[2025-11-27 03:28:14] Namespace(method='FedAvg', training_mode='head', dataset='fashionmnist', model_name='resnet18', seed=0, 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 03:28:14] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 03:29:43] [Round 001] FedAvg | Acc: 46.45% | Loss: 1.8466 | Time: 15.22s | Max GPU Mem: 1506.73 MB
[2025-11-27 03:29:53] [Round 002] FedAvg | Acc: 41.30% | Loss: 1.8168 | Time: 9.86s | Max GPU Mem: 1507.90 MB
[2025-11-27 03:30:06] [Round 003] FedAvg | Acc: 50.56% | Loss: 1.2555 | Time: 13.28s | Max GPU Mem: 1506.81 MB
[2025-11-27 03:30:29] [Round 004] FedAvg | Acc: 45.99% | Loss: 1.5771 | Time: 22.74s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:30:56] [Round 005] FedAvg | Acc: 67.40% | Loss: 1.0010 | Time: 26.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:32:09] [Round 006] FedAvg | Acc: 57.68% | Loss: 1.2244 | Time: 73.02s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:33:21] [Round 007] FedAvg | Acc: 51.52% | Loss: 1.1722 | Time: 72.27s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:34:39] [Round 008] FedAvg | Acc: 67.06% | Loss: 0.9321 | Time: 78.20s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:35:55] [Round 009] FedAvg | Acc: 72.65% | Loss: 0.7997 | Time: 75.70s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:36:51] [Round 010] FedAvg | Acc: 52.38% | Loss: 1.5533 | Time: 56.21s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:37:37] [Round 011] FedAvg | Acc: 67.50% | Loss: 0.9881 | Time: 45.69s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:38:31] [Round 012] FedAvg | Acc: 68.17% | Loss: 0.7960 | Time: 54.05s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:39:44] [Round 013] FedAvg | Acc: 72.86% | Loss: 0.7623 | Time: 72.90s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:40:37] [Round 014] FedAvg | Acc: 73.67% | Loss: 0.7607 | Time: 53.88s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:41:38] [Round 015] FedAvg | Acc: 64.39% | Loss: 0.9236 | Time: 60.36s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:42:32] [Round 016] FedAvg | Acc: 65.67% | Loss: 0.8649 | Time: 54.53s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:43:24] [Round 017] FedAvg | Acc: 62.63% | Loss: 1.1867 | Time: 52.00s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:44:39] [Round 018] FedAvg | Acc: 76.64% | Loss: 0.7275 | Time: 74.80s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:45:52] [Round 019] FedAvg | Acc: 73.98% | Loss: 0.6919 | Time: 72.36s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:46:53] [Round 020] FedAvg | Acc: 72.01% | Loss: 0.7479 | Time: 61.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:48:01] [Round 021] FedAvg | Acc: 75.23% | Loss: 0.6867 | Time: 68.23s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:48:58] [Round 022] FedAvg | Acc: 70.45% | Loss: 0.7601 | Time: 56.53s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:49:47] [Round 023] FedAvg | Acc: 71.43% | Loss: 0.7877 | Time: 48.56s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:50:46] [Round 024] FedAvg | Acc: 71.57% | Loss: 0.7540 | Time: 59.91s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:51:53] [Round 025] FedAvg | Acc: 78.32% | Loss: 0.6099 | Time: 66.26s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:53:03] [Round 026] FedAvg | Acc: 77.82% | Loss: 0.6288 | Time: 70.32s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:54:18] [Round 027] FedAvg | Acc: 73.71% | Loss: 0.6807 | Time: 75.29s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:55:06] [Round 028] FedAvg | Acc: 75.17% | Loss: 0.6828 | Time: 48.02s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:56:03] [Round 029] FedAvg | Acc: 75.78% | Loss: 0.6557 | Time: 56.37s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:56:55] [Round 030] FedAvg | Acc: 76.02% | Loss: 0.6115 | Time: 52.29s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:57:49] [Round 031] FedAvg | Acc: 70.43% | Loss: 0.7974 | Time: 54.22s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:59:10] [Round 032] FedAvg | Acc: 77.76% | Loss: 0.6407 | Time: 80.45s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:00:19] [Round 033] FedAvg | Acc: 75.04% | Loss: 0.6628 | Time: 69.04s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:01:23] [Round 034] FedAvg | Acc: 80.99% | Loss: 0.5463 | Time: 64.02s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:02:19] [Round 035] FedAvg | Acc: 81.85% | Loss: 0.5362 | Time: 56.11s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:03:31] [Round 036] FedAvg | Acc: 81.54% | Loss: 0.5255 | Time: 71.80s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:04:47] [Round 037] FedAvg | Acc: 70.10% | Loss: 0.7628 | Time: 76.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:05:48] [Round 038] FedAvg | Acc: 67.00% | Loss: 0.8786 | Time: 61.20s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:06:57] [Round 039] FedAvg | Acc: 79.55% | Loss: 0.5717 | Time: 68.38s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:07:52] [Round 040] FedAvg | Acc: 75.89% | Loss: 0.6784 | Time: 55.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:08:42] [Round 041] FedAvg | Acc: 76.88% | Loss: 0.6177 | Time: 49.54s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:09:37] [Round 042] FedAvg | Acc: 77.37% | Loss: 0.6098 | Time: 55.22s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:10:21] [Round 043] FedAvg | Acc: 79.97% | Loss: 0.5612 | Time: 44.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:11:03] [Round 044] FedAvg | Acc: 75.68% | Loss: 0.6807 | Time: 42.38s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:11:42] [Round 045] FedAvg | Acc: 80.09% | Loss: 0.5429 | Time: 38.41s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:12:31] [Round 046] FedAvg | Acc: 77.59% | Loss: 0.6434 | Time: 48.79s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:13:13] [Round 047] FedAvg | Acc: 75.17% | Loss: 0.6914 | Time: 42.91s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:14:02] [Round 048] FedAvg | Acc: 74.74% | Loss: 0.7108 | Time: 48.52s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:14:51] [Round 049] FedAvg | Acc: 80.37% | Loss: 0.5552 | Time: 48.75s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:15:56] [Round 050] FedAvg | Acc: 81.96% | Loss: 0.5113 | Time: 64.95s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:15:56] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s0.npz
