[2025-11-27 08:28:31] 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_001608_resnet18_head/cifar10/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.5)
[2025-11-27 08:28:31] Start: FedAvg | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-27 08:31:19] [Round 001] FedAvg | Acc: 51.49% | Loss: 1.4341 | Time: 55.32s | Max GPU Mem: 1482.23 MB
[2025-11-27 08:32:08] [Round 002] FedAvg | Acc: 63.81% | Loss: 1.1650 | Time: 48.69s | Max GPU Mem: 1482.27 MB
[2025-11-27 08:33:21] [Round 003] FedAvg | Acc: 74.88% | Loss: 0.8768 | Time: 72.81s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:34:16] [Round 004] FedAvg | Acc: 72.97% | Loss: 0.8496 | Time: 55.30s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:35:33] [Round 005] FedAvg | Acc: 78.26% | Loss: 0.7063 | Time: 76.92s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:36:35] [Round 006] FedAvg | Acc: 77.18% | Loss: 0.7009 | Time: 62.36s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:37:37] [Round 007] FedAvg | Acc: 78.97% | Loss: 0.6546 | Time: 61.31s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:38:28] [Round 008] FedAvg | Acc: 80.29% | Loss: 0.6159 | Time: 51.72s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:39:17] [Round 009] FedAvg | Acc: 78.05% | Loss: 0.6475 | Time: 48.77s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:40:13] [Round 010] FedAvg | Acc: 79.62% | Loss: 0.6078 | Time: 55.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:41:14] [Round 011] FedAvg | Acc: 79.43% | Loss: 0.6091 | Time: 61.70s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:42:01] [Round 012] FedAvg | Acc: 80.79% | Loss: 0.5760 | Time: 46.29s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:00] [Round 013] FedAvg | Acc: 79.82% | Loss: 0.5890 | Time: 59.27s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:43:41] [Round 014] FedAvg | Acc: 77.73% | Loss: 0.6386 | Time: 41.26s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:44:24] [Round 015] FedAvg | Acc: 81.02% | Loss: 0.5566 | Time: 43.00s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:45:14] [Round 016] FedAvg | Acc: 81.24% | Loss: 0.5500 | Time: 49.98s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:46:00] [Round 017] FedAvg | Acc: 81.57% | Loss: 0.5442 | Time: 45.40s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:46:42] [Round 018] FedAvg | Acc: 81.12% | Loss: 0.5543 | Time: 42.60s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:47:43] [Round 019] FedAvg | Acc: 82.06% | Loss: 0.5295 | Time: 60.66s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:48:35] [Round 020] FedAvg | Acc: 82.51% | Loss: 0.5135 | Time: 52.14s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:49:28] [Round 021] FedAvg | Acc: 81.36% | Loss: 0.5476 | Time: 52.64s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:50:33] [Round 022] FedAvg | Acc: 81.71% | Loss: 0.5294 | Time: 65.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:51:29] [Round 023] FedAvg | Acc: 81.68% | Loss: 0.5354 | Time: 56.16s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:52:19] [Round 024] FedAvg | Acc: 80.86% | Loss: 0.5510 | Time: 49.34s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:07] [Round 025] FedAvg | Acc: 82.93% | Loss: 0.4973 | Time: 48.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:53:54] [Round 026] FedAvg | Acc: 81.65% | Loss: 0.5338 | Time: 46.56s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:54:50] [Round 027] FedAvg | Acc: 82.59% | Loss: 0.5044 | Time: 55.83s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:55:57] [Round 028] FedAvg | Acc: 83.37% | Loss: 0.4855 | Time: 67.49s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:56:53] [Round 029] FedAvg | Acc: 83.80% | Loss: 0.4762 | Time: 56.10s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:57:44] [Round 030] FedAvg | Acc: 83.09% | Loss: 0.4965 | Time: 50.68s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:58:49] [Round 031] FedAvg | Acc: 83.49% | Loss: 0.4829 | Time: 65.50s | Max GPU Mem: 1482.33 MB
[2025-11-27 08:59:47] [Round 032] FedAvg | Acc: 84.41% | Loss: 0.4640 | Time: 57.93s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:00:34] [Round 033] FedAvg | Acc: 83.61% | Loss: 0.4763 | Time: 46.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:01:23] [Round 034] FedAvg | Acc: 84.18% | Loss: 0.4653 | Time: 48.91s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:02:21] [Round 035] FedAvg | Acc: 83.19% | Loss: 0.4828 | Time: 58.35s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:03:23] [Round 036] FedAvg | Acc: 83.58% | Loss: 0.4782 | Time: 61.80s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:04:21] [Round 037] FedAvg | Acc: 83.57% | Loss: 0.4798 | Time: 58.23s | Max GPU Mem: 1482.33 MB
[2025-11-27 09:05:16] [Round 038] FedAvg | Acc: 84.03% | Loss: 0.4673 | Time: 54.53s | Max GPU Mem: 1482.33 MB
