[2025-11-27 04:36:53] 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_001740_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 04:36:53] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 04:38:56] [Round 001] FedAvg | Acc: 78.86% | Loss: 0.9102 | Time: 22.17s | Max GPU Mem: 1506.73 MB
[2025-11-27 04:40:01] [Round 002] FedAvg | Acc: 79.84% | Loss: 0.7276 | Time: 64.32s | Max GPU Mem: 1507.94 MB
[2025-11-27 04:41:07] [Round 003] FedAvg | Acc: 80.73% | Loss: 0.6471 | Time: 66.53s | Max GPU Mem: 1506.81 MB
[2025-11-27 04:42:11] [Round 004] FedAvg | Acc: 81.39% | Loss: 0.6026 | Time: 63.60s | Max GPU Mem: 1507.56 MB
[2025-11-27 04:43:21] [Round 005] FedAvg | Acc: 82.18% | Loss: 0.5723 | Time: 70.68s | Max GPU Mem: 1507.44 MB
[2025-11-27 04:44:30] [Round 006] FedAvg | Acc: 82.16% | Loss: 0.5550 | Time: 68.71s | Max GPU Mem: 1507.31 MB
[2025-11-27 04:45:49] [Round 007] FedAvg | Acc: 82.79% | Loss: 0.5350 | Time: 79.01s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:47:05] [Round 008] FedAvg | Acc: 83.18% | Loss: 0.5200 | Time: 75.81s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:48:17] [Round 009] FedAvg | Acc: 83.44% | Loss: 0.5085 | Time: 71.78s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:49:25] [Round 010] FedAvg | Acc: 83.63% | Loss: 0.4989 | Time: 68.52s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:50:35] [Round 011] FedAvg | Acc: 83.62% | Loss: 0.4912 | Time: 69.40s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:51:40] [Round 012] FedAvg | Acc: 83.97% | Loss: 0.4825 | Time: 65.25s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:52:44] [Round 013] FedAvg | Acc: 84.30% | Loss: 0.4767 | Time: 64.13s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:53:58] [Round 014] FedAvg | Acc: 84.25% | Loss: 0.4712 | Time: 73.88s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:55:07] [Round 015] FedAvg | Acc: 84.37% | Loss: 0.4640 | Time: 68.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:56:11] [Round 016] FedAvg | Acc: 84.56% | Loss: 0.4581 | Time: 64.19s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:57:16] [Round 017] FedAvg | Acc: 84.69% | Loss: 0.4536 | Time: 64.87s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:58:13] [Round 018] FedAvg | Acc: 84.72% | Loss: 0.4504 | Time: 57.21s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:59:08] [Round 019] FedAvg | Acc: 84.90% | Loss: 0.4481 | Time: 55.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:00:09] [Round 020] FedAvg | Acc: 85.02% | Loss: 0.4426 | Time: 60.77s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:01:11] [Round 021] FedAvg | Acc: 85.17% | Loss: 0.4411 | Time: 61.54s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:02:17] [Round 022] FedAvg | Acc: 85.29% | Loss: 0.4365 | Time: 66.40s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:03:10] [Round 023] FedAvg | Acc: 85.38% | Loss: 0.4339 | Time: 53.09s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:04:00] [Round 024] FedAvg | Acc: 85.41% | Loss: 0.4318 | Time: 49.58s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:04:54] [Round 025] FedAvg | Acc: 85.42% | Loss: 0.4293 | Time: 54.80s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:05:47] [Round 026] FedAvg | Acc: 85.57% | Loss: 0.4259 | Time: 52.50s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:06:43] [Round 027] FedAvg | Acc: 85.39% | Loss: 0.4241 | Time: 55.85s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:07:33] [Round 028] FedAvg | Acc: 85.49% | Loss: 0.4211 | Time: 50.64s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:08:30] [Round 029] FedAvg | Acc: 85.60% | Loss: 0.4188 | Time: 56.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:09:22] [Round 030] FedAvg | Acc: 85.80% | Loss: 0.4170 | Time: 52.10s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:10:16] [Round 031] FedAvg | Acc: 85.70% | Loss: 0.4157 | Time: 54.32s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:11:10] [Round 032] FedAvg | Acc: 85.86% | Loss: 0.4132 | Time: 53.90s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:12:06] [Round 033] FedAvg | Acc: 85.80% | Loss: 0.4118 | Time: 56.34s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:13:04] [Round 034] FedAvg | Acc: 85.91% | Loss: 0.4099 | Time: 57.77s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:13:54] [Round 035] FedAvg | Acc: 86.03% | Loss: 0.4081 | Time: 50.29s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:14:48] [Round 036] FedAvg | Acc: 86.10% | Loss: 0.4059 | Time: 53.69s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:15:43] [Round 037] FedAvg | Acc: 86.05% | Loss: 0.4050 | Time: 55.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:16:38] [Round 038] FedAvg | Acc: 86.22% | Loss: 0.4031 | Time: 54.61s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:17:32] [Round 039] FedAvg | Acc: 86.14% | Loss: 0.4028 | Time: 53.80s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:18:23] [Round 040] FedAvg | Acc: 86.14% | Loss: 0.3999 | Time: 50.89s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:19:15] [Round 041] FedAvg | Acc: 86.30% | Loss: 0.3993 | Time: 52.93s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:20:08] [Round 042] FedAvg | Acc: 86.28% | Loss: 0.3978 | Time: 52.59s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:21:02] [Round 043] FedAvg | Acc: 86.45% | Loss: 0.3968 | Time: 54.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:21:57] [Round 044] FedAvg | Acc: 86.23% | Loss: 0.3976 | Time: 54.76s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:22:48] [Round 045] FedAvg | Acc: 86.49% | Loss: 0.3949 | Time: 50.82s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:23:49] [Round 046] FedAvg | Acc: 86.59% | Loss: 0.3944 | Time: 61.31s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:24:50] [Round 047] FedAvg | Acc: 86.55% | Loss: 0.3921 | Time: 61.02s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:25:22] [Round 048] FedAvg | Acc: 86.58% | Loss: 0.3912 | Time: 31.80s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:25:44] [Round 049] FedAvg | Acc: 86.47% | Loss: 0.3924 | Time: 22.19s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:26:05] [Round 050] FedAvg | Acc: 86.63% | Loss: 0.3896 | Time: 20.54s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:26:05] Saved to runs/run_20251127_001740_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s1.npz
