[2025-11-27 04:27:04] Namespace(method='FedAvg', training_mode='head', dataset='fashionmnist', 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 04:27:04] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 04:29:14] [Round 001] FedAvg | Acc: 54.51% | Loss: 1.3681 | Time: 17.69s | Max GPU Mem: 1506.73 MB
[2025-11-27 04:29:35] [Round 002] FedAvg | Acc: 66.68% | Loss: 1.0164 | Time: 21.74s | Max GPU Mem: 1507.92 MB
[2025-11-27 04:30:35] [Round 003] FedAvg | Acc: 78.96% | Loss: 0.7899 | Time: 60.14s | Max GPU Mem: 1506.81 MB
[2025-11-27 04:31:38] [Round 004] FedAvg | Acc: 71.55% | Loss: 0.8173 | Time: 62.58s | Max GPU Mem: 1507.56 MB
[2025-11-27 04:32:45] [Round 005] FedAvg | Acc: 75.60% | Loss: 0.7194 | Time: 66.85s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:33:54] [Round 006] FedAvg | Acc: 79.39% | Loss: 0.6450 | Time: 69.16s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:34:48] [Round 007] FedAvg | Acc: 76.95% | Loss: 0.6712 | Time: 53.78s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:36:20] [Round 008] FedAvg | Acc: 80.08% | Loss: 0.6048 | Time: 92.49s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:37:34] [Round 009] FedAvg | Acc: 78.79% | Loss: 0.6230 | Time: 73.75s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:38:33] [Round 010] FedAvg | Acc: 81.50% | Loss: 0.5624 | Time: 58.59s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:39:24] [Round 011] FedAvg | Acc: 81.20% | Loss: 0.5653 | Time: 51.61s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:40:17] [Round 012] FedAvg | Acc: 80.94% | Loss: 0.5725 | Time: 52.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:41:10] [Round 013] FedAvg | Acc: 81.06% | Loss: 0.5552 | Time: 53.54s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:42:11] [Round 014] FedAvg | Acc: 80.58% | Loss: 0.5611 | Time: 60.84s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:43:03] [Round 015] FedAvg | Acc: 80.01% | Loss: 0.5722 | Time: 52.34s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:43:42] [Round 016] FedAvg | Acc: 83.08% | Loss: 0.5047 | Time: 39.14s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:44:45] [Round 017] FedAvg | Acc: 83.31% | Loss: 0.5040 | Time: 62.60s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:45:48] [Round 018] FedAvg | Acc: 83.03% | Loss: 0.5076 | Time: 63.02s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:46:36] [Round 019] FedAvg | Acc: 81.45% | Loss: 0.5345 | Time: 47.97s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:47:33] [Round 020] FedAvg | Acc: 81.63% | Loss: 0.5347 | Time: 57.24s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:48:28] [Round 021] FedAvg | Acc: 82.64% | Loss: 0.5076 | Time: 54.74s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:49:20] [Round 022] FedAvg | Acc: 81.12% | Loss: 0.5396 | Time: 51.64s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:50:16] [Round 023] FedAvg | Acc: 82.15% | Loss: 0.5149 | Time: 56.09s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:51:11] [Round 024] FedAvg | Acc: 83.55% | Loss: 0.4752 | Time: 55.66s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:52:23] [Round 025] FedAvg | Acc: 82.28% | Loss: 0.5164 | Time: 71.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:53:21] [Round 026] FedAvg | Acc: 83.41% | Loss: 0.4880 | Time: 58.13s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:54:03] [Round 027] FedAvg | Acc: 82.83% | Loss: 0.4922 | Time: 42.18s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:55:04] [Round 028] FedAvg | Acc: 82.78% | Loss: 0.4969 | Time: 61.44s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:56:00] [Round 029] FedAvg | Acc: 83.76% | Loss: 0.4648 | Time: 56.08s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:57:09] [Round 030] FedAvg | Acc: 82.70% | Loss: 0.5079 | Time: 68.61s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:58:22] [Round 031] FedAvg | Acc: 83.66% | Loss: 0.4788 | Time: 72.69s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:59:25] [Round 032] FedAvg | Acc: 84.41% | Loss: 0.4516 | Time: 62.96s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:00:28] [Round 033] FedAvg | Acc: 82.74% | Loss: 0.4939 | Time: 63.12s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:01:42] [Round 034] FedAvg | Acc: 83.99% | Loss: 0.4618 | Time: 74.60s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:02:48] [Round 035] FedAvg | Acc: 83.85% | Loss: 0.4697 | Time: 65.35s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:03:53] [Round 036] FedAvg | Acc: 84.96% | Loss: 0.4371 | Time: 65.26s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:04:53] [Round 037] FedAvg | Acc: 84.52% | Loss: 0.4490 | Time: 59.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:06:12] [Round 038] FedAvg | Acc: 83.21% | Loss: 0.4862 | Time: 79.26s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:07:11] [Round 039] FedAvg | Acc: 84.90% | Loss: 0.4391 | Time: 59.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:08:16] [Round 040] FedAvg | Acc: 82.47% | Loss: 0.4945 | Time: 65.40s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:09:54] [Round 041] FedAvg | Acc: 85.01% | Loss: 0.4384 | Time: 97.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:10:18] [Round 042] FedAvg | Acc: 84.93% | Loss: 0.4378 | Time: 23.81s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:10:41] [Round 043] FedAvg | Acc: 84.62% | Loss: 0.4442 | Time: 23.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:10:57] [Round 044] FedAvg | Acc: 85.27% | Loss: 0.4342 | Time: 15.84s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:11:24] [Round 045] FedAvg | Acc: 85.11% | Loss: 0.4383 | Time: 27.17s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:12:29] [Round 046] FedAvg | Acc: 83.90% | Loss: 0.4577 | Time: 65.34s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:13:20] [Round 047] FedAvg | Acc: 83.94% | Loss: 0.4593 | Time: 50.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:14:15] [Round 048] FedAvg | Acc: 84.77% | Loss: 0.4373 | Time: 55.49s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:15:11] [Round 049] FedAvg | Acc: 85.59% | Loss: 0.4184 | Time: 55.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:16:08] [Round 050] FedAvg | Acc: 84.79% | Loss: 0.4321 | Time: 57.51s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:16:08] Saved to runs/run_20251127_001608_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s1.npz
