[2025-11-28 00:52:24] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='vit_base_patch16_clip_224', seed=0, rounds=50, num_clients=10, fraction=0.5, local_epochs=1, batch_size=32, lr=0.01, newton_lr=0.01, sophia_lr=0.05, rho=0.04, betas='0.9,0.99', mu=0.01, log_dir='runs/multimodel_20251127_200819_cifar10/vit_base_patch16_clip_224/logs', optimizer='sgd', hessian_batches=64, damping=1e-05, alpha=0.5, max_norm=0)
[2025-11-28 00:52:24] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-28 00:52:25] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:52:36] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:52:47] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:52:58] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:53:08] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:53:19] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:53:30] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:53:41] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:53:51] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:54:02] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:54:13] [Warning] Failed to load via CLIP library: Model vit_base_patch16_clip_224 not found; available models = ['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px']. Trying timm...
[2025-11-28 00:56:24] [Round 001] FedNewton | Acc: 43.18% | Loss: 1.7238 | Time: 120.59s | Max GPU Mem: 7372.82 MB
[2025-11-28 00:58:28] [Round 002] FedNewton | Acc: 66.77% | Loss: 1.1381 | Time: 124.13s | Max GPU Mem: 7372.94 MB
[2025-11-28 01:00:40] [Round 003] FedNewton | Acc: 76.27% | Loss: 0.8838 | Time: 131.89s | Max GPU Mem: 7372.94 MB
[2025-11-28 01:02:45] [Round 004] FedNewton | Acc: 86.37% | Loss: 0.6554 | Time: 125.29s | Max GPU Mem: 7372.97 MB
[2025-11-28 01:04:51] [Round 005] FedNewton | Acc: 92.33% | Loss: 0.4466 | Time: 125.35s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:06:51] [Round 006] FedNewton | Acc: 94.02% | Loss: 0.3463 | Time: 120.65s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:09:02] [Round 007] FedNewton | Acc: 95.24% | Loss: 0.2696 | Time: 130.76s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:11:01] [Round 008] FedNewton | Acc: 95.95% | Loss: 0.2010 | Time: 118.70s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:13:15] [Round 009] FedNewton | Acc: 96.42% | Loss: 0.1632 | Time: 134.37s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:15:18] [Round 010] FedNewton | Acc: 96.51% | Loss: 0.1371 | Time: 122.85s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:17:29] [Round 011] FedNewton | Acc: 96.48% | Loss: 0.1206 | Time: 131.43s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:19:44] [Round 012] FedNewton | Acc: 96.46% | Loss: 0.1218 | Time: 134.37s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:21:47] [Round 013] FedNewton | Acc: 88.82% | Loss: 0.4648 | Time: 123.24s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:23:51] [Round 014] FedNewton | Acc: 26.65% | Loss: 42.6997 | Time: 123.60s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:23:51] Early stopping as test loss is very high.
[2025-11-28 01:23:51] Saved to runs/multimodel_20251127_200819_cifar10/vit_base_patch16_clip_224/logs/FedNewton_head_cifar10_vit_base_patch16_clip_224_s0.npz
