[2025-11-28 00:52:33] Namespace(method='FedNewton', training_mode='head', dataset='cifar10', model_name='vit_base_patch16_clip_224', seed=1, 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 00:52:33] Start: FedNewton | Mode: head | Dataset: cifar10 | Device: cuda
[2025-11-28 00:52:35] [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 00:52:46] [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 00:52:56] [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 00:53:07] [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 00:53:18] [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 00:53:29] [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 00:53:39] [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 00:53:50] [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 00:54:01] [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 00:54:12] [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 00:54:22] [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 00:56:39] [Round 001] FedNewton | Acc: 56.71% | Loss: 1.5315 | Time: 125.60s | Max GPU Mem: 7372.82 MB
[2025-11-28 00:58:50] [Round 002] FedNewton | Acc: 77.01% | Loss: 1.0911 | Time: 131.65s | Max GPU Mem: 7372.91 MB
[2025-11-28 01:00:59] [Round 003] FedNewton | Acc: 85.97% | Loss: 0.8332 | Time: 128.81s | Max GPU Mem: 7372.91 MB
[2025-11-28 01:03:00] [Round 004] FedNewton | Acc: 90.58% | Loss: 0.6108 | Time: 121.12s | Max GPU Mem: 7372.94 MB
[2025-11-28 01:05:12] [Round 005] FedNewton | Acc: 93.27% | Loss: 0.4635 | Time: 131.51s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:07:16] [Round 006] FedNewton | Acc: 94.61% | Loss: 0.3286 | Time: 124.78s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:09:06] [Round 007] FedNewton | Acc: 95.40% | Loss: 0.2431 | Time: 109.80s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:11:13] [Round 008] FedNewton | Acc: 95.84% | Loss: 0.2025 | Time: 126.59s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:13:02] [Round 009] FedNewton | Acc: 96.17% | Loss: 0.1731 | Time: 109.63s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:14:51] [Round 010] FedNewton | Acc: 96.27% | Loss: 0.1472 | Time: 108.77s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:17:07] [Round 011] FedNewton | Acc: 95.63% | Loss: 0.1602 | Time: 135.91s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:19:07] [Round 012] FedNewton | Acc: 89.25% | Loss: 0.6761 | Time: 120.15s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:21:00] [Round 013] FedNewton | Acc: 74.93% | Loss: 2.4450 | Time: 112.48s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:23:02] [Round 014] FedNewton | Acc: 78.96% | Loss: 49.7267 | Time: 122.56s | Max GPU Mem: 7373.00 MB
[2025-11-28 01:23:02] Early stopping as test loss is very high.
[2025-11-28 01:23:02] Saved to runs/multimodel_20251127_200819_cifar10/vit_base_patch16_clip_224/logs/FedNewton_head_cifar10_vit_base_patch16_clip_224_s1.npz
