time: 81.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:20:54] [Round 015] FedNew | Acc: 77.21% | Loss: 0.6599 | Time: 59.07s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:21:35] [Round 016] FedNew | Acc: 77.36% | Loss: 0.6537 | Time: 41.03s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:22:42] [Round 017] FedNew | Acc: 77.50% | Loss: 0.6462 | Time: 66.95s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:23:30] [Round 018] FedNew | Acc: 77.09% | Loss: 0.6438 | Time: 48.17s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:24:23] [Round 019] FedNew | Acc: 76.94% | Loss: 0.6532 | Time: 52.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:25:11] [Round 020] FedNew | Acc: 76.44% | Loss: 0.6680 | Time: 47.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:26:37] [Round 021] FedNew | Acc: 75.83% | Loss: 0.6907 | Time: 86.11s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:27:36] [Round 022] FedNew | Acc: 75.42% | Loss: 0.7004 | Time: 58.60s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:28:18] [Round 023] FedNew | Acc: 76.01% | Loss: 0.6838 | Time: 42.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:29:19] [Round 024] FedNew | Acc: 76.75% | Loss: 0.6617 | Time: 61.38s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:30:29] [Round 025] FedNew | Acc: 77.32% | Loss: 0.6462 | Time: 69.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:31:19] [Round 026] FedNew | Acc: 78.11% | Loss: 0.6179 | Time: 49.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:32:12] [Round 027] FedNew | Acc: 79.05% | Loss: 0.5929 | Time: 53.11s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:33:14] [Round 028] FedNew | Acc: 79.63% | Loss: 0.5773 | Time: 62.66s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:34:29] [Round 029] FedNew | Acc: 79.87% | Loss: 0.5661 | Time: 74.09s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:35:32] [Round 030] FedNew | Acc: 79.13% | Loss: 0.5751 | Time: 62.96s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:36:48] [Round 031] FedNew | Acc: 78.28% | Loss: 0.6001 | Time: 76.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:37:58] [Round 032] FedNew | Acc: 78.33% | Loss: 0.6016 | Time: 69.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:38:43] [Round 033] FedNew | Acc: 78.28% | Loss: 0.6017 | Time: 44.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:39:59] [Round 034] FedNew | Acc: 78.14% | Loss: 0.6184 | Time: 76.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:40:58] [Round 035] FedNew | Acc: 77.96% | Loss: 0.6286 | Time: 59.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:42:21] [Round 036] FedNew | Acc: 78.09% | Loss: 0.6280 | Time: 83.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:43:16] [Round 037] FedNew | Acc: 78.63% | Loss: 0.6123 | Time: 54.05s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:44:05] [Round 038] FedNew | Acc: 79.16% | Loss: 0.5973 | Time: 49.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:45:00] [Round 039] FedNew | Acc: 79.61% | Loss: 0.5889 | Time: 54.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:45:36] [Round 040] FedNew | Acc: 80.01% | Loss: 0.5778 | Time: 36.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:46:50] [Round 041] FedNew | Acc: 80.55% | Loss: 0.5684 | Time: 74.53s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:47:56] [Round 042] FedNew | Acc: 80.40% | Loss: 0.5722 | Time: 65.56s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:48:52] [Round 043] FedNew | Acc: 80.62% | Loss: 0.5768 | Time: 56.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:49:08] [Round 044] FedNew | Acc: 80.07% | Loss: 0.5918 | Time: 15.63s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:49:31] [Round 045] FedNew | Acc: 80.08% | Loss: 0.5937 | Time: 23.61s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:49:51] [Round 046] FedNew | Acc: 80.71% | Loss: 0.5679 | Time: 19.37s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:50:10] [Round 047] FedNew | Acc: 81.21% | Loss: 0.5379 | Time: 19.63s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:50:27] [Round 048] FedNew | Acc: 81.68% | Loss: 0.5236 | Time: 16.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:50:48] [Round 049] FedNew | Acc: 80.03% | Loss: 0.5604 | Time: 20.53s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:51:07] [Round 050] FedNew | Acc: 77.70% | Loss: 0.6394 | Time: 18.90s | Max GPU Mem: 1482.45 MB
[2025-11-27 13:51:07] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedNew_head_cifar10_resnet18_s2.npz
