[2025-11-27 05:54:42] Namespace(method='FedNew', training_mode='head', dataset='fashionmnist', 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_001404_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 05:54:42] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 05:58:21] [Round 001] FedNew | Acc: 16.94% | Loss: 2.1926 | Time: 107.59s | Max GPU Mem: 1507.98 MB
[2025-11-27 06:00:01] [Round 002] FedNew | Acc: 30.50% | Loss: 2.0223 | Time: 99.53s | Max GPU Mem: 1507.52 MB
[2025-11-27 06:01:36] [Round 003] FedNew | Acc: 39.90% | Loss: 1.8590 | Time: 94.98s | Max GPU Mem: 1507.56 MB
[2025-11-27 06:02:54] [Round 004] FedNew | Acc: 45.12% | Loss: 1.7241 | Time: 78.21s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:03:53] [Round 005] FedNew | Acc: 54.81% | Loss: 1.5655 | Time: 58.88s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:05:08] [Round 006] FedNew | Acc: 56.96% | Loss: 1.4772 | Time: 74.71s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:06:20] [Round 007] FedNew | Acc: 59.18% | Loss: 1.3778 | Time: 72.20s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:07:03] [Round 008] FedNew | Acc: 61.57% | Loss: 1.1901 | Time: 43.02s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:07:40] [Round 009] FedNew | Acc: 65.99% | Loss: 0.9995 | Time: 36.90s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:08:13] [Round 010] FedNew | Acc: 72.10% | Loss: 0.7906 | Time: 33.01s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:09:32] [Round 011] FedNew | Acc: 76.88% | Loss: 0.6837 | Time: 79.40s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:10:33] [Round 012] FedNew | Acc: 77.29% | Loss: 0.6614 | Time: 61.00s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:11:14] [Round 013] FedNew | Acc: 74.46% | Loss: 0.7021 | Time: 40.38s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:12:14] [Round 014] FedNew | Acc: 73.43% | Loss: 0.7164 | Time: 60.75s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:13:11] [Round 015] FedNew | Acc: 76.05% | Loss: 0.6525 | Time: 56.54s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:14:11] [Round 016] FedNew | Acc: 79.15% | Loss: 0.5880 | Time: 60.51s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:14:45] [Round 017] FedNew | Acc: 77.74% | Loss: 0.6159 | Time: 33.39s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:15:48] [Round 018] FedNew | Acc: 70.97% | Loss: 0.7584 | Time: 63.39s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:16:51] [Round 019] FedNew | Acc: 63.68% | Loss: 0.9702 | Time: 62.90s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:17:29] [Round 020] FedNew | Acc: 61.83% | Loss: 1.0514 | Time: 37.59s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:18:37] [Round 021] FedNew | Acc: 62.90% | Loss: 1.0309 | Time: 68.06s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:19:44] [Round 022] FedNew | Acc: 68.86% | Loss: 0.8610 | Time: 67.48s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:21:21] [Round 023] FedNew | Acc: 73.75% | Loss: 0.7238 | Time: 96.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:22:56] [Round 024] FedNew | Acc: 75.82% | Loss: 0.6630 | Time: 95.78s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:23:48] [Round 025] FedNew | Acc: 76.72% | Loss: 0.6459 | Time: 51.97s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:24:37] [Round 026] FedNew | Acc: 77.07% | Loss: 0.6401 | Time: 48.80s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:25:19] [Round 027] FedNew | Acc: 77.68% | Loss: 0.6368 | Time: 41.51s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:26:28] [Round 028] FedNew | Acc: 77.60% | Loss: 0.6433 | Time: 68.90s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:27:19] [Round 029] FedNew | Acc: 77.42% | Loss: 0.6391 | Time: 51.61s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:28:10] [Round 030] FedNew | Acc: 77.67% | Loss: 0.6174 | Time: 51.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:29:15] [Round 031] FedNew | Acc: 78.05% | Loss: 0.5957 | Time: 64.92s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:29:56] [Round 032] FedNew | Acc: 79.53% | Loss: 0.5569 | Time: 40.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:31:20] [Round 033] FedNew | Acc: 81.31% | Loss: 0.5137 | Time: 83.99s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:32:50] [Round 034] FedNew | Acc: 81.56% | Loss: 0.5104 | Time: 90.63s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:33:32] [Round 035] FedNew | Acc: 80.12% | Loss: 0.5379 | Time: 41.76s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:34:35] [Round 036] FedNew | Acc: 79.06% | Loss: 0.5590 | Time: 63.15s | Max GPU Mem: 1507.45 MB
[2025-11-27 06:35:57] [Round 037] FedNew | Acc: 79.31% | Loss: 0.5530 | Time: 82.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:36:57] [Round 038] FedNew | Acc: 81.36% | Loss: 0.5166 | Time: 59.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:38:11] [Round 039] FedNew | Acc: 81.86% | Loss: 0.5081 | Time: 73.84s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:39:14] [Round 040] FedNew | Acc: 81.53% | Loss: 0.5097 | Time: 62.45s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:39:54] [Round 041] FedNew | Acc: 81.53% | Loss: 0.5131 | Time: 40.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:41:08] [Round 042] FedNew | Acc: 81.18% | Loss: 0.5221 | Time: 73.47s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:41:48] [Round 043] FedNew | Acc: 80.94% | Loss: 0.5298 | Time: 40.45s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:42:35] [Round 044] FedNew | Acc: 81.40% | Loss: 0.5225 | Time: 46.99s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:43:31] [Round 045] FedNew | Acc: 81.04% | Loss: 0.5302 | Time: 55.76s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:43:55] [Round 046] FedNew | Acc: 80.61% | Loss: 0.5467 | Time: 24.46s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:44:11] [Round 047] FedNew | Acc: 80.78% | Loss: 0.5423 | Time: 15.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:44:22] [Round 048] FedNew | Acc: 80.41% | Loss: 0.5501 | Time: 11.49s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:44:38] [Round 049] FedNew | Acc: 80.04% | Loss: 0.5552 | Time: 15.50s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:44:49] [Round 050] FedNew | Acc: 80.30% | Loss: 0.5452 | Time: 11.07s | Max GPU Mem: 1507.58 MB
[2025-11-27 06:44:49] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s2.npz
