As the Python team, we are helping to ensure that packages have high-quality type annotations. In cases where this must be done through type stubs, we are contributing stubs to typeshed. This repository contains our “work in progress”. Once the stubs for a package meet the requirements of typeshed, we will contribute them to typeshed and delete them from this repository. We also support partial stubs in our tooling in which case the stubs may never graduate from here, but we want to share them publicly so that others can contribute to or make use of what coverage we have.

Microsoft's Python Language Server Pylance uses type information to implement useful features like autocompletion and type checking. For best results, type annotations must be provided for functions, methods and variables.

There are two ways type annotations can be provided — through inline type annotations and through .pyi type stub files, which may be bundled with the package or installed separately from some other source such as typeshed or PyPI. We believe that the best approach for package authors is to have explicit inline type annotations that accurately and completely describe their public interface contract. This allows tools to validate the types for the package authors themselves and reduces the maintenance burden of keeping two separate API definitions in sync. In cases where inline type annotations are not possible (e.g. for compiled libraries), packages should include stub files that describe those portions of the interface.

We recognize that there may be cases where type stubs are more appropriate, such as:

• Package authors who do not want to include type annotations, and
• Large, complex packages where adding type annotations can take time, and stubs may be an appropriate intermediate step.

Stubs for the following libraries now exist in typeshed or the libraries themselves and are no longer maintained here:

• aiofiles
• cachetools
• deprecated
• django (see https://github.com/sbdchd/django-types)
• filelock
• freezegun
• jmespath
• markdown
• netaddr
• openpyxl
• opencv-python (see https://github.com/opencv/opencv; please upgrade opencv-python to 4.8.0+ and file any issues there)
• packaging
• pandas (see https://github.com/pandas-dev/pandas-stubs; please open pandas stub issues there)
• pendulum
• PIL
• pygame
• pywin32 (pythonwin, win32 and win32com packages)
• retry
• slugify
• SQLAlchemy (see https://pypi.org/project/types-SQLAlchemy/ for SQLAlchemy 1.4; 2.0.0 and above include type annotations)
• tenacity

The following libraries are py.typed. We still have stubs for them here, but we are no longer actively maintaining them. We continue to bundle them with Pylance so users on older, non-py.typed versions will still get type info. If you find problems in our stubs for these libraries, rather than filing an issue here, you should upgrade to the version shown below to get the official stubs:

• matplotlib (3.8.0)

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