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Top 22 Python Deserialization Projects
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marshmallow
A lightweight library for converting complex objects to and from simple Python datatypes.
Somehow get a serializer going for your database models. I used marshmallow and flask-marshmallow
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msgspec
A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
Project mention: Htmx, Rust and Shuttle: A New Rapid Prototyping Stack | news.ycombinator.com | 2023-11-01 -
jsonpickle
Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.
Project mention: Show HN: Mutuple – Replace items in Python's "immutable" tuples | news.ycombinator.com | 2024-04-10While I mostly wrote `mutuple` for fun, it's also a proof of concept for solving a tricky pickling problem in the jsonpickle[1] library: restoring object graphs that contain tuples with back-references to the same tuple.
I'm pretty sure there are better ways of handling this edge case, but, hey, it works and was a pretty fun experiment.
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I'd suggest you look at my cattrs (https://catt.rs) library as a good serde lookalike in Python (sum type support present and getting better), and to use attrs instead of dataclasses in general.
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Project mention: DotDict: A simple Python library to make chained attributes possible | news.ycombinator.com | 2023-08-02
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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mcap
MCAP is a modular, performant, and serialization-agnostic container file format, useful for pub/sub and robotics applications.
> Especially a tool like RViz is always missing. And in many many robotics video I see (of a moderately complex robot), there's ROS's RViz on some screen.
I would love the future robotics development stack to be more modular, so that (for example) future middleware solutions don't need to also bundle their own visualization software. This was direct inspiration for creating Foxglove Studio[0] for visualization and MCAP[1] for logging - both work great with ROS, or equally well without it.
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Project mention: [P] Request to Test PyMilo: A New Python Library for Machine Learning I/O | /r/MachineLearning | 2023-09-29
GitHub Repo: https://github.com/openscilab/pymilo
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dataconf
Simple dataclasses configuration management for Python with hocon/json/yaml/properties/env-vars/dict/cli support.
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bytechomp
A pure python declarative custom binary protocol parser & generator using dataclasses and type hinting. Like Pydantic for binary protocols.
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lupin is a Python JSON object mapper
Python document object mapper (load python object from JSON and vice-versa)
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Project mention: orjsonl VS json-lines - a user suggested alternative | libhunt.com/r/orjsonl | 2023-11-09
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py-object-factory
objectfactory is a python package to easily implement the factory design pattern for object creation, serialization, and polymorphism
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SaaSHub
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2024-04-10.
Python Deserialization related posts
- Show HN: Mutuple – Replace items in Python's "immutable" tuples
- Litestar 2.0
- Help making draggable items for Flask app.
- Starlite updates March '22 | 2.0 is coming
- Noob question on saving objects in YAML files
- Yet another object serialization framework!
- For fun, I created a library to serialize / deserialize any python object into JSON
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A note from our sponsor - InfluxDB
www.influxdata.com | 16 Apr 2024
Index
What are some of the best open-source Deserialization projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | marshmallow | 6,882 |
| 2 | orjson | 5,520 |
| 3 | Schematics | 2,572 |
| 4 | msgspec | 1,839 |
| 5 | jsonpickle | 1,206 |
| 6 | cattrs | 754 |
| 7 | mashumaro | 726 |
| 8 | colander | 440 |
| 9 | mcap | 416 |
| 10 | rtoml | 295 |
| 11 | pymilo | 123 |
| 12 | PyFLP | 107 |
| 13 | Pickora | 89 |
| 14 | dataconf | 78 |
| 15 | chili | 64 |
| 16 | bytechomp | 35 |
| 17 | lupin is a Python JSON object mapper | 25 |
| 18 | bstruct | 17 |
| 19 | orjsonl | 13 |
| 20 | py-object-factory | 9 |
| 21 | versionedobj | 7 |
| 22 | ZnJSON | 2 |
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