cattrs
py-object-factory
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cattrs | py-object-factory | |
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7 | - | |
754 | 9 | |
1.9% | - | |
8.9 | 2.5 | |
18 days ago | 23 days ago | |
Python | Python | |
MIT License | MIT License |
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cattrs
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Writing Python like itโs Rust
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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Starlite updates March '22 | 2.0 is coming
Pydantic is by far not the only library of its kind, with prominent members of the same class being attrs, cattrs or even plain dataclasses for some use cases.
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apischema v0.17 - I've developed the fastest typed JSON (de)serialization library, and you can also build your GraphQL schema with it
This month, I've released version 0.17, and it's now blazing fast; there is in fact no more comparison with Pydantic, which more than 5x slower (up to 30x in serialization). It's also faster than alternatives like mashumaro or cattrs. (See the quick benchmark result in documentation, and the code)
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I use attrs instead of pydantic
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Cattrs has some problems with generics [1] [2]. Dacite and marshmallow-dataclasses don't support generics well either, with some issues around Union types.
They do work well for simple python types but what I'd like to see is guarantee that the serialisation operation is completely reversible and if not raise warning/exception.
py-object-factory
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Tracking mentions began in Dec 2020.
What are some alternatives?
marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
pydantic - Data validation using Python type hints
Fast JSON schema for Python - Fast JSON schema validator for Python.
serpy - ridiculously fast object serialization
datamodel-code-generator - Pydantic model and dataclasses.dataclass generator for easy conversion of JSON, OpenAPI, JSON Schema, and YAML data sources.
lupin is a Python JSON object mapper - Python document object mapper (load python object from JSON and vice-versa)
mashumaro - Fast and well tested serialization library
RDFLib plugin providing JSON-LD parsing and serialization - JSON-LD parser and serializer plugins for RDFLib
PyValico - Small python wrapper around https://github.com/rustless/valico
jsons - ๐ A Python lib for (de)serializing Python objects to/from JSON
PyLD - JSON-LD processor written in Python