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odin

Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python


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Odin

Odin provides a declarative framework for defining resources (classes) and their relationships, validation of the fields that make up the resources and mapping between objects (either a resource, or other python structures).

Odin also comes with built in serialisation tools for importing and exporting data from resources.

+---------+-------------------------------------------------------------------------------------------------------------+ | Docs/ | .. image:: https://readthedocs.org/projects/odin/badge/?version=latest | | Help | :target: https://odin.readthedocs.org/ | | | :alt: ReadTheDocs | | | .. image:: https://img.shields.io/badge/gitterim-timsavage.odin-brightgreen.svg?style=flat | | | :target: https://gitter.im/timsavage/odin | | | :alt: Gitter.im | +---------+-------------------------------------------------------------------------------------------------------------+ | Build | .. image:: https://github.com/python-odin/odin/actions/workflows/python-package.yml/badge.svg | | | :target: https://github.com/python-odin/odin/actions/workflows/python-package.yml | | | :alt: Python package | +---------+-------------------------------------------------------------------------------------------------------------+ | Quality | .. image:: https://sonarcloud.io/api/project_badges/measure?project=python-odin_odin&metric=sqale_rating | | | :target: https://sonarcloud.io/dashboard?id=python-odin_odin | | | :alt: Maintainability | | | .. image:: https://sonarcloud.io/api/project_badges/measure?project=python-odin_odin&metric=security_rating | | | :target: https://sonarcloud.io/project/security_hotspots | | | :alt: Security | | | .. image:: https://sonarcloud.io/api/project_badges/measure?project=python-odin_odin&metric=coverage | | | :target: https://sonarcloud.io/code?id=python-odin_odin | | | :alt: Test Coverage | | | .. image:: https://img.shields.io/badge/code%20style-black-000000.svg | | | :target: https://github.com/ambv/black | | | :alt: Once you go Black... | +---------+-------------------------------------------------------------------------------------------------------------+ | Package | .. image:: https://img.shields.io/pypi/v/odin | | | :target: https://pypi.io/pypi/odin/ | | | :alt: Latest Version | | | .. image:: https://img.shields.io/pypi/pyversions/odin | | | :target: https://pypi.io/pypi/odin/ | | | .. image:: https://img.shields.io/pypi/l/odin | | | :target: https://pypi.io/pypi/odin/ | | | .. image:: https://img.shields.io/pypi/wheel/odin | | | :alt: PyPI - Wheel | | | :target: https://pypi.io/pypi/odin/ | +---------+-------------------------------------------------------------------------------------------------------------+

Highlights


  • Class based declarative style
  • Class based annotations style! ✨ new in 2.0
  • Fields for building composite resources
  • Field and Resource level validation
  • Easy extension to support custom fields
  • Python 3.8+ and PyPy :sup:1 supported
  • Support for documenting resources with Sphinx <http://sphinx-doc.org/>_
  • Minimal dependencies

:sup:1 certain contrib items are not supported. Pint is not installable with PyPy.

Use cases


  • Design, document and validate complex (and simple!) data structures
  • Convert structures to and from different formats such as JSON, YAML, MsgPack, CSV, TOML
  • Validate API inputs
  • Define message formats for communications protocols, like an RPC
  • Map API requests to ORM objects

Quick links


  • Documentation <https://odin.readthedocs.org/>_
  • Project home <https://github.com/python-odin/odin>_
  • Issue tracker <https://github.com/python-odin/odin/issues>_

Upcoming features


In development

  • XML Codec (export only)
  • Complete documentation coverage
  • Improvements for CSV Codec (writing, reading multi resource CSV's)

Requires


Optional

  • simplejson - Odin will use simplejson if it is available or fallback to the builtin json library
  • msgpack-python - To enable use of the msgpack codec
  • pyyaml - To enable use of the YAML codec
  • toml - To enable use of the TOML codec

Contrib

  • arrow - Support for Arrow data types.
  • pint - Support for physical quantities using the Pint <http://pint.readthedocs.org/>_ library.

Development

  • pytest - Testing
  • pytest-cov - Coverage reporting

Example


Definition

.. code-block:: python

import odin

class Author(odin.Resource):
    name = odin.StringField()

class Publisher(odin.Resource):
    name = odin.StringField()

class Book(odin.Resource):
    title = odin.StringField()
    authors = odin.ArrayOf(Author)
    publisher = odin.DictAs(Publisher)
    genre = odin.StringField()
    num_pages = odin.IntegerField()

Using Annotations

.. code-block:: python

import odin

class Author(odin.AnnotatedResource):
    name: str

class Publisher(odin.AnnotatedResource):
    name: str
    website: Optional[odin.Url]

class Book(odin.AnnotatedResource):
    title: str
    authors: List[Author]
    publisher: Publisher
    genre: str
    num_pages: int

Usage::

>>> b = Book(
        title="Consider Phlebas",
        genre="Space Opera",
        publisher=Publisher(name="Macmillan"),
        num_pages=471
    )
>>> b.authors.append(Author(name="Iain M. Banks"))
>>> from odin.codecs import json_codec
>>> json_codec.dumps(b, indent=4)
{
    "$": "Book",
    "authors": [
        {
            "$": "Author",
            "name": "Iain M. Banks"
        }
    ],
    "genre": "Space Opera",
    "num_pages": 471,
    "publisher": {
        "$": "Publisher",
        "name": "Macmillan"
    },
    "title": "Consider Phlebas"
}

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