[2025-11-27 08:27:44] Namespace(method='FedAvg', 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 08:27:44] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 08:30:06] [Round 001] FedAvg | Acc: 47.26% | Loss: 1.4855 | Time: 29.39s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:30:54] [Round 002] FedAvg | Acc: 58.69% | Loss: 1.2191 | Time: 47.98s | Max GPU Mem: 1482.27 MB
[2025-11-27 08:32:01] [Round 003] FedAvg | Acc: 73.72% | Loss: 0.9165 | Time: 66.49s | Max GPU Mem: 1482.27 MB
[2025-11-27 08:32:58] [Round 004] FedAvg | Acc: 72.73% | Loss: 0.8368 | Time: 57.24s | Max GPU Mem: 1482.29 MB
[2025-11-27 08:34:09] [Round 005] FedAvg | Acc: 75.58% | Loss: 0.7542 | Time: 70.51s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:35:06] [Round 006] FedAvg | Acc: 79.01% | Loss: 0.6794 | Time: 57.44s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:35:53] [Round 007] FedAvg | Acc: 79.65% | Loss: 0.6477 | Time: 47.22s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:37:04] [Round 008] FedAvg | Acc: 79.93% | Loss: 0.6403 | Time: 71.02s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:37:53] [Round 009] FedAvg | Acc: 78.04% | Loss: 0.6568 | Time: 48.47s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:38:41] [Round 010] FedAvg | Acc: 78.00% | Loss: 0.6490 | Time: 48.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:39:54] [Round 011] FedAvg | Acc: 77.22% | Loss: 0.6606 | Time: 72.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:40:51] [Round 012] FedAvg | Acc: 80.91% | Loss: 0.5842 | Time: 57.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:41:36] [Round 013] FedAvg | Acc: 78.04% | Loss: 0.6413 | Time: 44.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:42:28] [Round 014] FedAvg | Acc: 79.04% | Loss: 0.6192 | Time: 51.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:10] [Round 015] FedAvg | Acc: 81.02% | Loss: 0.5599 | Time: 41.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:54] [Round 016] FedAvg | Acc: 82.84% | Loss: 0.5260 | Time: 44.19s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:44:44] [Round 017] FedAvg | Acc: 82.78% | Loss: 0.5191 | Time: 49.94s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:45:35] [Round 018] FedAvg | Acc: 82.51% | Loss: 0.5316 | Time: 50.73s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:46:37] [Round 019] FedAvg | Acc: 81.42% | Loss: 0.5518 | Time: 62.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:47:40] [Round 020] FedAvg | Acc: 79.77% | Loss: 0.5902 | Time: 62.86s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:48:29] [Round 021] FedAvg | Acc: 78.45% | Loss: 0.6094 | Time: 49.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:49:17] [Round 022] FedAvg | Acc: 82.62% | Loss: 0.5207 | Time: 47.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:50:13] [Round 023] FedAvg | Acc: 82.18% | Loss: 0.5247 | Time: 56.76s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:51:05] [Round 024] FedAvg | Acc: 80.25% | Loss: 0.5682 | Time: 51.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:52:02] [Round 025] FedAvg | Acc: 79.48% | Loss: 0.5882 | Time: 57.62s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:52:53] [Round 026] FedAvg | Acc: 80.36% | Loss: 0.5640 | Time: 51.08s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:41] [Round 027] FedAvg | Acc: 83.05% | Loss: 0.4944 | Time: 47.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:54:29] [Round 028] FedAvg | Acc: 80.56% | Loss: 0.5574 | Time: 47.61s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:55:22] [Round 029] FedAvg | Acc: 82.69% | Loss: 0.5114 | Time: 53.56s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:56:12] [Round 030] FedAvg | Acc: 80.41% | Loss: 0.5513 | Time: 49.15s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:57:07] [Round 031] FedAvg | Acc: 81.79% | Loss: 0.5348 | Time: 54.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:57:52] [Round 032] FedAvg | Acc: 80.26% | Loss: 0.5629 | Time: 45.48s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:58:53] [Round 033] FedAvg | Acc: 81.51% | Loss: 0.5431 | Time: 60.63s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:53] [Round 034] FedAvg | Acc: 83.84% | Loss: 0.4753 | Time: 59.97s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:00:57] [Round 035] FedAvg | Acc: 80.63% | Loss: 0.5542 | Time: 64.78s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:50] [Round 036] FedAvg | Acc: 84.02% | Loss: 0.4749 | Time: 52.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:02:43] [Round 037] FedAvg | Acc: 82.94% | Loss: 0.4972 | Time: 53.09s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:03:28] [Round 038] FedAvg | Acc: 82.29% | Loss: 0.5065 | Time: 44.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:04:24] [Round 039] FedAvg | Acc: 83.43% | Loss: 0.4848 | Time: 55.50s | Max GPU Mem: 1482.33 MB
