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.. _dev-guide-contributing:
Contributing to Zarr
====================
Zarr is a community maintained project. We welcome contributions in the form of bug
reports, bug fixes, documentation, enhancement proposals and more. This page provides
information on how best to contribute.
Asking for help
---------------
If you have a question about how to use Zarr, please post your question on
StackOverflow using the `"zarr" tag <https://stackoverflow.com/questions/tagged/zarr>`_.
If you don't get a response within a day or two, feel free to raise a `GitHub issue
<https://github.com/zarr-developers/zarr-python/issues/new>`_ including a link to your StackOverflow
question. We will try to respond to questions as quickly as possible, but please bear
in mind that there may be periods where we have limited time to answer questions
due to other commitments.
Bug reports
-----------
If you find a bug, please raise a `GitHub issue
<https://github.com/zarr-developers/zarr-python/issues/new>`_. Please include the following items in
a bug report:
1. A minimal, self-contained snippet of Python code reproducing the problem. You can
format the code nicely using markdown, e.g.::
```python
import zarr
g = zarr.group()
# etc.
```
2. An explanation of why the current behaviour is wrong/not desired, and what you
expect instead.
3. Information about the version of Zarr, along with versions of dependencies and the
Python interpreter, and installation information. The version of Zarr can be obtained
from the ``zarr.__version__`` property. Please also state how Zarr was installed,
e.g., "installed via pip into a virtual environment", or "installed using conda".
Information about other packages installed can be obtained by executing ``pip freeze``
(if using pip to install packages) or ``conda env export`` (if using conda to install
packages) from the operating system command prompt. The version of the Python
interpreter can be obtained by running a Python interactive session, e.g.::
$ python
Python 3.12.7 | packaged by conda-forge | (main, Oct 4 2024, 15:57:01) [Clang 17.0.6 ] on darwin
Enhancement proposals
---------------------
If you have an idea about a new feature or some other improvement to Zarr, please raise a
`GitHub issue <https://github.com/zarr-developers/zarr-python/issues/new>`_ first to discuss.
We very much welcome ideas and suggestions for how to improve Zarr, but please bear in
mind that we are likely to be conservative in accepting proposals for new features. The
reasons for this are that we would like to keep the Zarr code base lean and focused on
a core set of functionalities, and available time for development, review and maintenance
of new features is limited. But if you have a great idea, please don't let that stop
you from posting it on GitHub, just please don't be offended if we respond cautiously.
Contributing code and/or documentation
--------------------------------------
Forking the repository
~~~~~~~~~~~~~~~~~~~~~~
The Zarr source code is hosted on GitHub at the following location:
* `https://github.com/zarr-developers/zarr-python <https://github.com/zarr-developers/zarr-python>`_
You will need your own fork to work on the code. Go to the link above and hit
the `"Fork" <https://github.com/zarr-developers/zarr-python/fork>`_ button.
Then clone your fork to your local machine::
$ git clone git@github.com:your-user-name/zarr-python.git
$ cd zarr-python
$ git remote add upstream git@github.com:zarr-developers/zarr-python.git
Creating a development environment
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
To work with the Zarr source code, it is recommended to use
`hatch <https://hatch.pypa.io/latest/index.html>`_ to create and manage development
environments. Hatch will automatically install all Zarr dependencies using the same
versions as are used by the core developers and continuous integration services.
Assuming you have a Python 3 interpreter already installed, and you have cloned the
Zarr source code and your current working directory is the root of the repository,
you can do something like the following::
$ pip install hatch
$ hatch env show # list all available environments
To verify that your development environment is working, you can run the unit tests
for one of the test environments, e.g.::
$ hatch env run --env test.py3.12-2.1-optional run-pytest
Creating a branch
~~~~~~~~~~~~~~~~~
Before you do any new work or submit a pull request, please open an issue on GitHub to
report the bug or propose the feature you'd like to add.
It's best to synchronize your fork with the upstream repository, then create a
new, separate branch for each piece of work you want to do. E.g.::
git checkout main
git fetch upstream
git checkout -b shiny-new-feature upstream/main
git push -u origin shiny-new-feature
This changes your working directory to the 'shiny-new-feature' branch. Keep any changes in
this branch specific to one bug or feature so it is clear what the branch brings to
Zarr.
To update this branch with latest code from Zarr, you can retrieve the changes from
the main branch and perform a rebase::
git fetch upstream
git rebase upstream/main
This will replay your commits on top of the latest Zarr git main. If this leads to
merge conflicts, these need to be resolved before submitting a pull request.
Alternatively, you can merge the changes in from upstream/main instead of rebasing,
which can be simpler::
git pull upstream main
Again, any conflicts need to be resolved before submitting a pull request.
Running the test suite
~~~~~~~~~~~~~~~~~~~~~~
Zarr includes a suite of unit tests. The simplest way to run the unit tests
is to activate your development environment
(see `creating a development environment`_ above) and invoke::
$ hatch env run --env test.py3.12-2.1-optional run-pytest
All tests are automatically run via GitHub Actions for every pull
request and must pass before code can be accepted. Test coverage is
also collected automatically via the Codecov service.
.. note::
Previous versions of Zarr-Python made extensive use of doctests. These tests were
not maintained during the 3.0 refactor but may be brought back in the future.
See :issue:`2614` for more details.
Code standards - using pre-commit
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
All code must conform to the PEP8 standard. Regarding line length, lines up to 100
characters are allowed, although please try to keep under 90 wherever possible.
``Zarr`` uses a set of ``pre-commit`` hooks and the ``pre-commit`` bot to format,
type-check, and prettify the codebase. ``pre-commit`` can be installed locally by
running::
$ python -m pip install pre-commit
The hooks can be installed locally by running::
$ pre-commit install
This would run the checks every time a commit is created locally. These checks will also run
on every commit pushed to an open PR, resulting in some automatic styling fixes by the
``pre-commit`` bot. The checks will by default only run on the files modified by a commit,
but the checks can be triggered for all the files by running::
$ pre-commit run --all-files
If you would like to skip the failing checks and push the code for further discussion, use
the ``--no-verify`` option with ``git commit``.
Test coverage
~~~~~~~~~~~~~
.. note::
Test coverage for Zarr-Python 3 is currently not at 100%. This is a known issue and help
is welcome to bring test coverage back to 100%. See :issue:`2613` for more details.
Zarr strives to maintain 100% test coverage under the latest Python stable release
Both unit tests and docstring doctests are included when computing coverage. Running::
$ hatch env run --env test.py3.12-2.1-optional run-coverage
will automatically run the test suite with coverage and produce a XML coverage report.
This should be 100% before code can be accepted into the main code base.
You can also generate an HTML coverage report by running::
$ hatch env run --env test.py3.12-2.1-optional run-coverage-html
When submitting a pull request, coverage will also be collected across all supported
Python versions via the Codecov service, and will be reported back within the pull
request. Codecov coverage must also be 100% before code can be accepted.
Documentation
~~~~~~~~~~~~~
Docstrings for user-facing classes and functions should follow the
`numpydoc
<https://numpydoc.readthedocs.io/en/stable/format.html#docstring-standard>`_
standard, including sections for Parameters and Examples. All examples
should run and pass as doctests under Python 3.11.
Zarr uses Sphinx for documentation, hosted on readthedocs.org. Documentation is
written in the RestructuredText markup language (.rst files) in the ``docs`` folder.
The documentation consists both of prose and API documentation. All user-facing classes
and functions are included in the API documentation, under the ``docs/api`` folder
using the `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_
extension to sphinx. Any new features or important usage information should be included in the
user-guide (``docs/user-guide``). Any changes should also be included as a new file in the
:file:`changes` directory.
The documentation can be built locally by running::
$ hatch --env docs run build
The resulting built documentation will be available in the ``docs/_build/html`` folder.
Hatch can also be used to serve continuously updating version of the documentation
during development at `http://0.0.0.0:8000/ <http://0.0.0.0:8000/>`_. This can be done by running::
$ hatch --env docs run serve
.. _changelog:
Changelog
~~~~~~~~~
zarr-python uses `towncrier`_ to manage release notes. Most pull requests should
include at least one news fragment describing the changes. To add a release
note, you'll need the GitHub issue or pull request number and the type of your
change (``feature``, ``bugfix``, ``doc``, ``removal``, ``misc``). With that, run
```towncrier create``` with your development environment, which will prompt you
for the issue number, change type, and the news text::
towncrier create
Alternatively, you can manually create the files in the ``changes`` directory
using the naming convention ``{issue-number}.{change-type}.rst``.
See the `towncrier`_ docs for more.
.. _towncrier: https://towncrier.readthedocs.io/en/stable/tutorial.html
Development best practices, policies and procedures
---------------------------------------------------
The following information is mainly for core developers, but may also be of interest to
contributors.
Merging pull requests
~~~~~~~~~~~~~~~~~~~~~
Pull requests submitted by an external contributor should be reviewed and approved by at least
one core developers before being merged. Ideally, pull requests submitted by a core developer
should be reviewed and approved by at least one other core developers before being merged.
Pull requests should not be merged until all CI checks have passed (GitHub Actions
Codecov) against code that has had the latest main merged in.
Compatibility and versioning policies
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Because Zarr is a data storage library, there are two types of compatibility to
consider: API compatibility and data format compatibility.
API compatibility
"""""""""""""""""
All functions, classes and methods that are included in the API
documentation (files under ``docs/api/*.rst``) are considered as part of the Zarr **public API**,
except if they have been documented as an experimental feature, in which case they are part of
the **experimental API**.
Any change to the public API that does **not** break existing third party
code importing Zarr, or cause third party code to behave in a different way, is a
**backwards-compatible API change**. For example, adding a new function, class or method is usually
a backwards-compatible change. However, removing a function, class or method; removing an argument
to a function or method; adding a required argument to a function or method; or changing the
behaviour of a function or method, are examples of **backwards-incompatible API changes**.
If a release contains no changes to the public API (e.g., contains only bug fixes or
other maintenance work), then the micro version number should be incremented (e.g.,
2.2.0 -> 2.2.1). If a release contains public API changes, but all changes are
backwards-compatible, then the minor version number should be incremented
(e.g., 2.2.1 -> 2.3.0). If a release contains any backwards-incompatible public API changes,
the major version number should be incremented (e.g., 2.3.0 -> 3.0.0).
Backwards-incompatible changes to the experimental API can be included in a minor release,
although this should be minimised if possible. I.e., it would be preferable to save up
backwards-incompatible changes to the experimental API to be included in a major release, and to
stabilise those features at the same time (i.e., move from experimental to public API), rather than
frequently tinkering with the experimental API in minor releases.
Data format compatibility
"""""""""""""""""""""""""
The data format used by Zarr is defined by a specification document, which should be
platform-independent and contain sufficient detail to construct an interoperable
software library to read and/or write Zarr data using any programming language. The
latest version of the specification document is available on the
`Zarr specifications website <https://zarr-specs.readthedocs.io>`_.
Here, **data format compatibility** means that all software libraries that implement a
particular version of the Zarr storage specification are interoperable, in the sense
that data written by any one library can be read by all others. It is obviously
desirable to maintain data format compatibility wherever possible. However, if a change
is needed to the storage specification, and that change would break data format
compatibility in any way, then the storage specification version number should be
incremented (e.g., 2 -> 3).
The versioning of the Zarr software library is related to the versioning of the storage
specification as follows. A particular version of the Zarr library will
implement a particular version of the storage specification. For example, Zarr version
2.2.0 implements the Zarr storage specification version 2. If a release of the Zarr
library implements a different version of the storage specification, then the major
version number of the Zarr library should be incremented. E.g., if Zarr version 2.2.0
implements the storage spec version 2, and the next release of the Zarr library
implements storage spec version 3, then the next library release should have version
number 3.0.0. Note however that the major version number of the Zarr library may not
always correspond to the spec version number. For example, Zarr versions 2.x, 3.x, and
4.x might all implement the same version of the storage spec and thus maintain data
format compatibility, although they will not maintain API compatibility.
When to make a release
~~~~~~~~~~~~~~~~~~~~~~
Ideally, any bug fixes that don't change the public API should be released as soon as
possible. It is fine for a micro release to contain only a single bug fix.
When to make a minor release is at the discretion of the core developers. There are no
hard-and-fast rules, e.g., it is fine to make a minor release to make a single new
feature available; equally, it is fine to make a minor release that includes a number of
changes.
Major releases obviously need to be given careful consideration, and should be done as
infrequently as possible, as they will break existing code and/or affect data
compatibility in some way.
Release procedure
~~~~~~~~~~~~~~~~~
.. note::
Most of the release process is now handled by GitHub workflow which should
automatically push a release to PyPI if a tag is pushed.
Pre-release
"""""""""""
1. Make sure that all pull requests which will be included in the release
have been properly documented as changelog files in :file:`changes`.
2. Run ``towncrier build --version x.y.z`` to create the changelog.
Releasing
"""""""""
To make a new release, go to
https://github.com/zarr-developers/zarr-python/releases and
click "Draft a new release". Choose a version number prefixed
with a `v` (e.g. `v0.0.0`). For pre-releases, include the
appropriate suffix (e.g. `v0.0.0a1` or `v0.0.0rc2`).
Set the description of the release to::
See release notes https://zarr.readthedocs.io/en/stable/release-notes.html#release-0-0-0
replacing the correct version numbers. For pre-release versions,
the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
Click on "Generate release notes" to auto-file the description.
After creating the release, the documentation will be built on
https://readthedocs.io. Full releases will be available under
`/stable <https://zarr.readthedocs.io/en/stable>`_ while
pre-releases will be available under
`/latest <https://zarr.readthedocs.io/en/latest>`_.
Post-release
""""""""""""
- Review and merge the pull request on the `conda-forge feedstock <https://github.com/conda-forge/zarr-feedstock>`_ that will be automatically generated.
- Create a new "Unreleased" section in the release notes
|