[2025-11-27 00:14:07] Namespace(method='FedAvg', training_mode='head', dataset='mnist', model_name='resnet18', seed=1, 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/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 00:14:07] Start: FedAvg | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 00:17:12] [Round 001] FedAvg | Acc: 38.22% | Loss: 1.7768 | Time: 73.64s | Max GPU Mem: 1506.73 MB
[2025-11-27 00:18:26] [Round 002] FedAvg | Acc: 46.26% | Loss: 1.4288 | Time: 74.41s | Max GPU Mem: 1507.90 MB
[2025-11-27 00:19:24] [Round 003] FedAvg | Acc: 39.15% | Loss: 1.8133 | Time: 57.49s | Max GPU Mem: 1506.81 MB
[2025-11-27 00:20:19] [Round 004] FedAvg | Acc: 42.54% | Loss: 1.4852 | Time: 54.70s | Max GPU Mem: 1507.56 MB
[2025-11-27 00:21:42] [Round 005] FedAvg | Acc: 55.31% | Loss: 1.4185 | Time: 83.18s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:23:03] [Round 006] FedAvg | Acc: 71.24% | Loss: 0.8848 | Time: 81.04s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:23:53] [Round 007] FedAvg | Acc: 70.01% | Loss: 0.9142 | Time: 49.75s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:24:50] [Round 008] FedAvg | Acc: 80.84% | Loss: 0.6771 | Time: 57.74s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:25:59] [Round 009] FedAvg | Acc: 68.51% | Loss: 0.9359 | Time: 68.85s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:27:10] [Round 010] FedAvg | Acc: 77.62% | Loss: 0.7249 | Time: 70.71s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:28:03] [Round 011] FedAvg | Acc: 74.11% | Loss: 0.7027 | Time: 53.24s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:29:12] [Round 012] FedAvg | Acc: 84.91% | Loss: 0.5647 | Time: 68.83s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:30:10] [Round 013] FedAvg | Acc: 69.69% | Loss: 0.9914 | Time: 58.12s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:31:13] [Round 014] FedAvg | Acc: 71.42% | Loss: 0.7919 | Time: 63.30s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:32:24] [Round 015] FedAvg | Acc: 80.12% | Loss: 0.5958 | Time: 70.56s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:33:29] [Round 016] FedAvg | Acc: 74.18% | Loss: 0.7578 | Time: 64.95s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:34:32] [Round 017] FedAvg | Acc: 74.30% | Loss: 0.7439 | Time: 63.10s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:35:16] [Round 018] FedAvg | Acc: 66.35% | Loss: 0.8682 | Time: 43.72s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:36:05] [Round 019] FedAvg | Acc: 66.59% | Loss: 0.8781 | Time: 49.40s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:37:14] [Round 020] FedAvg | Acc: 78.55% | Loss: 0.6108 | Time: 69.12s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:38:08] [Round 021] FedAvg | Acc: 68.65% | Loss: 0.8632 | Time: 53.57s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:39:21] [Round 022] FedAvg | Acc: 79.77% | Loss: 0.5837 | Time: 72.73s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:40:14] [Round 023] FedAvg | Acc: 83.29% | Loss: 0.5137 | Time: 53.29s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:41:26] [Round 024] FedAvg | Acc: 78.57% | Loss: 0.5731 | Time: 71.68s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:42:33] [Round 025] FedAvg | Acc: 77.60% | Loss: 0.6403 | Time: 67.96s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:43:25] [Round 026] FedAvg | Acc: 77.92% | Loss: 0.6394 | Time: 51.14s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:44:31] [Round 027] FedAvg | Acc: 81.73% | Loss: 0.5758 | Time: 65.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:45:31] [Round 028] FedAvg | Acc: 82.27% | Loss: 0.5123 | Time: 59.92s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:46:22] [Round 029] FedAvg | Acc: 81.20% | Loss: 0.6715 | Time: 51.47s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:47:03] [Round 030] FedAvg | Acc: 81.56% | Loss: 0.5489 | Time: 41.23s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:47:50] [Round 031] FedAvg | Acc: 80.29% | Loss: 0.6881 | Time: 47.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:48:57] [Round 032] FedAvg | Acc: 85.66% | Loss: 0.4607 | Time: 67.08s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:50:06] [Round 033] FedAvg | Acc: 82.11% | Loss: 0.5337 | Time: 68.93s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:50:59] [Round 034] FedAvg | Acc: 81.30% | Loss: 0.5865 | Time: 52.50s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:51:48] [Round 035] FedAvg | Acc: 82.40% | Loss: 0.4895 | Time: 48.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:52:39] [Round 036] FedAvg | Acc: 78.93% | Loss: 0.5325 | Time: 51.08s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:53:22] [Round 037] FedAvg | Acc: 82.72% | Loss: 0.5374 | Time: 43.57s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:54:14] [Round 038] FedAvg | Acc: 78.79% | Loss: 0.5531 | Time: 51.38s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:55:07] [Round 039] FedAvg | Acc: 85.63% | Loss: 0.4007 | Time: 53.77s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:55:51] [Round 040] FedAvg | Acc: 83.38% | Loss: 0.5172 | Time: 43.96s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:56:34] [Round 041] FedAvg | Acc: 80.83% | Loss: 0.5198 | Time: 42.68s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:57:37] [Round 042] FedAvg | Acc: 89.24% | Loss: 0.3740 | Time: 62.62s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:58:40] [Round 043] FedAvg | Acc: 85.01% | Loss: 0.4333 | Time: 63.30s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:59:46] [Round 044] FedAvg | Acc: 89.02% | Loss: 0.3737 | Time: 66.08s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:00:44] [Round 045] FedAvg | Acc: 87.88% | Loss: 0.3844 | Time: 58.43s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:01:37] [Round 046] FedAvg | Acc: 78.39% | Loss: 0.6008 | Time: 52.47s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:01:58] [Round 047] FedAvg | Acc: 81.48% | Loss: 0.4849 | Time: 21.32s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:02:14] [Round 048] FedAvg | Acc: 87.46% | Loss: 0.4115 | Time: 15.29s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:02:30] [Round 049] FedAvg | Acc: 87.91% | Loss: 0.3687 | Time: 16.07s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:02:52] [Round 050] FedAvg | Acc: 86.36% | Loss: 0.3812 | Time: 21.98s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:02:52] Saved to runs/run_20251127_001404_resnet18_head/mnist/logs/FedAvg_head_mnist_resnet18_s1.npz
