[2025-11-27 03:29:42] Namespace(method='FedAvg', 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 03:29:42] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 03:32:12] [Round 001] FedAvg | Acc: 35.51% | Loss: 2.0059 | Time: 87.10s | Max GPU Mem: 1506.73 MB
[2025-11-27 03:33:25] [Round 002] FedAvg | Acc: 43.40% | Loss: 1.6206 | Time: 72.91s | Max GPU Mem: 1507.90 MB
[2025-11-27 03:34:47] [Round 003] FedAvg | Acc: 61.66% | Loss: 1.3453 | Time: 81.50s | Max GPU Mem: 1506.81 MB
[2025-11-27 03:36:01] [Round 004] FedAvg | Acc: 51.24% | Loss: 1.5180 | Time: 74.61s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:37:19] [Round 005] FedAvg | Acc: 51.78% | Loss: 1.4133 | Time: 77.90s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:38:33] [Round 006] FedAvg | Acc: 43.64% | Loss: 1.4431 | Time: 74.30s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:39:51] [Round 007] FedAvg | Acc: 63.90% | Loss: 1.2372 | Time: 77.87s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:40:41] [Round 008] FedAvg | Acc: 65.83% | Loss: 0.9632 | Time: 50.03s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:41:21] [Round 009] FedAvg | Acc: 64.24% | Loss: 0.8954 | Time: 40.19s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:41:49] [Round 010] FedAvg | Acc: 62.59% | Loss: 1.0193 | Time: 27.30s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:43:18] [Round 011] FedAvg | Acc: 67.23% | Loss: 0.9832 | Time: 89.47s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:44:09] [Round 012] FedAvg | Acc: 71.92% | Loss: 0.8210 | Time: 50.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:44:54] [Round 013] FedAvg | Acc: 73.21% | Loss: 0.7477 | Time: 45.09s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:45:53] [Round 014] FedAvg | Acc: 68.31% | Loss: 0.9048 | Time: 59.04s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:46:53] [Round 015] FedAvg | Acc: 49.38% | Loss: 1.2843 | Time: 60.13s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:48:12] [Round 016] FedAvg | Acc: 72.63% | Loss: 0.7600 | Time: 79.07s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:48:58] [Round 017] FedAvg | Acc: 52.09% | Loss: 1.2766 | Time: 46.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:50:20] [Round 018] FedAvg | Acc: 71.36% | Loss: 0.7650 | Time: 81.41s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:51:33] [Round 019] FedAvg | Acc: 72.04% | Loss: 0.7925 | Time: 73.02s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:52:04] [Round 020] FedAvg | Acc: 70.23% | Loss: 0.8375 | Time: 30.66s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:53:04] [Round 021] FedAvg | Acc: 68.62% | Loss: 0.9482 | Time: 60.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:53:52] [Round 022] FedAvg | Acc: 71.74% | Loss: 0.7901 | Time: 47.81s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:55:09] [Round 023] FedAvg | Acc: 74.94% | Loss: 0.7187 | Time: 76.88s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:56:52] [Round 024] FedAvg | Acc: 73.97% | Loss: 0.7198 | Time: 102.89s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:57:48] [Round 025] FedAvg | Acc: 79.18% | Loss: 0.5876 | Time: 56.50s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:58:32] [Round 026] FedAvg | Acc: 74.78% | Loss: 0.6819 | Time: 43.29s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:59:12] [Round 027] FedAvg | Acc: 73.92% | Loss: 0.7491 | Time: 40.70s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:00:29] [Round 028] FedAvg | Acc: 78.14% | Loss: 0.6072 | Time: 77.24s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:01:23] [Round 029] FedAvg | Acc: 71.02% | Loss: 0.8164 | Time: 53.78s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:02:00] [Round 030] FedAvg | Acc: 76.23% | Loss: 0.6821 | Time: 37.20s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:02:59] [Round 031] FedAvg | Acc: 72.95% | Loss: 0.7620 | Time: 58.08s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:03:28] [Round 032] FedAvg | Acc: 73.42% | Loss: 0.7328 | Time: 29.85s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:04:38] [Round 033] FedAvg | Acc: 71.25% | Loss: 0.7378 | Time: 70.04s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:05:42] [Round 034] FedAvg | Acc: 76.57% | Loss: 0.6736 | Time: 63.12s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:06:14] [Round 035] FedAvg | Acc: 72.07% | Loss: 0.8046 | Time: 31.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:06:56] [Round 036] FedAvg | Acc: 74.95% | Loss: 0.7122 | Time: 42.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:08:08] [Round 037] FedAvg | Acc: 77.45% | Loss: 0.6544 | Time: 72.26s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:08:51] [Round 038] FedAvg | Acc: 78.01% | Loss: 0.6104 | Time: 43.21s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:10:03] [Round 039] FedAvg | Acc: 73.94% | Loss: 0.6698 | Time: 71.69s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:11:01] [Round 040] FedAvg | Acc: 79.96% | Loss: 0.5608 | Time: 57.68s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:11:34] [Round 041] FedAvg | Acc: 72.22% | Loss: 0.7192 | Time: 32.91s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:12:28] [Round 042] FedAvg | Acc: 81.48% | Loss: 0.5129 | Time: 54.42s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:13:12] [Round 043] FedAvg | Acc: 63.49% | Loss: 0.9973 | Time: 44.08s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:14:04] [Round 044] FedAvg | Acc: 76.64% | Loss: 0.7265 | Time: 51.59s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:14:53] [Round 045] FedAvg | Acc: 72.67% | Loss: 0.7809 | Time: 49.40s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:15:59] [Round 046] FedAvg | Acc: 77.86% | Loss: 0.6254 | Time: 66.12s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:16:22] [Round 047] FedAvg | Acc: 79.03% | Loss: 0.6101 | Time: 22.29s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:16:39] [Round 048] FedAvg | Acc: 73.43% | Loss: 0.7546 | Time: 17.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:16:59] [Round 049] FedAvg | Acc: 79.28% | Loss: 0.5864 | Time: 20.02s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:17:10] [Round 050] FedAvg | Acc: 80.21% | Loss: 0.5550 | Time: 10.80s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:17:10] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s2.npz
