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docs: add docs on extending zarr 3 (#2597)
* docs: add docs on extending zarr 3 * Apply suggestions from code review Co-authored-by: David Stansby <dstansby@gmail.com> * move note up * remove test.py (#2612) * Note that whole directories can be deleted in LocalStore (#2606) * fix: run-coverage command now tracks src directory (#2615) * fix doc build * Update docs/user-guide/extending.rst --------- Co-authored-by: Norman Rzepka <code@normanrz.com> Co-authored-by: David Stansby <dstansby@gmail.com> Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
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Extending Zarr | ||
============== | ||
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Zarr-Python 3 was designed to be extensible. This means that you can extend | ||
the library by writing custom classes and plugins. Currently, Zarr can be extended | ||
in the following ways: | ||
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Custom codecs | ||
------------- | ||
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.. note:: | ||
This section explains how custom codecs can be created for Zarr version 3 data. For Zarr | ||
version 2, codecs should subclass the | ||
`numcodecs.abc.Codec <https://numcodecs.readthedocs.io/en/stable/abc.html#numcodecs.abc.Codec>`_ | ||
base class and register through | ||
`numcodecs.registry.register_codec <https://numcodecs.readthedocs.io/en/stable/registry.html#numcodecs.registry.register_codec>`_. | ||
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There are three types of codecs in Zarr: | ||
- array-to-array | ||
- array-to-bytes | ||
- bytes-to-bytes | ||
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Array-to-array codecs are used to transform the array data before serializing | ||
to bytes. Examples include delta encoding or scaling codecs. Array-to-bytes codecs are used | ||
for serializing the array data to bytes. In Zarr, the main codec to use for numeric arrays | ||
is the :class:`zarr.codecs.BytesCodec`. Bytes-to-bytes codecs transform the serialized bytestreams | ||
of the array data. Examples include compression codecs, such as | ||
:class:`zarr.codecs.GzipCodec`, :class:`zarr.codecs.BloscCodec` or | ||
:class:`zarr.codecs.ZstdCodec`, and codecs that add a checksum to the bytestream, such as | ||
:class:`zarr.codecs.Crc32cCodec`. | ||
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Custom codecs for Zarr are implemented by subclassing the relevant base class, see | ||
:class:`zarr.abc.codec.ArrayArrayCodec`, :class:`zarr.abc.codec.ArrayBytesCodec` and | ||
:class:`zarr.abc.codec.BytesBytesCodec`. Most custom codecs should implemented the | ||
``_encode_single`` and ``_decode_single`` methods. These methods operate on single chunks | ||
of the array data. Alternatively, custom codecs can implement the ``encode`` and ``decode`` | ||
methods, which operate on batches of chunks, in case the codec is intended to implement | ||
its own batch processing. | ||
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Custom codecs should also implement the following methods: | ||
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- ``compute_encoded_size``, which returns the byte size of the encoded data given the byte | ||
size of the original data. It should raise ``NotImplementedError`` for codecs with | ||
variable-sized outputs, such as compression codecs. | ||
- ``validate`` (optional), which can be used to check that the codec metadata is compatible with the | ||
array metadata. It should raise errors if not. | ||
- ``resolve_metadata`` (optional), which is important for codecs that change the shape, | ||
dtype or fill value of a chunk. | ||
- ``evolve_from_array_spec`` (optional), which can be useful for automatically filling in | ||
codec configuration metadata from the array metadata. | ||
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To use custom codecs in Zarr, they need to be registered using the | ||
`entrypoint mechanism <https://packaging.python.org/en/latest/specifications/entry-points/>`_. | ||
Commonly, entrypoints are declared in the ``pyproject.toml`` of your package under the | ||
``[project.entry-points."zarr.codecs"]`` section. Zarr will automatically discover and | ||
load all codecs registered with the entrypoint mechanism from imported modules. | ||
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.. code-block:: toml | ||
[project.entry-points."zarr.codecs"] | ||
"custompackage.fancy_codec" = "custompackage:FancyCodec" | ||
New codecs need to have their own unique identifier. To avoid naming collisions, it is | ||
strongly recommended to prefix the codec identifier with a unique name. For example, | ||
the codecs from ``numcodecs`` are prefixed with ``numcodecs.``, e.g. ``numcodecs.delta``. | ||
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.. note:: | ||
Note that the extension mechanism for the Zarr version 3 is still under development. | ||
Requirements for custom codecs including the choice of codec identifiers might | ||
change in the future. | ||
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It is also possible to register codecs as replacements for existing codecs. This might be | ||
useful for providing specialized implementations, such as GPU-based codecs. In case of | ||
multiple codecs, the :mod:`zarr.core.config` mechanism can be used to select the preferred | ||
implementation. | ||
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Custom stores | ||
------------- | ||
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Coming soon. | ||
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Custom array buffers | ||
-------------------- | ||
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Coming soon. | ||
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Other extensions | ||
---------------- | ||
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In the future, Zarr will support writing custom custom data types and chunk grids. |
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performance | ||
consolidated_metadata | ||
extending | ||
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.. Coming soon | ||
async | ||
extending |
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