[2025-11-27 00:17:42] Namespace(method='FedAvg', training_mode='head', dataset='mnist', 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/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 00:17:42] Start: FedAvg | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 00:20:45] [Round 001] FedAvg | Acc: 80.25% | Loss: 1.1797 | Time: 71.47s | Max GPU Mem: 1506.73 MB
[2025-11-27 00:22:02] [Round 002] FedAvg | Acc: 85.89% | Loss: 0.8510 | Time: 76.46s | Max GPU Mem: 1507.92 MB
[2025-11-27 00:23:15] [Round 003] FedAvg | Acc: 87.95% | Loss: 0.6897 | Time: 72.87s | Max GPU Mem: 1506.79 MB
[2025-11-27 00:24:26] [Round 004] FedAvg | Acc: 88.96% | Loss: 0.5962 | Time: 71.25s | Max GPU Mem: 1507.56 MB
[2025-11-27 00:25:43] [Round 005] FedAvg | Acc: 89.87% | Loss: 0.5322 | Time: 77.08s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:27:03] [Round 006] FedAvg | Acc: 90.63% | Loss: 0.4839 | Time: 79.99s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:28:21] [Round 007] FedAvg | Acc: 91.20% | Loss: 0.4500 | Time: 78.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:29:31] [Round 008] FedAvg | Acc: 91.30% | Loss: 0.4268 | Time: 69.39s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:30:36] [Round 009] FedAvg | Acc: 91.73% | Loss: 0.4041 | Time: 65.12s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:31:54] [Round 010] FedAvg | Acc: 92.00% | Loss: 0.3854 | Time: 78.37s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:33:00] [Round 011] FedAvg | Acc: 92.16% | Loss: 0.3704 | Time: 65.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:33:58] [Round 012] FedAvg | Acc: 92.02% | Loss: 0.3585 | Time: 57.95s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:35:01] [Round 013] FedAvg | Acc: 92.61% | Loss: 0.3445 | Time: 62.35s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:36:00] [Round 014] FedAvg | Acc: 92.68% | Loss: 0.3340 | Time: 59.03s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:37:01] [Round 015] FedAvg | Acc: 92.85% | Loss: 0.3264 | Time: 60.89s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:38:08] [Round 016] FedAvg | Acc: 92.88% | Loss: 0.3153 | Time: 67.48s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:39:08] [Round 017] FedAvg | Acc: 93.16% | Loss: 0.3072 | Time: 60.43s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:40:00] [Round 018] FedAvg | Acc: 93.23% | Loss: 0.3001 | Time: 51.50s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:40:58] [Round 019] FedAvg | Acc: 93.35% | Loss: 0.2940 | Time: 58.09s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:41:59] [Round 020] FedAvg | Acc: 93.22% | Loss: 0.2883 | Time: 61.39s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:42:58] [Round 021] FedAvg | Acc: 93.29% | Loss: 0.2826 | Time: 58.95s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:43:59] [Round 022] FedAvg | Acc: 93.55% | Loss: 0.2773 | Time: 60.45s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:44:59] [Round 023] FedAvg | Acc: 93.48% | Loss: 0.2722 | Time: 60.31s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:45:57] [Round 024] FedAvg | Acc: 93.77% | Loss: 0.2676 | Time: 58.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:47:02] [Round 025] FedAvg | Acc: 93.55% | Loss: 0.2646 | Time: 65.07s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:48:04] [Round 026] FedAvg | Acc: 93.78% | Loss: 0.2590 | Time: 61.35s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:49:01] [Round 027] FedAvg | Acc: 93.61% | Loss: 0.2569 | Time: 57.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:49:55] [Round 028] FedAvg | Acc: 93.79% | Loss: 0.2526 | Time: 53.47s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:50:44] [Round 029] FedAvg | Acc: 93.98% | Loss: 0.2488 | Time: 48.70s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:51:36] [Round 030] FedAvg | Acc: 93.78% | Loss: 0.2479 | Time: 52.09s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:52:31] [Round 031] FedAvg | Acc: 94.09% | Loss: 0.2434 | Time: 55.30s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:53:26] [Round 032] FedAvg | Acc: 94.00% | Loss: 0.2407 | Time: 55.51s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:54:21] [Round 033] FedAvg | Acc: 94.07% | Loss: 0.2373 | Time: 54.57s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:55:17] [Round 034] FedAvg | Acc: 94.36% | Loss: 0.2338 | Time: 56.02s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:56:07] [Round 035] FedAvg | Acc: 94.02% | Loss: 0.2343 | Time: 50.00s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:57:01] [Round 036] FedAvg | Acc: 94.14% | Loss: 0.2298 | Time: 54.07s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:57:59] [Round 037] FedAvg | Acc: 94.41% | Loss: 0.2280 | Time: 57.90s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:58:52] [Round 038] FedAvg | Acc: 94.50% | Loss: 0.2247 | Time: 53.00s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:59:49] [Round 039] FedAvg | Acc: 94.65% | Loss: 0.2225 | Time: 56.56s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:00:40] [Round 040] FedAvg | Acc: 94.47% | Loss: 0.2209 | Time: 51.67s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:01:30] [Round 041] FedAvg | Acc: 94.52% | Loss: 0.2182 | Time: 50.11s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:02:24] [Round 042] FedAvg | Acc: 94.61% | Loss: 0.2170 | Time: 53.36s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:03:16] [Round 043] FedAvg | Acc: 94.59% | Loss: 0.2158 | Time: 52.54s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:04:11] [Round 044] FedAvg | Acc: 94.69% | Loss: 0.2144 | Time: 54.80s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:05:13] [Round 045] FedAvg | Acc: 94.65% | Loss: 0.2124 | Time: 61.92s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:06:06] [Round 046] FedAvg | Acc: 94.85% | Loss: 0.2102 | Time: 52.86s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:06:58] [Round 047] FedAvg | Acc: 94.88% | Loss: 0.2081 | Time: 52.32s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:07:50] [Round 048] FedAvg | Acc: 94.94% | Loss: 0.2061 | Time: 52.11s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:08:44] [Round 049] FedAvg | Acc: 94.78% | Loss: 0.2055 | Time: 53.29s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:09:04] [Round 050] FedAvg | Acc: 94.76% | Loss: 0.2046 | Time: 20.01s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:09:04] Saved to runs/run_20251127_001740_resnet18_head/mnist/logs/FedAvg_head_mnist_resnet18_s0.npz
