[2025-11-27 04:37:06] 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_001740_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 04:37:06] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 04:40:01] [Round 001] FedAvg | Acc: 78.24% | Loss: 0.9069 | Time: 63.07s | Max GPU Mem: 1506.73 MB
[2025-11-27 04:41:05] [Round 002] FedAvg | Acc: 80.01% | Loss: 0.7210 | Time: 63.71s | Max GPU Mem: 1507.92 MB
[2025-11-27 04:42:07] [Round 003] FedAvg | Acc: 80.96% | Loss: 0.6437 | Time: 62.28s | Max GPU Mem: 1506.81 MB
[2025-11-27 04:43:13] [Round 004] FedAvg | Acc: 81.75% | Loss: 0.6021 | Time: 66.34s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:44:23] [Round 005] FedAvg | Acc: 81.87% | Loss: 0.5763 | Time: 70.16s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:45:30] [Round 006] FedAvg | Acc: 82.52% | Loss: 0.5525 | Time: 66.12s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:46:37] [Round 007] FedAvg | Acc: 82.89% | Loss: 0.5353 | Time: 67.18s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:47:49] [Round 008] FedAvg | Acc: 83.09% | Loss: 0.5224 | Time: 72.42s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:48:57] [Round 009] FedAvg | Acc: 83.16% | Loss: 0.5114 | Time: 67.38s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:50:19] [Round 010] FedAvg | Acc: 83.58% | Loss: 0.4993 | Time: 82.62s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:51:24] [Round 011] FedAvg | Acc: 83.58% | Loss: 0.4922 | Time: 65.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:52:29] [Round 012] FedAvg | Acc: 83.88% | Loss: 0.4833 | Time: 65.07s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:53:30] [Round 013] FedAvg | Acc: 84.16% | Loss: 0.4754 | Time: 60.33s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:54:35] [Round 014] FedAvg | Acc: 84.28% | Loss: 0.4717 | Time: 65.17s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:55:32] [Round 015] FedAvg | Acc: 84.46% | Loss: 0.4642 | Time: 56.65s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:56:39] [Round 016] FedAvg | Acc: 84.64% | Loss: 0.4591 | Time: 67.66s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:57:37] [Round 017] FedAvg | Acc: 84.75% | Loss: 0.4549 | Time: 57.64s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:58:35] [Round 018] FedAvg | Acc: 84.88% | Loss: 0.4507 | Time: 58.45s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:59:29] [Round 019] FedAvg | Acc: 84.78% | Loss: 0.4465 | Time: 54.21s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:00:30] [Round 020] FedAvg | Acc: 85.02% | Loss: 0.4452 | Time: 60.21s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:01:27] [Round 021] FedAvg | Acc: 85.00% | Loss: 0.4422 | Time: 56.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:02:26] [Round 022] FedAvg | Acc: 85.23% | Loss: 0.4375 | Time: 59.29s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:03:26] [Round 023] FedAvg | Acc: 85.30% | Loss: 0.4334 | Time: 60.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:04:21] [Round 024] FedAvg | Acc: 85.20% | Loss: 0.4304 | Time: 54.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:05:10] [Round 025] FedAvg | Acc: 85.30% | Loss: 0.4280 | Time: 49.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:06:10] [Round 026] FedAvg | Acc: 85.29% | Loss: 0.4248 | Time: 59.81s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:07:01] [Round 027] FedAvg | Acc: 85.50% | Loss: 0.4235 | Time: 50.98s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:07:54] [Round 028] FedAvg | Acc: 85.66% | Loss: 0.4216 | Time: 52.71s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:08:49] [Round 029] FedAvg | Acc: 85.60% | Loss: 0.4190 | Time: 55.47s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:09:44] [Round 030] FedAvg | Acc: 85.72% | Loss: 0.4166 | Time: 55.43s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:10:41] [Round 031] FedAvg | Acc: 85.67% | Loss: 0.4143 | Time: 56.50s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:11:29] [Round 032] FedAvg | Acc: 85.74% | Loss: 0.4131 | Time: 48.12s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:12:29] [Round 033] FedAvg | Acc: 85.72% | Loss: 0.4109 | Time: 59.77s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:13:26] [Round 034] FedAvg | Acc: 85.80% | Loss: 0.4109 | Time: 56.91s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:14:23] [Round 035] FedAvg | Acc: 85.90% | Loss: 0.4079 | Time: 57.39s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:15:25] [Round 036] FedAvg | Acc: 85.91% | Loss: 0.4056 | Time: 61.64s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:16:19] [Round 037] FedAvg | Acc: 86.04% | Loss: 0.4047 | Time: 54.25s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:17:15] [Round 038] FedAvg | Acc: 86.05% | Loss: 0.4056 | Time: 55.73s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:18:05] [Round 039] FedAvg | Acc: 86.14% | Loss: 0.4014 | Time: 50.71s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:19:05] [Round 040] FedAvg | Acc: 86.32% | Loss: 0.4021 | Time: 59.96s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:20:04] [Round 041] FedAvg | Acc: 86.26% | Loss: 0.3988 | Time: 58.75s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:20:59] [Round 042] FedAvg | Acc: 86.31% | Loss: 0.3978 | Time: 55.24s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:21:56] [Round 043] FedAvg | Acc: 86.25% | Loss: 0.3991 | Time: 56.52s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:22:46] [Round 044] FedAvg | Acc: 86.50% | Loss: 0.3959 | Time: 50.19s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:23:48] [Round 045] FedAvg | Acc: 86.41% | Loss: 0.3932 | Time: 61.80s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:24:51] [Round 046] FedAvg | Acc: 86.49% | Loss: 0.3939 | Time: 62.99s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:25:22] [Round 047] FedAvg | Acc: 86.50% | Loss: 0.3928 | Time: 30.89s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:25:44] [Round 048] FedAvg | Acc: 86.59% | Loss: 0.3918 | Time: 22.64s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:26:06] [Round 049] FedAvg | Acc: 86.53% | Loss: 0.3901 | Time: 21.48s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:26:20] [Round 050] FedAvg | Acc: 86.62% | Loss: 0.3891 | Time: 13.87s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:26:20] Saved to runs/run_20251127_001740_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s2.npz
