# numpydantic

Type and shape validation and serialization for numpy arrays in pydantic models

- **Provide types** - Annotations (based on [npytyping](https://github.com/ramonhagenaars/nptyping))
  for specifying numpy arrays in pydantic models, and

```{toctree}
:maxdepth: 2
:caption: Contents
:hidden: true

overview
ndarray
hooks
todo
```

```{toctree}
:maxdepth: 2
:caption: API
:hidden: true

api/index
api/ndarray
api/proxy
api/linkml/index
api/maps
api/monkeypatch

```