[2025-11-27 04:36:01] 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_001740_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 04:36:01] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 04:38:05] [Round 001] FedAvg | Acc: 78.11% | Loss: 0.9534 | Time: 11.99s | Max GPU Mem: 1506.73 MB
[2025-11-27 04:38:17] [Round 002] FedAvg | Acc: 80.12% | Loss: 0.7289 | Time: 12.22s | Max GPU Mem: 1507.92 MB
[2025-11-27 04:38:30] [Round 003] FedAvg | Acc: 80.23% | Loss: 0.6473 | Time: 12.60s | Max GPU Mem: 1506.81 MB
[2025-11-27 04:38:49] [Round 004] FedAvg | Acc: 81.41% | Loss: 0.6009 | Time: 19.02s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:39:42] [Round 005] FedAvg | Acc: 82.25% | Loss: 0.5683 | Time: 53.82s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:40:54] [Round 006] FedAvg | Acc: 82.41% | Loss: 0.5488 | Time: 71.70s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:41:58] [Round 007] FedAvg | Acc: 82.89% | Loss: 0.5327 | Time: 64.02s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:42:53] [Round 008] FedAvg | Acc: 83.27% | Loss: 0.5171 | Time: 54.55s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:43:33] [Round 009] FedAvg | Acc: 83.54% | Loss: 0.5078 | Time: 40.63s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:44:29] [Round 010] FedAvg | Acc: 83.61% | Loss: 0.4964 | Time: 55.90s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:45:25] [Round 011] FedAvg | Acc: 83.78% | Loss: 0.4877 | Time: 55.70s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:46:19] [Round 012] FedAvg | Acc: 83.87% | Loss: 0.4822 | Time: 53.69s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:47:06] [Round 013] FedAvg | Acc: 84.25% | Loss: 0.4732 | Time: 47.79s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:47:54] [Round 014] FedAvg | Acc: 84.14% | Loss: 0.4690 | Time: 47.21s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:48:48] [Round 015] FedAvg | Acc: 84.23% | Loss: 0.4640 | Time: 54.41s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:49:28] [Round 016] FedAvg | Acc: 84.47% | Loss: 0.4579 | Time: 40.30s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:50:19] [Round 017] FedAvg | Acc: 84.69% | Loss: 0.4546 | Time: 50.64s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:51:07] [Round 018] FedAvg | Acc: 84.82% | Loss: 0.4506 | Time: 48.25s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:51:52] [Round 019] FedAvg | Acc: 84.78% | Loss: 0.4465 | Time: 44.93s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:52:42] [Round 020] FedAvg | Acc: 84.94% | Loss: 0.4453 | Time: 49.67s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:53:33] [Round 021] FedAvg | Acc: 85.04% | Loss: 0.4422 | Time: 51.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:54:27] [Round 022] FedAvg | Acc: 85.09% | Loss: 0.4385 | Time: 53.40s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:55:12] [Round 023] FedAvg | Acc: 85.21% | Loss: 0.4358 | Time: 45.61s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:56:12] [Round 024] FedAvg | Acc: 85.32% | Loss: 0.4309 | Time: 59.47s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:57:14] [Round 025] FedAvg | Acc: 85.33% | Loss: 0.4287 | Time: 62.07s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:58:10] [Round 026] FedAvg | Acc: 85.47% | Loss: 0.4259 | Time: 56.11s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:59:04] [Round 027] FedAvg | Acc: 85.51% | Loss: 0.4250 | Time: 54.45s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:00:07] [Round 028] FedAvg | Acc: 85.51% | Loss: 0.4212 | Time: 62.73s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:01:09] [Round 029] FedAvg | Acc: 85.42% | Loss: 0.4203 | Time: 62.39s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:02:17] [Round 030] FedAvg | Acc: 85.67% | Loss: 0.4186 | Time: 67.20s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:03:26] [Round 031] FedAvg | Acc: 85.87% | Loss: 0.4158 | Time: 69.48s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:04:39] [Round 032] FedAvg | Acc: 85.71% | Loss: 0.4142 | Time: 72.40s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:05:45] [Round 033] FedAvg | Acc: 85.92% | Loss: 0.4116 | Time: 66.39s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:06:46] [Round 034] FedAvg | Acc: 85.88% | Loss: 0.4094 | Time: 61.10s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:07:52] [Round 035] FedAvg | Acc: 85.93% | Loss: 0.4086 | Time: 65.94s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:08:54] [Round 036] FedAvg | Acc: 86.04% | Loss: 0.4081 | Time: 62.33s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:09:57] [Round 037] FedAvg | Acc: 86.00% | Loss: 0.4042 | Time: 62.20s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:11:02] [Round 038] FedAvg | Acc: 86.04% | Loss: 0.4037 | Time: 65.69s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:12:08] [Round 039] FedAvg | Acc: 85.99% | Loss: 0.4052 | Time: 65.45s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:13:17] [Round 040] FedAvg | Acc: 86.09% | Loss: 0.4011 | Time: 69.35s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:14:23] [Round 041] FedAvg | Acc: 86.14% | Loss: 0.4002 | Time: 66.11s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:15:32] [Round 042] FedAvg | Acc: 86.34% | Loss: 0.4003 | Time: 69.38s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:16:36] [Round 043] FedAvg | Acc: 86.23% | Loss: 0.3962 | Time: 63.97s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:17:41] [Round 044] FedAvg | Acc: 86.22% | Loss: 0.3965 | Time: 64.96s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:18:50] [Round 045] FedAvg | Acc: 86.41% | Loss: 0.3956 | Time: 68.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:20:05] [Round 046] FedAvg | Acc: 86.39% | Loss: 0.3938 | Time: 75.30s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:21:12] [Round 047] FedAvg | Acc: 86.37% | Loss: 0.3943 | Time: 66.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:22:38] [Round 048] FedAvg | Acc: 86.35% | Loss: 0.3924 | Time: 85.43s | Max GPU Mem: 1507.58 MB
[2025-11-27 05:23:49] [Round 049] FedAvg | Acc: 86.54% | Loss: 0.3894 | Time: 70.97s | Max GPU Mem: 1507.46 MB
[2025-11-27 05:25:06] [Round 050] FedAvg | Acc: 86.56% | Loss: 0.3892 | Time: 77.80s | Max GPU Mem: 1507.33 MB
[2025-11-27 05:25:06] Saved to runs/run_20251127_001740_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s0.npz
