Awesome
<h1 align="center"><code>pyserde</code></h1> <p align="center">Yet another serialization library on top of <a href="https://docs.python.org/3/library/dataclasses.html">dataclasses</a>, inspired by <a href="https://github.com/serde-rs/serde">serde-rs</a>.</p> <p align="center"> <a href="https://pypi.org/project/pyserde/"> <img alt="pypi" src="https://img.shields.io/pypi/v/pyserde.svg"> </a> <a href="https://pypi.org/project/pyserde/"> <img alt="pypi" src="https://img.shields.io/pypi/pyversions/pyserde.svg"> </a> <a href="https://github.com/yukinarit/pyserde/actions/workflows/test.yml"> <img alt="GithubActions" src="https://github.com/yukinarit/pyserde/actions/workflows/test.yml/badge.svg"> </a> <a href="https://codecov.io/gh/yukinarit/pyserde"> <img alt="CodeCov" src="https://codecov.io/gh/yukinarit/pyserde/branch/main/graph/badge.svg"> </a> </p> <p align="center"> <a href="https://yukinarit.github.io/pyserde/guide/en">Guideπ¬π§</a> | <a href="https://yukinarit.github.io/pyserde/guide/ja">γ¬γ€γπ―π΅</a> | <a href="https://yukinarit.github.io/pyserde/api/serde.html">API Reference</a> | <a href="https://github.com/yukinarit/pyserde/tree/main/examples">Examples</a> </p>Overview
pyserde
is a simple yet powerful serialization library on top of dataclasses. It allows you to convert Python objects to and from JSON, YAML, and other formats easily and efficiently.
Declare your class with @serde
decorator and annotate fields using PEP484 as below.
@serde
class Foo:
i: int
s: str
f: float
b: bool
You can serialize Foo
object into JSON.
>>> to_json(Foo(i=10, s='foo', f=100.0, b=True))
'{"i":10,"s":"foo","f":100.0,"b":true}'
You can deserialize JSON into Foo
object.
>>> from_json(Foo, '{"i": 10, "s": "foo", "f": 100.0, "b": true}')
Foo(i=10, s='foo', f=100.0, b=True)
That's it! If you're interested in pyserde, please check our documentation! Happy coding with pyserde! π
Features
- Supported data formats
- dict
- tuple
- JSON
- Yaml
- Toml
- MsgPack
- Pickle
- Supported types
- Primitives (
int
,float
,str
,bool
) - Containers
list
,set
,tuple
,dict
frozenset
,defaultdict
typing.Optional
typing.Union
- User defined class with
@dataclass
typing.NewType
for primitive typestyping.Any
typing.Literal
typing.Generic
typing.ClassVar
dataclasses.InitVar
Enum
andIntEnum
- Standard library
- PyPI library
numpy
typesSQLAlchemy
Declarative Dataclass Mapping (experimental)
- Primitives (
- Class Attributes
- Field Attributes
- Decorators
- Type Check
- Union Representation
- Forward reference
- PEP563 Postponed Evaluation of Annotations
- PEP585 Type Hinting Generics In Standard Collections
- PEP604 Allow writing union types as X | Y
- PEP681 Data Class Transform
- PEP695 Type Parameter Syntax
- Case Conversion
- Rename
- Alias
- Skip (de)serialization (skip, skip_if, skip_if_false, skip_if_default)
- Custom field (de)serializer
- Custom class (de)serializer
- Custom global (de)serializer
- Flatten
Extensions
- pyserde-timedelta: (de)serializing datetime.timedelta in ISO 8601 duration format.
Contributors β¨
Thanks goes to these wonderful people (emoji key):
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --> <!-- prettier-ignore-start --> <!-- markdownlint-disable --> <table> <tbody> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/yukinarit"><img src="https://avatars.githubusercontent.com/u/2347533?v=4?s=60" width="60px;" alt="yukinarit"/><br /><sub><b>yukinarit</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=yukinarit" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/alexmisk"><img src="https://avatars.githubusercontent.com/u/4103218?v=4?s=60" width="60px;" alt="Alexander Miskaryan"/><br /><sub><b>Alexander Miskaryan</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=alexmisk" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/ydylla"><img src="https://avatars.githubusercontent.com/u/17772145?v=4?s=60" width="60px;" alt="ydylla"/><br /><sub><b>ydylla</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=ydylla" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/kmsquire"><img src="https://avatars.githubusercontent.com/u/223250?v=4?s=60" width="60px;" alt="Kevin Squire"/><br /><sub><b>Kevin Squire</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=kmsquire" title="Code">π»</a> <a href="https://github.com/yukinarit/pyserde/commits?author=kmsquire" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="http://yushiomote.org/"><img src="https://avatars.githubusercontent.com/u/3733915?v=4?s=60" width="60px;" alt="Yushi OMOTE"/><br /><sub><b>Yushi OMOTE</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=YushiOMOTE" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://kngwyu.github.io/"><img src="https://avatars.githubusercontent.com/u/16046705?v=4?s=60" width="60px;" alt="Yuji Kanagawa"/><br /><sub><b>Yuji Kanagawa</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=kngwyu" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://kigawas.me/"><img src="https://avatars.githubusercontent.com/u/4182346?v=4?s=60" width="60px;" alt="Weiliang Li"/><br /><sub><b>Weiliang Li</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=kigawas" title="Code">π»</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/mauvealerts"><img src="https://avatars.githubusercontent.com/u/51870303?v=4?s=60" width="60px;" alt="Mauve"/><br /><sub><b>Mauve</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=mauvealerts" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/adsharma"><img src="https://avatars.githubusercontent.com/u/658691?v=4?s=60" width="60px;" alt="adsharma"/><br /><sub><b>adsharma</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=adsharma" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/chagui"><img src="https://avatars.githubusercontent.com/u/1234128?v=4?s=60" width="60px;" alt="Guilhem C."/><br /><sub><b>Guilhem C.</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=chagui" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/tardyp"><img src="https://avatars.githubusercontent.com/u/109859?v=4?s=60" width="60px;" alt="Pierre Tardy"/><br /><sub><b>Pierre Tardy</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=tardyp" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://blog.rnstlr.ch/"><img src="https://avatars.githubusercontent.com/u/1435346?v=4?s=60" width="60px;" alt="Raphael Nestler"/><br /><sub><b>Raphael Nestler</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=rnestler" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="https://pranavvp10.github.io/"><img src="https://avatars.githubusercontent.com/u/52486224?v=4?s=60" width="60px;" alt="Pranav V P"/><br /><sub><b>Pranav V P</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=pranavvp10" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://andreymal.org/"><img src="https://avatars.githubusercontent.com/u/3236464?v=4?s=60" width="60px;" alt="andreymal"/><br /><sub><b>andreymal</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=andreymal" title="Code">π»</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/jfuechsl"><img src="https://avatars.githubusercontent.com/u/1097068?v=4?s=60" width="60px;" alt="Johann Fuechsl"/><br /><sub><b>Johann Fuechsl</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=jfuechsl" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/DoeringChristian"><img src="https://avatars.githubusercontent.com/u/23581448?v=4?s=60" width="60px;" alt="DoeringChristian"/><br /><sub><b>DoeringChristian</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=DoeringChristian" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="http://stuart.axelbrooke.com/"><img src="https://avatars.githubusercontent.com/u/2815794?v=4?s=60" width="60px;" alt="Stuart Axelbrooke"/><br /><sub><b>Stuart Axelbrooke</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=soaxelbrooke" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://kobzol.github.io/"><img src="https://avatars.githubusercontent.com/u/4539057?v=4?s=60" width="60px;" alt="Jakub BerΓ‘nek"/><br /><sub><b>Jakub BerΓ‘nek</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=Kobzol" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/Fredrik-Reinholdsen"><img src="https://avatars.githubusercontent.com/u/11893023?v=4?s=60" width="60px;" alt="Fredrik Reinholdsen"/><br /><sub><b>Fredrik Reinholdsen</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=Fredrik-Reinholdsen" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://www.patreon.com/nicoddemus"><img src="https://avatars.githubusercontent.com/u/1085180?v=4?s=60" width="60px;" alt="Bruno Oliveira"/><br /><sub><b>Bruno Oliveira</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=nicoddemus" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="https://kylekosic.dev/"><img src="https://avatars.githubusercontent.com/u/23020003?v=4?s=60" width="60px;" alt="Kyle Kosic"/><br /><sub><b>Kyle Kosic</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=kykosic" title="Code">π»</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/gpetrovic-meltin"><img src="https://avatars.githubusercontent.com/u/72957645?v=4?s=60" width="60px;" alt="Gajo Petrovic"/><br /><sub><b>Gajo Petrovic</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=gpetrovic-meltin" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/m472"><img src="https://avatars.githubusercontent.com/u/6155240?v=4?s=60" width="60px;" alt="m472"/><br /><sub><b>m472</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=m472" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/acolley-gel"><img src="https://avatars.githubusercontent.com/u/90254318?v=4?s=60" width="60px;" alt="acolley-gel"/><br /><sub><b>acolley-gel</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=acolley-gel" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/maallaire"><img src="https://avatars.githubusercontent.com/u/38792535?v=4?s=60" width="60px;" alt="Marc-AndrΓ© Allaire"/><br /><sub><b>Marc-AndrΓ© Allaire</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=maallaire" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/gschaffner"><img src="https://avatars.githubusercontent.com/u/11418203?v=4?s=60" width="60px;" alt="Ganden Schaffner"/><br /><sub><b>Ganden Schaffner</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=gschaffner" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/davetapley"><img src="https://avatars.githubusercontent.com/u/48232?v=4?s=60" width="60px;" alt="Dave Tapley"/><br /><sub><b>Dave Tapley</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=davetapley" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/uyha"><img src="https://avatars.githubusercontent.com/u/8091245?v=4?s=60" width="60px;" alt="Beartama"/><br /><sub><b>Beartama</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=uyha" title="Code">π»</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/rtbs-dev"><img src="https://avatars.githubusercontent.com/u/12550525?v=4?s=60" width="60px;" alt="Rachael Sexton"/><br /><sub><b>Rachael Sexton</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=rtbs-dev" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/JWSong"><img src="https://avatars.githubusercontent.com/u/4515331?v=4?s=60" width="60px;" alt="JWSong"/><br /><sub><b>JWSong</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=JWSong" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://www.mechanicus.it/"><img src="https://avatars.githubusercontent.com/u/13484760?v=4?s=60" width="60px;" alt="Emanuele Barsanti"/><br /><sub><b>Emanuele Barsanti</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=barsa-net" title="Code">π»</a></td> <td align="center" valign="top" width="14.28%"><a href="https://aman-clement-aranha.vercel.app/"><img src="https://avatars.githubusercontent.com/u/90409059?v=4?s=60" width="60px;" alt="Aman Clement Aranha"/><br /><sub><b>Aman Clement Aranha</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=Aman-Clement" title="Documentation">π</a></td> <td align="center" valign="top" width="14.28%"><a href="https://qiita.com/inetcpl"><img src="https://avatars.githubusercontent.com/u/51281148?v=4?s=60" width="60px;" alt="π'"/><br /><sub><b>π'</b></sub></a><br /><a href="https://github.com/yukinarit/pyserde/commits?author=K-dash" title="Documentation">π</a></td> </tr> </tbody> <tfoot> <tr> <td align="center" size="13px" colspan="7"> <img src="https://raw.githubusercontent.com/all-contributors/all-contributors-cli/1b8533af435da9854653492b1327a23a4dbd0a10/assets/logo-small.svg"> <a href="https://all-contributors.js.org/docs/en/bot/usage">Add your contributions</a> </img> </td> </tr> </tfoot> </table> <!-- markdownlint-restore --> <!-- prettier-ignore-end --> <!-- ALL-CONTRIBUTORS-LIST:END -->This project follows the all-contributors specification. Contributions of any kind welcome!
LICENSE
This project is licensed under the MIT license.