# tinker_cookbook.weights

| Function                                                                                                                   | Description                                                          |
| -------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- |
| [`build_hf_model()`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/weights/build_hf_model/index.md)       | Build a complete HuggingFace model from Tinker LoRA adapter weights. |
| [`download()`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/weights/download/index.md)                   | Download a checkpoint from Tinker storage to local disk.             |
| [`publish_to_hf_hub()`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/weights/publish_to_hf_hub/index.md) | Push a model or adapter directory to HuggingFace Hub.                |