[2025-11-27 04:25:23] 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 04:25:23] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 04:27:32] [Round 001] FedAvg | Acc: 61.71% | Loss: 1.3268 | Time: 16.26s | Max GPU Mem: 1506.73 MB
[2025-11-27 04:27:45] [Round 002] FedAvg | Acc: 74.71% | Loss: 0.9462 | Time: 12.81s | Max GPU Mem: 1507.90 MB
[2025-11-27 04:27:57] [Round 003] FedAvg | Acc: 77.51% | Loss: 0.7660 | Time: 12.35s | Max GPU Mem: 1506.83 MB
[2025-11-27 04:28:10] [Round 004] FedAvg | Acc: 78.70% | Loss: 0.6794 | Time: 12.81s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:28:20] [Round 005] FedAvg | Acc: 80.29% | Loss: 0.6288 | Time: 10.56s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:28:32] [Round 006] FedAvg | Acc: 78.46% | Loss: 0.6551 | Time: 12.03s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:28:44] [Round 007] FedAvg | Acc: 78.70% | Loss: 0.6268 | Time: 11.59s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:28:57] [Round 008] FedAvg | Acc: 79.85% | Loss: 0.5773 | Time: 12.70s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:29:15] [Round 009] FedAvg | Acc: 81.39% | Loss: 0.5592 | Time: 18.43s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:29:35] [Round 010] FedAvg | Acc: 79.89% | Loss: 0.5858 | Time: 20.18s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:30:36] [Round 011] FedAvg | Acc: 79.76% | Loss: 0.5867 | Time: 60.18s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:31:51] [Round 012] FedAvg | Acc: 81.69% | Loss: 0.5416 | Time: 75.93s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:32:47] [Round 013] FedAvg | Acc: 83.26% | Loss: 0.5011 | Time: 55.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:34:06] [Round 014] FedAvg | Acc: 83.57% | Loss: 0.4909 | Time: 78.73s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:35:20] [Round 015] FedAvg | Acc: 82.34% | Loss: 0.5191 | Time: 74.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:36:21] [Round 016] FedAvg | Acc: 83.78% | Loss: 0.4863 | Time: 60.53s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:37:33] [Round 017] FedAvg | Acc: 82.68% | Loss: 0.5005 | Time: 72.66s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:38:26] [Round 018] FedAvg | Acc: 81.80% | Loss: 0.5127 | Time: 53.09s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:39:22] [Round 019] FedAvg | Acc: 83.34% | Loss: 0.4795 | Time: 55.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:40:15] [Round 020] FedAvg | Acc: 82.19% | Loss: 0.5129 | Time: 52.67s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:41:10] [Round 021] FedAvg | Acc: 83.84% | Loss: 0.4796 | Time: 55.51s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:42:16] [Round 022] FedAvg | Acc: 83.22% | Loss: 0.4740 | Time: 65.67s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:43:22] [Round 023] FedAvg | Acc: 82.88% | Loss: 0.4876 | Time: 65.61s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:44:27] [Round 024] FedAvg | Acc: 84.16% | Loss: 0.4633 | Time: 65.19s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:45:30] [Round 025] FedAvg | Acc: 84.12% | Loss: 0.4592 | Time: 63.31s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:46:19] [Round 026] FedAvg | Acc: 83.33% | Loss: 0.4695 | Time: 48.49s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:47:26] [Round 027] FedAvg | Acc: 84.35% | Loss: 0.4522 | Time: 67.70s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:48:27] [Round 028] FedAvg | Acc: 84.36% | Loss: 0.4534 | Time: 60.68s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:49:14] [Round 029] FedAvg | Acc: 84.78% | Loss: 0.4406 | Time: 46.90s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:50:13] [Round 030] FedAvg | Acc: 84.56% | Loss: 0.4463 | Time: 59.46s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:51:12] [Round 031] FedAvg | Acc: 84.32% | Loss: 0.4531 | Time: 59.05s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:52:23] [Round 032] FedAvg | Acc: 84.95% | Loss: 0.4401 | Time: 70.14s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:53:32] [Round 033] FedAvg | Acc: 83.54% | Loss: 0.4650 | Time: 69.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:54:29] [Round 034] FedAvg | Acc: 84.77% | Loss: 0.4451 | Time: 57.11s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:55:25] [Round 035] FedAvg | Acc: 85.08% | Loss: 0.4377 | Time: 55.48s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:56:38] [Round 036] FedAvg | Acc: 83.96% | Loss: 0.4481 | Time: 73.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:57:43] [Round 037] FedAvg | Acc: 84.93% | Loss: 0.4309 | Time: 64.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:58:45] [Round 038] FedAvg | Acc: 85.14% | Loss: 0.4253 | Time: 62.09s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:59:39] [Round 039] FedAvg | Acc: 84.25% | Loss: 0.4410 | Time: 54.13s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:00:28] [Round 040] FedAvg | Acc: 84.20% | Loss: 0.4459 | Time: 48.52s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:01:25] [Round 041] FedAvg | Acc: 84.93% | Loss: 0.4394 | Time: 57.46s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:02:25] [Round 042] FedAvg | Acc: 85.11% | Loss: 0.4286 | Time: 59.44s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:03:23] [Round 043] FedAvg | Acc: 83.51% | Loss: 0.4617 | Time: 58.36s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:04:24] [Round 044] FedAvg | Acc: 84.77% | Loss: 0.4351 | Time: 60.99s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:05:24] [Round 045] FedAvg | Acc: 85.06% | Loss: 0.4306 | Time: 59.59s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:06:23] [Round 046] FedAvg | Acc: 85.26% | Loss: 0.4211 | Time: 59.42s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:07:12] [Round 047] FedAvg | Acc: 85.75% | Loss: 0.4116 | Time: 49.17s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:08:11] [Round 048] FedAvg | Acc: 85.72% | Loss: 0.4145 | Time: 59.31s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:09:09] [Round 049] FedAvg | Acc: 86.03% | Loss: 0.4052 | Time: 57.89s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:09:58] [Round 050] FedAvg | Acc: 84.57% | Loss: 0.4361 | Time: 48.55s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:09:58] Saved to runs/run_20251127_001608_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s0.npz
