Mixer -- Is a fixtures replacement. Supported Django, Flask, SqlAlchemy and custom python objects.

Overview

https://raw.github.com/klen/mixer/develop/docs/_static/logo.png

The Mixer is a helper to generate instances of Django or SQLAlchemy models. It's useful for testing and fixture replacement. Fast and convenient test-data generation.

Mixer supports:

Tests Status Version Downloads License

Docs are available at https://mixer.readthedocs.org/. Pull requests with documentation enhancements and/or fixes are awesome and most welcome.

Описание на русском языке: http://klen.github.io/mixer.html

Important

From version 6.2 the Mixer library doesn't support Python 2. The latest version with python<3 support is mixer 6.1.3

Requirements

  • Python 3.7+
  • Django (3.0, 3.1) for Django ORM support;
  • Flask-SQLALchemy for SQLAlchemy ORM support and integration as Flask application;
  • Faker >= 0.7.3
  • Mongoengine for Mongoengine ODM support;
  • SQLAlchemy for SQLAlchemy ORM support;
  • Peewee ORM support;

Installation

Mixer should be installed using pip:

pip install mixer

Usage

By default Mixer tries to generate fake (human-friendly) data.
If you want to randomize the generated values initialize the Mixer
by manual: Mixer(fake=False)
By default Mixer saves the generated objects in a database. If you want to disable
this, initialize the Mixer by manual like Mixer(commit=False)

Django workflow

Quick example:

from mixer.backend.django import mixer
from customapp.models import User, UserMessage

# Generate a random user
user = mixer.blend(User)

# Generate an UserMessage
message = mixer.blend(UserMessage, user=user)

# Generate an UserMessage and an User. Set username for generated user to 'testname'.
message = mixer.blend(UserMessage, user__username='testname')

# Generate SomeModel from SomeApp and select FK or M2M values from db
some = mixer.blend('someapp.somemodel', somerelation=mixer.SELECT)

# Generate SomeModel from SomeApp and force a value of money field from default to random
some = mixer.blend('someapp.somemodel', money=mixer.RANDOM)

# Generate 5 SomeModel's instances and take company field's values from custom generator
some_models = mixer.cycle(5).blend('somemodel', company=(name for name in company_names))

Flask, Flask-SQLAlchemy

Quick example:

from mixer.backend.flask import mixer
from models import User, UserMessage

mixer.init_app(self.app)

# Generate a random user
user = mixer.blend(User)

# Generate an userMessage
message = mixer.blend(UserMessage, user=user)

# Generate an UserMessage and an User. Set username for generated user to 'testname'.
message = mixer.blend(UserMessage, user__username='testname')

# Generate SomeModel and select FK or M2M values from db
some = mixer.blend('project.models.SomeModel', somerelation=mixer.SELECT)

# Generate SomeModel from SomeApp and force a value of money field from default to random
some = mixer.blend('project.models.SomeModel', money=mixer.RANDOM)

# Generate 5 SomeModel's instances and take company field's values from custom generator
some_models = mixer.cycle(5).blend('project.models.SomeModel', company=(company for company in companies))

Support for Flask-SQLAlchemy models that have __init__ arguments

For support this scheme, just create your own mixer class, like this:

from mixer.backend.sqlalchemy import Mixer

class MyOwnMixer(Mixer):

    def populate_target(self, values):
        target = self.__scheme(**values)
        return target

mixer = MyOwnMixer()

SQLAlchemy workflow

Example of initialization:

from mixer.backend.sqlalchemy import Mixer

ENGINE = create_engine('sqlite:///:memory:')
BASE = declarative_base()
SESSION = sessionmaker(bind=ENGINE)

mixer = Mixer(session=SESSION(), commit=True)
role = mixer.blend('package.models.Role')

Also, see Flask, Flask-SQLAlchemy.

Mongoengine workflow

Example usage:

from mixer.backend.mongoengine import mixer

class User(Document):
    created_at = DateTimeField(default=datetime.datetime.now)
    email = EmailField(required=True)
    first_name = StringField(max_length=50)
    last_name = StringField(max_length=50)
    username = StringField(max_length=50)

class Post(Document):
    title = StringField(max_length=120, required=True)
    author = ReferenceField(User)
    tags = ListField(StringField(max_length=30))

post = mixer.blend(Post, author__username='foo')

Marshmallow workflow

Example usage:

from mixer.backend.marshmallow import mixer
import marshmallow as ma

class User(ma.Schema):
    created_at = ma.fields.DateTime(required=True)
    email = ma.fields.Email(required=True)
    first_name = ma.fields.String(required=True)
    last_name = ma.fields.String(required=True)
    username = ma.fields.String(required=True)

class Post(ma.Schema):
    title = ma.fields.String(required=True)
    author = ma.fields.Nested(User, required=True)

post = mixer.blend(Post, author__username='foo')

Common usage

Quick example:

from mixer.main import mixer

class Test:
    one = int
    two = int
    name = str

class Scheme:
    name = str
    money = int
    male = bool
    prop = Test

scheme = mixer.blend(Scheme, prop__one=1)

DB commits

By default 'django', 'flask', 'mongoengine' backends tries to save objects in database. For preventing this behavior init mixer manually:

from mixer.backend.django import Mixer

mixer = Mixer(commit=False)

Or you can temporary switch context use the mixer as context manager:

from mixer.backend.django import mixer

# Will be save to db
user1 = mixer.blend('auth.user')

# Will not be save to db
with mixer.ctx(commit=False):
    user2 = mixer.blend('auth.user')

Custom fields

The mixer allows you to define generators for fields by manually. Quick example:

from mixer.main import mixer

class Test:
    id = int
    name = str

mixer.register(Test,
    name=lambda: 'John',
    id=lambda: str(mixer.faker.small_positive_integer())
)

test = mixer.blend(Test)
test.name == 'John'
isinstance(test.id, str)

# You could pinned just a value to field
mixer.register(Test, name='Just John')
test = mixer.blend(Test)
test.name == 'Just John'

Also, you can make your own factory for field types:

from mixer.backend.django import Mixer, GenFactory

def get_func(*args, **kwargs):
    return "Always same"

class MyFactory(GenFactory):
    generators = {
        models.CharField: get_func
    }

mixer = Mixer(factory=MyFactory)

Middlewares

You can add middleware layers to process generation:

from mixer.backend.django import mixer

# Register middleware to model
@mixer.middleware('auth.user')
def encrypt_password(user):
    user.set_password('test')
    return user

You can add several middlewares. Each middleware should get one argument (generated value) and return them.

It's also possible to unregister a middleware:

mixer.unregister_middleware(encrypt_password)

Locales

By default mixer uses 'en' locale. You could switch mixer default locale by creating your own mixer:

from mixer.backend.django import Mixer

mixer = Mixer(locale='it')
mixer.faker.name()          ## u'Acchisio Conte'

At any time you could switch mixer current locale:

mixer.faker.locale = 'cz'
mixer.faker.name()          ## u'Miloslava Urbanov\xe1 CSc.'

mixer.faker.locale = 'en'
mixer.faker.name()          ## u'John Black'

# Use the mixer context manager
mixer.faker.phone()         ## u'1-438-238-1116'
with mixer.ctx(locale='fr'):
    mixer.faker.phone()     ## u'08 64 92 11 79'

mixer.faker.phone()         ## u'1-438-238-1116'

Bug tracker

If you have any suggestions, bug reports or annoyances please report them to the issue tracker at https://github.com/klen/mixer/issues

Contributing

Development of mixer happens at Github: https://github.com/klen/mixer

Contributors

License

Licensed under a BSD license.

Owner
Kirill Klenov
Kirill Klenov
A request rate limiter for fastapi

fastapi-limiter Introduction FastAPI-Limiter is a rate limiting tool for fastapi routes. Requirements redis Install Just install from pypi pip insta

long2ice 200 Jan 08, 2023
Code for my FastAPI tutorial

FastAPI tutorial Code for my video tutorial FastAPI tutorial What is FastAPI? FastAPI is a high-performant REST API framework for Python. It's built o

José Haro Peralta 9 Nov 15, 2022
API written using Fast API to manage events and implement a leaderboard / badge system.

Open Food Facts Events API written using Fast API to manage events and implement a leaderboard / badge system. Installation To run the API locally, ru

Open Food Facts 5 Jan 07, 2023
Hyperlinks for pydantic models

Hyperlinks for pydantic models In a typical web application relationships between resources are modeled by primary and foreign keys in a database (int

Jaakko Moisio 10 Apr 18, 2022
implementation of deta base for FastAPIUsers

FastAPI Users - Database adapter for Deta Base Ready-to-use and customizable users management for FastAPI Documentation: https://fastapi-users.github.

2 Aug 15, 2022
Docker Sample Project - FastAPI + NGINX

Docker Sample Project - FastAPI + NGINX Run FastAPI and Nginx using Docker container Installation Make sure Docker is installed on your local machine

1 Feb 11, 2022
A dynamic FastAPI router that automatically creates CRUD routes for your models

⚡ Create CRUD routes with lighting speed ⚡ A dynamic FastAPI router that automatically creates CRUD routes for your models

Adam Watkins 950 Jan 08, 2023
Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.

Full Stack FastAPI and PostgreSQL - Base Project Generator Generate a backend and frontend stack using Python, including interactive API documentation

Sebastián Ramírez 10.8k Jan 08, 2023
flask extension for integration with the awesome pydantic package

flask extension for integration with the awesome pydantic package

249 Jan 06, 2023
Ready-to-use and customizable users management for FastAPI

FastAPI Users Ready-to-use and customizable users management for FastAPI Documentation: https://fastapi-users.github.io/fastapi-users/ Source Code: ht

FastAPI Users 2.3k Dec 30, 2022
API Simples com python utilizando a biblioteca FastApi

api-fastapi-python API Simples com python utilizando a biblioteca FastApi Para rodar esse script são necessárias duas bibliotecas: Fastapi: Comando de

Leonardo Grava 0 Apr 29, 2022
This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.

Deploying ML models with FastAPI, Docker, and Kubernetes By: Sayak Paul and Chansung Park This project shows how to serve an ONNX-optimized image clas

Sayak Paul 104 Dec 23, 2022
Docker image with Uvicorn managed by Gunicorn for high-performance FastAPI web applications in Python 3.6 and above with performance auto-tuning. Optionally with Alpine Linux.

Supported tags and respective Dockerfile links python3.8, latest (Dockerfile) python3.7, (Dockerfile) python3.6 (Dockerfile) python3.8-slim (Dockerfil

Sebastián Ramírez 2.1k Dec 31, 2022
FastAPI backend for Repost

Repost FastAPI This is the FastAPI implementation of the Repost API. Installation Python 3 must be installed and accessible through the use of a termi

PC 7 Jun 15, 2021
Generate Class & Decorators for your FastAPI project ✨🚀

Classes and Decorators to use FastAPI with class based routing. In particular this allows you to construct an instance of a class and have methods of that instance be route handlers for FastAPI & Pyt

Yasser Tahiri 34 Oct 27, 2022
FastAPI + Postgres + Docker Compose + Heroku Deploy Template

FastAPI + Postgres + Docker Compose + Heroku Deploy ⚠️ For educational purpose only. Not ready for production use YET Features FastAPI with Postgres s

DP 12 Dec 27, 2022
FastAPI framework plugins

Plugins for FastAPI framework, high performance, easy to learn, fast to code, ready for production fastapi-plugins FastAPI framework plugins Cache Mem

RES 239 Dec 28, 2022
Dead simple CSRF security middleware for Starlette ⭐ and Fast API ⚡

csrf-starlette-fastapi Dead simple CSRF security middleware for Starlette ⭐ and Fast API ⚡ Will work with either a input type="hidden" field or ajax

Nathaniel Sabanski 9 Nov 20, 2022
MQTT FastAPI Wrapper With Python

mqtt-fastapi-wrapper Quick start Create mosquitto.conf with the following content: ➜ /tmp cat mosquitto.conf persistence false allow_anonymous true

Vitalii Kulanov 3 May 09, 2022
FastAPI pagination

FastAPI Pagination Installation # Basic version pip install fastapi-pagination # All available integrations pip install fastapi-pagination[all] Avail

Yurii Karabas 561 Jan 07, 2023