[2025-11-27 06:49:00] 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 06:49:00] Start: FedNew | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 06:52:13] [Round 001] FedNew | Acc: 35.13% | Loss: 2.1208 | Time: 79.80s | Max GPU Mem: 1507.98 MB
[2025-11-27 06:53:27] [Round 002] FedNew | Acc: 55.11% | Loss: 1.7999 | Time: 73.63s | Max GPU Mem: 1507.54 MB
[2025-11-27 06:54:49] [Round 003] FedNew | Acc: 63.65% | Loss: 1.4542 | Time: 81.77s | Max GPU Mem: 1507.54 MB
[2025-11-27 06:55:59] [Round 004] FedNew | Acc: 67.88% | Loss: 1.1720 | Time: 70.36s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:57:03] [Round 005] FedNew | Acc: 70.11% | Loss: 0.9718 | Time: 64.13s | Max GPU Mem: 1508.08 MB
[2025-11-27 06:58:28] [Round 006] FedNew | Acc: 71.53% | Loss: 0.8597 | Time: 84.90s | Max GPU Mem: 1506.95 MB
[2025-11-27 06:59:42] [Round 007] FedNew | Acc: 71.48% | Loss: 0.7994 | Time: 73.44s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:00:54] [Round 008] FedNew | Acc: 72.04% | Loss: 0.7568 | Time: 71.97s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:01:50] [Round 009] FedNew | Acc: 72.70% | Loss: 0.7306 | Time: 56.91s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:02:44] [Round 010] FedNew | Acc: 73.63% | Loss: 0.6955 | Time: 54.00s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:03:42] [Round 011] FedNew | Acc: 74.81% | Loss: 0.6538 | Time: 57.84s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:04:25] [Round 012] FedNew | Acc: 76.45% | Loss: 0.6041 | Time: 42.85s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:05:12] [Round 013] FedNew | Acc: 79.10% | Loss: 0.5601 | Time: 46.62s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:06:06] [Round 014] FedNew | Acc: 80.17% | Loss: 0.5411 | Time: 54.11s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:07:06] [Round 015] FedNew | Acc: 80.94% | Loss: 0.5337 | Time: 60.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:08:00] [Round 016] FedNew | Acc: 81.53% | Loss: 0.5231 | Time: 54.21s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:08:55] [Round 017] FedNew | Acc: 82.28% | Loss: 0.5159 | Time: 54.55s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:00] [Round 018] FedNew | Acc: 82.17% | Loss: 0.5148 | Time: 65.05s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:10:56] [Round 019] FedNew | Acc: 82.00% | Loss: 0.5148 | Time: 55.85s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:11:50] [Round 020] FedNew | Acc: 81.85% | Loss: 0.5152 | Time: 53.94s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:12:49] [Round 021] FedNew | Acc: 80.98% | Loss: 0.5234 | Time: 59.20s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:13:46] [Round 022] FedNew | Acc: 79.95% | Loss: 0.5430 | Time: 57.33s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:14:51] [Round 023] FedNew | Acc: 78.79% | Loss: 0.5724 | Time: 64.82s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:15:49] [Round 024] FedNew | Acc: 78.11% | Loss: 0.5984 | Time: 58.00s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:16:38] [Round 025] FedNew | Acc: 78.16% | Loss: 0.6011 | Time: 49.10s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:17:29] [Round 026] FedNew | Acc: 79.00% | Loss: 0.5748 | Time: 50.54s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:18:29] [Round 027] FedNew | Acc: 80.13% | Loss: 0.5484 | Time: 60.10s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:19:19] [Round 028] FedNew | Acc: 80.67% | Loss: 0.5346 | Time: 50.25s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:20:16] [Round 029] FedNew | Acc: 81.70% | Loss: 0.5059 | Time: 56.46s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:21:25] [Round 030] FedNew | Acc: 82.48% | Loss: 0.4832 | Time: 69.11s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:22:33] [Round 031] FedNew | Acc: 82.86% | Loss: 0.4711 | Time: 68.37s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:23:42] [Round 032] FedNew | Acc: 82.89% | Loss: 0.4690 | Time: 69.28s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:24:55] [Round 033] FedNew | Acc: 83.03% | Loss: 0.4656 | Time: 72.28s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:25:56] [Round 034] FedNew | Acc: 83.12% | Loss: 0.4614 | Time: 61.66s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:26:14] [Round 035] FedNew | Acc: 83.28% | Loss: 0.4567 | Time: 18.04s | Max GPU Mem: 1508.08 MB
[2025-11-27 07:26:33] [Round 036] FedNew | Acc: 83.58% | Loss: 0.4518 | Time: 18.25s | Max GPU Mem: 1507.45 MB
[2025-11-27 07:26:53] [Round 037] FedNew | Acc: 83.54% | Loss: 0.4542 | Time: 20.60s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:27:13] [Round 038] FedNew | Acc: 83.64% | Loss: 0.4533 | Time: 19.85s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:27:32] [Round 039] FedNew | Acc: 83.83% | Loss: 0.4485 | Time: 18.63s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:27:53] [Round 040] FedNew | Acc: 83.65% | Loss: 0.4492 | Time: 21.34s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:28:11] [Round 041] FedNew | Acc: 83.55% | Loss: 0.4484 | Time: 17.84s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:28:23] [Round 042] FedNew | Acc: 83.85% | Loss: 0.4413 | Time: 12.16s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:28:35] [Round 043] FedNew | Acc: 84.29% | Loss: 0.4287 | Time: 11.68s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:28:47] [Round 044] FedNew | Acc: 85.01% | Loss: 0.4184 | Time: 11.89s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:28:59] [Round 045] FedNew | Acc: 84.93% | Loss: 0.4195 | Time: 12.51s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:29:11] [Round 046] FedNew | Acc: 84.76% | Loss: 0.4224 | Time: 11.41s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:29:23] [Round 047] FedNew | Acc: 84.87% | Loss: 0.4226 | Time: 12.92s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:29:36] [Round 048] FedNew | Acc: 84.93% | Loss: 0.4230 | Time: 12.67s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:29:49] [Round 049] FedNew | Acc: 84.42% | Loss: 0.4287 | Time: 13.34s | Max GPU Mem: 1506.95 MB
[2025-11-27 07:30:08] [Round 050] FedNew | Acc: 84.27% | Loss: 0.4308 | Time: 18.70s | Max GPU Mem: 1507.58 MB
[2025-11-27 07:30:08] Saved to runs/run_20251127_001608_resnet18_head/fashionmnist/logs/FedNew_head_fashionmnist_resnet18_s2.npz
