[2025-11-27 10:37:34] Namespace(method='FedAvg', 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_103732_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1, max_norm=1.0)
[2025-11-27 10:37:34] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 10:40:26] [Round 001] FedAvg | Acc: 33.96% | Loss: 2.0743 | Time: 59.12s | Max GPU Mem: 1482.23 MB
[2025-11-27 10:41:06] [Round 002] FedAvg | Acc: 54.72% | Loss: 1.3368 | Time: 39.69s | Max GPU Mem: 1482.27 MB
[2025-11-27 10:41:54] [Round 003] FedAvg | Acc: 56.06% | Loss: 1.3065 | Time: 48.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:42:46] [Round 004] FedAvg | Acc: 47.67% | Loss: 1.4605 | Time: 51.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:43:32] [Round 005] FedAvg | Acc: 52.98% | Loss: 1.2626 | Time: 45.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:44:23] [Round 006] FedAvg | Acc: 55.92% | Loss: 1.0981 | Time: 51.59s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:45:26] [Round 007] FedAvg | Acc: 56.43% | Loss: 1.1327 | Time: 63.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:46:11] [Round 008] FedAvg | Acc: 67.94% | Loss: 0.9213 | Time: 44.78s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:47:22] [Round 009] FedAvg | Acc: 63.00% | Loss: 0.9423 | Time: 70.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:48:23] [Round 010] FedAvg | Acc: 71.43% | Loss: 0.8246 | Time: 61.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:49:45] [Round 011] FedAvg | Acc: 70.12% | Loss: 0.8243 | Time: 81.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:50:44] [Round 012] FedAvg | Acc: 66.12% | Loss: 0.9448 | Time: 58.85s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:51:56] [Round 013] FedAvg | Acc: 73.31% | Loss: 0.7306 | Time: 72.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:53:28] [Round 014] FedAvg | Acc: 74.83% | Loss: 0.7057 | Time: 92.18s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:54:29] [Round 015] FedAvg | Acc: 76.18% | Loss: 0.6781 | Time: 61.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:55:11] [Round 016] FedAvg | Acc: 67.49% | Loss: 0.8892 | Time: 41.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:56:26] [Round 017] FedAvg | Acc: 69.18% | Loss: 0.8576 | Time: 75.34s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:57:30] [Round 018] FedAvg | Acc: 70.40% | Loss: 0.8075 | Time: 63.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:58:14] [Round 019] FedAvg | Acc: 67.25% | Loss: 0.8927 | Time: 43.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 10:58:57] [Round 020] FedAvg | Acc: 76.92% | Loss: 0.6806 | Time: 43.52s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:00:00] [Round 021] FedAvg | Acc: 77.10% | Loss: 0.6606 | Time: 63.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:01:10] [Round 022] FedAvg | Acc: 77.52% | Loss: 0.6589 | Time: 69.71s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:02:00] [Round 023] FedAvg | Acc: 75.66% | Loss: 0.6892 | Time: 49.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:03:00] [Round 024] FedAvg | Acc: 74.26% | Loss: 0.7027 | Time: 60.43s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:03:52] [Round 025] FedAvg | Acc: 75.81% | Loss: 0.6912 | Time: 51.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:04:47] [Round 026] FedAvg | Acc: 78.01% | Loss: 0.6172 | Time: 55.06s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:05:31] [Round 027] FedAvg | Acc: 77.29% | Loss: 0.6306 | Time: 44.04s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:06:32] [Round 028] FedAvg | Acc: 79.52% | Loss: 0.5842 | Time: 60.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:07:32] [Round 029] FedAvg | Acc: 80.26% | Loss: 0.5765 | Time: 60.00s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:08:42] [Round 030] FedAvg | Acc: 73.92% | Loss: 0.7146 | Time: 70.36s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:09:52] [Round 031] FedAvg | Acc: 76.15% | Loss: 0.6989 | Time: 69.74s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:10:56] [Round 032] FedAvg | Acc: 72.70% | Loss: 0.7664 | Time: 64.19s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:11:31] [Round 033] FedAvg | Acc: 79.84% | Loss: 0.5742 | Time: 35.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:12:41] [Round 034] FedAvg | Acc: 75.10% | Loss: 0.7270 | Time: 70.03s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:13:30] [Round 035] FedAvg | Acc: 79.00% | Loss: 0.5839 | Time: 48.78s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:14:26] [Round 036] FedAvg | Acc: 80.14% | Loss: 0.5642 | Time: 56.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:15:18] [Round 037] FedAvg | Acc: 73.59% | Loss: 0.7449 | Time: 51.79s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:16:15] [Round 038] FedAvg | Acc: 79.71% | Loss: 0.5732 | Time: 57.04s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:17:03] [Round 039] FedAvg | Acc: 77.86% | Loss: 0.6303 | Time: 47.99s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:17:44] [Round 040] FedAvg | Acc: 77.24% | Loss: 0.6563 | Time: 40.98s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:19:00] [Round 041] FedAvg | Acc: 77.24% | Loss: 0.6405 | Time: 76.32s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:20:06] [Round 042] FedAvg | Acc: 77.50% | Loss: 0.6465 | Time: 66.12s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:20:46] [Round 043] FedAvg | Acc: 78.96% | Loss: 0.5945 | Time: 39.87s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:21:23] [Round 044] FedAvg | Acc: 74.99% | Loss: 0.6932 | Time: 36.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:22:09] [Round 045] FedAvg | Acc: 80.74% | Loss: 0.5496 | Time: 46.55s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:23:24] [Round 046] FedAvg | Acc: 75.82% | Loss: 0.6632 | Time: 74.69s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:24:27] [Round 047] FedAvg | Acc: 80.05% | Loss: 0.5499 | Time: 63.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:25:47] [Round 048] FedAvg | Acc: 78.88% | Loss: 0.6149 | Time: 79.42s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:27:24] [Round 049] FedAvg | Acc: 76.45% | Loss: 0.7117 | Time: 97.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:15] [Round 050] FedAvg | Acc: 79.54% | Loss: 0.5920 | Time: 51.07s | Max GPU Mem: 1482.33 MB
[2025-11-27 11:28:15] Saved to runs/run_20251127_103732_resnet18_head/cifar10/logs/FedAvg_head_cifar10_resnet18_s2.npz
