[2025-11-27 11:19:28] Namespace(method='FedSophia', training_mode='head', dataset='cifar10', 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/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 11:19:28] Start: FedSophia | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 11:23:20] [Round 001] FedSophia | Acc: 32.64% | Loss: 2.1054 | Time: 117.89s | Max GPU Mem: 1482.35 MB
[2025-11-27 11:25:00] [Round 002] FedSophia | Acc: 67.29% | Loss: 1.7616 | Time: 100.84s | Max GPU Mem: 1482.37 MB
[2025-11-27 11:27:29] [Round 003] FedSophia | Acc: 74.87% | Loss: 1.3946 | Time: 148.66s | Max GPU Mem: 1482.41 MB
[2025-11-27 11:29:49] [Round 004] FedSophia | Acc: 76.50% | Loss: 1.1003 | Time: 139.91s | Max GPU Mem: 1482.43 MB
[2025-11-27 11:31:50] [Round 005] FedSophia | Acc: 76.98% | Loss: 0.9013 | Time: 121.17s | Max GPU Mem: 1482.43 MB
[2025-11-27 11:33:24] [Round 006] FedSophia | Acc: 77.21% | Loss: 0.7772 | Time: 93.45s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:34:50] [Round 007] FedSophia | Acc: 77.53% | Loss: 0.7019 | Time: 86.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:36:07] [Round 008] FedSophia | Acc: 77.89% | Loss: 0.6563 | Time: 77.03s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:37:13] [Round 009] FedSophia | Acc: 78.27% | Loss: 0.6275 | Time: 66.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:38:16] [Round 010] FedSophia | Acc: 78.60% | Loss: 0.6082 | Time: 62.89s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:39:14] [Round 011] FedSophia | Acc: 79.05% | Loss: 0.5950 | Time: 57.96s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:40:16] [Round 012] FedSophia | Acc: 79.38% | Loss: 0.5859 | Time: 62.43s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:41:18] [Round 013] FedSophia | Acc: 79.77% | Loss: 0.5790 | Time: 61.31s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:42:23] [Round 014] FedSophia | Acc: 80.02% | Loss: 0.5731 | Time: 65.27s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:43:17] [Round 015] FedSophia | Acc: 80.36% | Loss: 0.5685 | Time: 54.13s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:44:13] [Round 016] FedSophia | Acc: 80.56% | Loss: 0.5645 | Time: 56.51s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:45:17] [Round 017] FedSophia | Acc: 80.86% | Loss: 0.5603 | Time: 63.70s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:46:11] [Round 018] FedSophia | Acc: 81.10% | Loss: 0.5557 | Time: 53.99s | Max GPU Mem: 1482.45 MB
[2025-11-27 11:47:02] [Round 019] FedSophia | Acc: 81.30% | Loss: 0.5516 | Time: 51.07s | Max GPU Mem: 1482.45 MB
