[2025-11-28 00:52:58] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='vit_base_patch16_clip_224', seed=2, 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 00:52:58] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-28 00:52:59] [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 00:53:10] [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 00:53:21] [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 00:53:32] [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 00:53:43] [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 00:53:53] [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 00:54:04] [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 00:54:15] [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 00:54:26] [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 00:54:36] [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 00:54:47] [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 00:57:02] [Round 001] FedNewton | Acc: 44.86% | Loss: 1.6083 | Time: 123.72s | Max GPU Mem: 7372.82 MB
[2025-11-28 00:58:54] [Round 002] FedNewton | Acc: 67.09% | Loss: 1.1017 | Time: 112.16s | Max GPU Mem: 7372.91 MB
[2025-11-28 01:01:11] [Round 003] FedNewton | Acc: 81.46% | Loss: 0.8230 | Time: 136.24s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:03:13] [Round 004] FedNewton | Acc: 87.77% | Loss: 0.6639 | Time: 122.08s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:05:33] [Round 005] FedNewton | Acc: 91.56% | Loss: 0.5037 | Time: 139.91s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:07:32] [Round 006] FedNewton | Acc: 93.79% | Loss: 0.3992 | Time: 118.85s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:09:38] [Round 007] FedNewton | Acc: 94.89% | Loss: 0.3211 | Time: 126.84s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:11:36] [Round 008] FedNewton | Acc: 95.53% | Loss: 0.2700 | Time: 117.41s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:13:38] [Round 009] FedNewton | Acc: 95.81% | Loss: 0.2050 | Time: 122.27s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:15:47] [Round 010] FedNewton | Acc: 96.50% | Loss: 0.1700 | Time: 128.51s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:18:10] [Round 011] FedNewton | Acc: 96.32% | Loss: 0.1511 | Time: 143.54s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:20:06] [Round 012] FedNewton | Acc: 96.41% | Loss: 0.1357 | Time: 115.91s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:22:15] [Round 013] FedNewton | Acc: 96.00% | Loss: 0.1411 | Time: 128.62s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:23:59] [Round 014] FedNewton | Acc: 94.86% | Loss: 0.1779 | Time: 104.30s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:25:48] [Round 015] FedNewton | Acc: 90.31% | Loss: 0.4911 | Time: 108.67s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:27:40] [Round 016] FedNewton | Acc: 53.73% | Loss: 16.3122 | Time: 112.28s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:27:40] Early stopping as test loss is very high.
[2025-11-28 01:27:40] Saved to runs/multimodel_20251127_200819_cifar10/vit_base_patch16_clip_224/logs/FedNewton_head_cifar10_vit_base_patch16_clip_224_s2.npz
