[2025-11-27 11:18:15] Namespace(method='FedSophia', training_mode='head', dataset='cifar10', 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/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 11:18:15] Start: FedSophia | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 11:20:40] [Round 001] FedSophia | Acc: 38.63% | Loss: 2.1021 | Time: 30.63s | Max GPU Mem: 1482.35 MB
[2025-11-27 11:21:10] [Round 002] FedSophia | Acc: 63.89% | Loss: 1.7590 | Time: 30.15s | Max GPU Mem: 1482.41 MB
[2025-11-27 11:22:45] [Round 003] FedSophia | Acc: 73.61% | Loss: 1.3976 | Time: 95.19s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:24:28] [Round 004] FedSophia | Acc: 76.11% | Loss: 1.1053 | Time: 102.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:25:41] [Round 005] FedSophia | Acc: 77.04% | Loss: 0.9050 | Time: 73.28s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:27:30] [Round 006] FedSophia | Acc: 77.48% | Loss: 0.7783 | Time: 108.99s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:29:48] [Round 007] FedSophia | Acc: 77.90% | Loss: 0.7015 | Time: 137.69s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:31:44] [Round 008] FedSophia | Acc: 78.19% | Loss: 0.6548 | Time: 116.91s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:33:16] [Round 009] FedSophia | Acc: 78.66% | Loss: 0.6260 | Time: 91.03s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:34:09] [Round 010] FedSophia | Acc: 78.78% | Loss: 0.6085 | Time: 53.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:35:08] [Round 011] FedSophia | Acc: 79.10% | Loss: 0.5975 | Time: 59.45s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:36:09] [Round 012] FedSophia | Acc: 79.36% | Loss: 0.5901 | Time: 60.41s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:37:11] [Round 013] FedSophia | Acc: 79.54% | Loss: 0.5844 | Time: 62.68s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:38:10] [Round 014] FedSophia | Acc: 79.76% | Loss: 0.5796 | Time: 58.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:39:08] [Round 015] FedSophia | Acc: 80.09% | Loss: 0.5744 | Time: 57.64s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:39:58] [Round 016] FedSophia | Acc: 80.40% | Loss: 0.5692 | Time: 50.73s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:40:45] [Round 017] FedSophia | Acc: 80.67% | Loss: 0.5636 | Time: 46.30s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:41:47] [Round 018] FedSophia | Acc: 80.93% | Loss: 0.5583 | Time: 62.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:42:50] [Round 019] FedSophia | Acc: 81.20% | Loss: 0.5529 | Time: 62.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:44:10] [Round 020] FedSophia | Acc: 81.42% | Loss: 0.5471 | Time: 80.62s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:45:17] [Round 021] FedSophia | Acc: 81.65% | Loss: 0.5417 | Time: 67.13s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:46:24] [Round 022] FedSophia | Acc: 81.83% | Loss: 0.5371 | Time: 66.45s | Max GPU Mem: 1482.45 MB
