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NumPy 2.0 development status & announcements #24300

Description

@rgommers

The purpose of this issue is to serve as a brief "umbrella issue" which (a) links out to some key design proposals and other places where design changes and guidance for the 2.0 release are described, and (b) everyone who is interested can subscribe to in order to get updates from maintainers around the 2.0 release (not everyone may want to subscribe to the mailing list). This issue will remain pinned for high visibility.

The tentative release date for the first release candidate of NumPy 2.0 is around 1 Mar 2024, and the final release 6-8 weeks later.

EDIT: this issue is for announcements, please do not start technical discussions here

Design changes / proposals

Key guidance for users and downstream package authors

  1. Please review the 2.0 migration guide. And for a more detailed overview of changes, please see the 2.0.0 release notes
  2. If you rely on the NumPy C API (e.g. via direct use in C/C++, or via Cython code that uses NumPy), please add a numpy<2.0 requirement in your package's dependency metadata (for releases only, not on your main dev branch). Rationale: the NumPy C ABI will change in 2.0, so any compiled extension modules that rely on NumPy are likely to break, they need to be recompiled.
  3. If you rely on a large API surface from NumPy's Python API, also consider adding the same numpy<2.0 requirement to your metadata. Rationale: we will do a significant cleanup (see NEP 52), so unless you only use modern/recommended functions and object, your code is likely to require at least some adjustments.
  4. Consider cleaning up your code. E.g. remove from numpy import *, or importing any private modules like numpy.core. See https://github.com/numpy/numpy/blob/main/numpy/tests/test_public_api.py#L114-L126 for what we consider public/private. If it's not in the NumPy docs or in the list of public modules there, don't use it!
  5. Plan to do a release of your own packages which depend on numpy shortly after the first NumPy 2.0 release candidate is released (probably in Dec 2023). Rationale: at that point, you can release packages that will work with both 2.0 and 1.X, and hence your own end users will not be seeing much/any disruption (you want pip install mypacackage to continue working on the day NumPy 2.0 is released).
  6. Consider testing against NumPy nightlies in your own CI. We publish those at https://anaconda.org/scientific-python-nightly-wheels/numpy, and have documented that as a stable location at https://numpy.org/devdocs/dev/depending_on_numpy.html. Rationale: this will detect potential issues in your code so you can fix them well ahead of the NumPy 2.0 release.

Compatibility status of downstream packages

See #26191

Activity

  1. added
    62 - Python APIChanges or additions to the Python API. Mailing list should usually be notified.
    63 - C APIChanges or additions to the C API. Mailing list should usually be notified.
    on Jul 31, 2023
  2. added this to the 2.0.0 release milestone on Jul 31, 2023
  3. pinned this issue on Jul 31, 2023
  4. added a commit that references this issue on Aug 17, 2023
  5. 74 remaining items

  6. charris commented on Jun 15, 2024

    @charris
    Member

    Pushed this off to 2.0.1 to clear the 2.0.0 milestone.

  7. rgommers commented on Jun 16, 2024

    @rgommers
    MemberAuthor

    The 2.0.0 release was uploaded to PyPI about 5 hours ago 🎉. Thanks to everyone who helped make this possible!

    We'll leave this issue open for a bit longer, in case more public service announcements turn out to be needed.

  8. leofang commented on Jun 17, 2024

    @leofang
    Contributor

    @rgommers the NumPy 2.0 docs is not yet available, any ETA?

  9. seberg commented on Jun 17, 2024

    @seberg
    Member

    @leofang I suspect in about an hour, see numpy/doc#24 (there was some difficulty with building the docs on newer Python versions which delayed it).

  10. melissawm commented on Jun 17, 2024

    @melissawm
    Member

    Doc pages for NumPy 2.0 are up: https://numpy.org/doc/stable

  11. mattip commented on Jul 24, 2024

    @mattip
    Member

    @rgommers can we close this now?

  12. rgommers commented on Jul 24, 2024

    @rgommers
    MemberAuthor

    Yes, I think we're good here. Everything went well with the 2.0 release, 2.0.1 is out now (a set of fairly minor fixes), and I don't think we expect to have to make new 2.0-related announcements anymore (which is why we kept this issue open).

    Thanks everyone!

  13. unpinned this issue on Aug 4, 2024
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