[2025-11-27 07:30:16] Namespace(method='FedNewton', training_mode='head', dataset='fashionmnist', 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_001608_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=64, damping=0.0001, alpha=0.5)
[2025-11-27 07:30:16] Start: FedNewton | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 07:32:55] [Round 001] FedNewton | Acc: 75.24% | Loss: 1.1113 | Time: 57.66s | Max GPU Mem: 1463.29 MB
[2025-11-27 07:34:13] [Round 002] FedNewton | Acc: 83.92% | Loss: 0.7417 | Time: 78.40s | Max GPU Mem: 1463.35 MB
[2025-11-27 07:35:20] [Round 003] FedNewton | Acc: 86.10% | Loss: 0.6040 | Time: 66.41s | Max GPU Mem: 1463.37 MB
[2025-11-27 07:36:18] [Round 004] FedNewton | Acc: 86.80% | Loss: 0.5193 | Time: 58.12s | Max GPU Mem: 1463.37 MB
[2025-11-27 07:37:24] [Round 005] FedNewton | Acc: 87.38% | Loss: 0.4702 | Time: 65.78s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:38:27] [Round 006] FedNewton | Acc: 87.67% | Loss: 0.4251 | Time: 62.83s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:39:34] [Round 007] FedNewton | Acc: 88.20% | Loss: 0.3999 | Time: 67.27s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:40:56] [Round 008] FedNewton | Acc: 88.41% | Loss: 0.3784 | Time: 81.80s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:41:57] [Round 009] FedNewton | Acc: 88.19% | Loss: 0.3697 | Time: 61.16s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:42:56] [Round 010] FedNewton | Acc: 88.63% | Loss: 0.3555 | Time: 59.44s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:43:50] [Round 011] FedNewton | Acc: 88.84% | Loss: 0.3438 | Time: 53.61s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:44:55] [Round 012] FedNewton | Acc: 88.65% | Loss: 0.3419 | Time: 65.57s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:45:52] [Round 013] FedNewton | Acc: 88.74% | Loss: 0.3329 | Time: 56.39s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:46:46] [Round 014] FedNewton | Acc: 88.73% | Loss: 0.3291 | Time: 54.53s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:47:45] [Round 015] FedNewton | Acc: 88.54% | Loss: 0.3276 | Time: 59.03s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:48:49] [Round 016] FedNewton | Acc: 88.62% | Loss: 0.3303 | Time: 63.34s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:50:02] [Round 017] FedNewton | Acc: 88.80% | Loss: 0.3239 | Time: 73.30s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:51:35] [Round 018] FedNewton | Acc: 89.17% | Loss: 0.3123 | Time: 92.96s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:52:48] [Round 019] FedNewton | Acc: 89.01% | Loss: 0.3134 | Time: 73.25s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:53:56] [Round 020] FedNewton | Acc: 88.60% | Loss: 0.3196 | Time: 67.61s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:54:57] [Round 021] FedNewton | Acc: 88.90% | Loss: 0.3112 | Time: 61.13s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:56:00] [Round 022] FedNewton | Acc: 88.89% | Loss: 0.3161 | Time: 62.71s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:57:02] [Round 023] FedNewton | Acc: 88.82% | Loss: 0.3126 | Time: 62.29s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:57:58] [Round 024] FedNewton | Acc: 88.99% | Loss: 0.3083 | Time: 55.89s | Max GPU Mem: 1463.39 MB
[2025-11-27 07:59:21] [Round 025] FedNewton | Acc: 89.09% | Loss: 0.3043 | Time: 83.25s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:00:30] [Round 026] FedNewton | Acc: 88.87% | Loss: 0.3089 | Time: 68.78s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:01:31] [Round 027] FedNewton | Acc: 88.88% | Loss: 0.3057 | Time: 60.68s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:02:47] [Round 028] FedNewton | Acc: 89.08% | Loss: 0.3044 | Time: 76.80s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:03:45] [Round 029] FedNewton | Acc: 89.04% | Loss: 0.3029 | Time: 57.42s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:05:04] [Round 030] FedNewton | Acc: 89.05% | Loss: 0.3043 | Time: 78.82s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:06:16] [Round 031] FedNewton | Acc: 89.08% | Loss: 0.3042 | Time: 72.13s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:07:21] [Round 032] FedNewton | Acc: 89.16% | Loss: 0.3050 | Time: 65.69s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:08:32] [Round 033] FedNewton | Acc: 89.18% | Loss: 0.3030 | Time: 70.81s | Max GPU Mem: 1463.39 MB
[2025-11-27 08:09:42] [Round 034] FedNewton | Acc: 89.15% | Loss: 0.3026 | Time: 69.93s | Max GPU Mem: 1463.39 MB
