pydantic-factories

Mock data generation for pydantic based models and python dataclasses

MIT 62 个版本 Python >=3.8,<4.0

Na'aman Hirschfeld <nhirschfeld@gmail.com>

安装

pip install pydantic-factories

poetry add pydantic-factories

pipenv install pydantic-factories

conda install pydantic-factories

描述

PyPI - License PyPI - Python Version

⚠️

The next version of this library is released as polyfactory. Users are encouraged to migrate to it.

⚠️

Pydantic-Factories

This library offers powerful mock data generation capabilities for pydantic based models, dataclasses and TypeDicts. It can also be used with other libraries that use pydantic as a foundation.

Check out the documentation 📚.

Installation

pip install pydantic-factories

Example

from datetime import date, datetime
from typing import List, Union

from pydantic import BaseModel, UUID4

from pydantic_factories import ModelFactory


class Person(BaseModel):
    id: UUID4
    name: str
    hobbies: List[str]
    age: Union[float, int]
    birthday: Union[datetime, date]


class PersonFactory(ModelFactory):
    __model__ = Person


result = PersonFactory.build()

That's it - with almost no work, we are able to create a mock data object fitting the Person class model definition.

This is possible because of the typing information available on the pydantic model and model-fields, which are used as a source of truth for data generation.

The factory parses the information stored in the pydantic model and generates a dictionary of kwargs that are passed to the Person class' init method.

Features

✅ supports both built-in and pydantic types
✅ supports pydantic field constraints
✅ supports complex field types
✅ supports custom model fields
✅ supports dataclasses
✅ supports TypedDicts

Why This Library?

💯 powerful
💯 extensible
💯 simple
💯 rigorously tested

Contributing

This library is open to contributions - in fact we welcome it. Please see the contribution guide!

分类

Environment :: Web Environment Framework :: Pytest Intended Audience :: Developers License :: OSI Approved :: MIT License Natural Language :: English Operating System :: OS Independent Programming Language :: Python Programming Language :: Python :: 3 Programming Language :: Python :: 3.10 Programming Language :: Python :: 3.11 Programming Language :: Python :: 3.8 Programming Language :: Python :: 3.9 Topic :: Software Development Topic :: Software Development :: Libraries Topic :: Software Development :: Testing Topic :: Software Development :: Testing :: Unit Topic :: Utilities Typing :: Typed

版本列表

1.17.3 2023-04-03

1.17.2 2023-02-09

1.17.1 2023-01-15

1.17.0 2022-12-04

1.16.0 2022-11-24

1.15.0 2022-11-07

1.14.0 2022-11-04

1.13.0 2022-10-26

1.12.0 2022-10-17

1.11.1 2022-10-16

1.11.0 2022-10-16

1.10.0 2022-10-13

1.9.0 2022-10-09

1.8.2 2022-10-08

1.8.1 2022-10-07

1.8.0 2022-10-07

1.7.1 2022-10-01

1.7.0 2022-09-28

1.6.2 2022-09-15

1.6.1 2022-08-30

1.6.0 2022-08-27

1.5.4 2022-08-12

1.5.2 2022-08-11

1.5.1 2022-08-10

1.5.0 2022-08-09

1.4.1 2022-07-25

1.4.0 2022-07-18

1.3.0 2022-05-27

1.2.9 2022-05-20

1.2.8 2022-05-03

1.2.7 2022-03-29

1.2.6 2022-03-04

1.2.5 2022-02-18

1.2.4 2022-02-11

1.2.3 2022-01-21

1.2.2 2022-01-21

1.2.1 2022-01-16

1.2.0 2022-01-09

1.1.0 2022-01-07

1.0.0 2022-01-01

0.8.0 2021-12-31

0.7.0 2021-12-28

0.6.3 2021-12-16

0.6.2 2021-12-16

0.6.1 2021-12-15

0.6.0 2021-12-14

0.5.0 2021-11-29

0.4.6 2021-11-29

0.4.5 2021-11-29

0.4.4 2021-11-29

0.4.3 2021-11-29

0.4.2 2021-11-28

0.4.1 2021-11-27

0.4.0 2021-11-25

0.3.5b0 2021-11-24

0.3.4b0 2021-11-24

0.3.3b0 2021-11-23

0.3.2b0 2021-11-23

0.3.1b0 2021-11-22

0.3.0b0 2021-11-21

0.2.0a0 2021-11-18

0.1.0a0 2021-11-17