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💡 Type hints for NumPy
💡 Extends numpy.typing
💡 Extensive dynamic type checks for dtypes and shapes of arrays

Example of a hinted function with nptyping:

>>> from nptyping import NDArray, Int, Shape

>>> def func(arr: NDArray[Shape["2, 2"], Int]) -> None:
...     pass

Example of instance checking:

>>> from numpy import array

>>> isinstance(array([[1, 2], [3, 4]]), NDArray[Shape["2, 2"], Int])
True

>>> isinstance(array([[1., 2.], [3., 4.]]), NDArray[Shape["2, 2"], Int])
False

>>> isinstance(array([1, 2, 3, 4]), NDArray[Shape["2, 2"], Int])
False

nptyping also provides assert_isinstance. In contrast to assert isinstance(...), this won't cause IDEs or MyPy complaints. Here is an example:

>>> from nptyping import assert_isinstance
>>> assert_isinstance(array([1]), NDArray[Shape["1"], Int])
True

Here is an example of how detailed expressions can become with nptyping:

def plan_route(locations: NDArray[Shape["[from, to], [x, y]"], Float]) -> NDArray[Shape["* stops, [x, y]"], Float]:
    ...

More examples can be found in the documentation.

Installation

pip install nptyping

Documentation

  • User documentation
    The place to go if you are using this library.

  • Release notes
    To see what's new, check out the release notes.

  • Contributing
    If you're interested in developing along, find the guidelines here.

  • Licence
    If you want to check out how open source this library is.

Metadata

Release files for nptyping 2.0.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distribution (wheel)

Table of built distributions (wheels) for nptyping 2.0.0
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nptyping-2.0.0-py3-none-any.whl Python 3 none any Details

Release files / nptyping-2.0.0-py3-none-any.whl

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Uploaded via twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.8 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.10.0

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