[2025-11-27 10:05:24] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 10:05:24] Start: FedSophia | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:08:11] [Round 001] FedSophia | Acc: 21.02% | Loss: 2.1512 | Time: 53.51s | Max GPU Mem: 1482.35 MB
[2025-11-27 10:08:50] [Round 002] FedSophia | Acc: 43.92% | Loss: 1.9119 | Time: 38.53s | Max GPU Mem: 1482.39 MB
[2025-11-27 10:09:58] [Round 003] FedSophia | Acc: 58.93% | Loss: 1.6127 | Time: 68.38s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:10:54] [Round 004] FedSophia | Acc: 65.46% | Loss: 1.3286 | Time: 55.80s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:12:08] [Round 005] FedSophia | Acc: 69.83% | Loss: 1.0983 | Time: 74.40s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:13:01] [Round 006] FedSophia | Acc: 72.37% | Loss: 0.9352 | Time: 53.26s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:14:00] [Round 007] FedSophia | Acc: 74.78% | Loss: 0.8112 | Time: 58.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:14:57] [Round 008] FedSophia | Acc: 76.70% | Loss: 0.7205 | Time: 57.09s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:15:58] [Round 009] FedSophia | Acc: 77.85% | Loss: 0.6584 | Time: 60.59s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:16:56] [Round 010] FedSophia | Acc: 78.62% | Loss: 0.6238 | Time: 58.44s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:18:02] [Round 011] FedSophia | Acc: 78.69% | Loss: 0.6072 | Time: 65.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:18:46] [Round 012] FedSophia | Acc: 78.93% | Loss: 0.5951 | Time: 43.69s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:19:40] [Round 013] FedSophia | Acc: 79.03% | Loss: 0.5916 | Time: 54.30s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:20:18] [Round 014] FedSophia | Acc: 79.32% | Loss: 0.5879 | Time: 38.67s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:21:06] [Round 015] FedSophia | Acc: 79.45% | Loss: 0.5858 | Time: 47.25s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:22:00] [Round 016] FedSophia | Acc: 79.76% | Loss: 0.5812 | Time: 54.57s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:22:51] [Round 017] FedSophia | Acc: 80.04% | Loss: 0.5760 | Time: 50.72s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:23:33] [Round 018] FedSophia | Acc: 80.14% | Loss: 0.5724 | Time: 42.00s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:24:27] [Round 019] FedSophia | Acc: 80.03% | Loss: 0.5747 | Time: 53.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:25:14] [Round 020] FedSophia | Acc: 80.25% | Loss: 0.5740 | Time: 47.23s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:26:12] [Round 021] FedSophia | Acc: 80.68% | Loss: 0.5612 | Time: 58.46s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:27:15] [Round 022] FedSophia | Acc: 81.39% | Loss: 0.5421 | Time: 62.10s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:28:07] [Round 023] FedSophia | Acc: 81.76% | Loss: 0.5308 | Time: 52.76s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:29:01] [Round 024] FedSophia | Acc: 81.95% | Loss: 0.5296 | Time: 53.24s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:30:00] [Round 025] FedSophia | Acc: 81.79% | Loss: 0.5343 | Time: 59.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:30:51] [Round 026] FedSophia | Acc: 81.53% | Loss: 0.5473 | Time: 50.83s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:31:51] [Round 027] FedSophia | Acc: 81.33% | Loss: 0.5566 | Time: 59.81s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:32:54] [Round 028] FedSophia | Acc: 81.44% | Loss: 0.5567 | Time: 62.86s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:34:01] [Round 029] FedSophia | Acc: 81.61% | Loss: 0.5409 | Time: 67.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:34:53] [Round 030] FedSophia | Acc: 82.10% | Loss: 0.5216 | Time: 51.20s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:35:43] [Round 031] FedSophia | Acc: 82.42% | Loss: 0.5089 | Time: 50.45s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:36:33] [Round 032] FedSophia | Acc: 82.72% | Loss: 0.5047 | Time: 49.57s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:37:15] [Round 033] FedSophia | Acc: 82.80% | Loss: 0.5019 | Time: 42.29s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:38:19] [Round 034] FedSophia | Acc: 82.83% | Loss: 0.4994 | Time: 64.52s | Max GPU Mem: 1482.45 MB
[2025-11-27 10:39:25] [Round 035] FedSophia | Acc: 83.27% | Loss: 0.4893 | Time: 65.16s | Max GPU Mem: 1482.45 MB
