🏭 An easy-to-use implementation of Creation Methods for Django, backed by Faker.

Overview

Django-fakery

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An easy-to-use implementation of Creation Methods (aka Object Factory) for Django, backed by Faker.

django_fakery will try to guess the field's value based on the field's name and type.

Installation

Install with:

$ pip install django-fakery

QuickStart

from django_fakery import factory
from myapp.models import MyModel

factory.m(MyModel)(field='value')

If you're having issues with circular imports, you can also reference a model by using the M utility function:

from django_fakery import factory, M

factory.m(M("myapp.MyModel"))(field="value")

If you really don't want to import things, you could also just reference a model by using the <app_label>.<ModelName> syntax. This is not encouraged, as it will likely break type-hinting:

from django_fakery import factory

factory.m("myapp.MyModel")(field="value")

If you use pytest, you can use the fakery fixture (requires pytest and pytest-django):

import pytest
from myapp.models import MyModel

@pytest.mark.django_db
def test_mymodel(fakery):
    fakery.m(MyModel)(field='value')

If you'd rather, you can use a more wordy API:

from django_fakery import factory
from myapp.models import MyModel

factory.make(
    MyModel,
    fields={
        'field': 'value',
    }
)

We will use the short API thorough the documentation.

The value of a field can be any python object, a callable, or a lambda:

from django.utils import timezone
from django_fakery import factory
from myapp.models import MyModel

factory.m(MyModel)(created=timezone.now)

When using a lambda, it will receive two arguments: n is the iteration number, and f is an instance of faker:

from django.contrib.auth.models import User

user = factory.m(User)(
    username=lambda n, f: 'user_{}'.format(n),
)

django-fakery includes some pre-built lambdas for common needs. See shortcuts for more info.

You can create multiple objects by using the quantity parameter:

from django_fakery import factory
from django.contrib.auth.models import User

factory.m(User, quantity=4)

For convenience, when the value of a field is a string, it will be interpolated with the iteration number:

from myapp.models import MyModel

user = factory.m(User, quantity=4)(
    username='user_{}',
)

Foreign keys

Non-nullable ForeignKey s create related objects automatically.

If you want to explicitly create a related object, you can pass a factory like any other value:

from django.contrib.auth.models import User
from food.models import Pizza

pizza = factory.m(Pizza)(
    chef=factory.m(User)(username='Gusteau'),
)

If you'd rather not create related objects and reuse the same value for a foreign key, you can use the special value django_fakery.rels.SELECT:

from django_fakery import factory, rels
from food.models import Pizza

pizza = factory.m(Pizza, quantity=5)(
    chef=rels.SELECT,
)

django-fakery will always use the first instance of the related model, creating one if necessary.

ManyToManies

Because ManyToManyField s are implicitly nullable (ie: they're always allowed to have their .count() equal to 0), related objects on those fields are not automatically created for you.

If you want to explicitly create a related objects, you can pass a list as the field's value:

from food.models import Pizza, Topping

pizza = factory.m(Pizza)(
    toppings=[
        factory.m(Topping)(name='Anchovies')
    ],
)

You can also pass a factory, to create multiple objects:

from food.models import Pizza, Topping

pizza = factory.m(Pizza)(
    toppings=factory.m(Topping, quantity=5),
)

Shortcuts

django-fakery includes some shortcut functions to generate commonly needed values.

future_datetime(end='+30d')

Returns a datetime object in the future (that is, 1 second from now) up to the specified end. end can be a string, anotther datetime, or a timedelta. If it's a string, it must start with +, followed by and integer and a unit, Eg: '+30d'. Defaults to '+30d'

Valid units are:

  • 'years', 'y'
  • 'weeks', 'w'
  • 'days', 'd'
  • 'hours', 'hours'
  • 'minutes', 'm'
  • 'seconds', 's'

Example:

from django_fakery import factory, shortcuts
from myapp.models import MyModel

factory.m(MyModel)(field=shortcuts.future_datetime('+1w'))

future_date(end='+30d')

Returns a date object in the future (that is, 1 day from now) up to the specified end. end can be a string, another date, or a timedelta. If it's a string, it must start with +, followed by and integer and a unit, Eg: '+30d'. Defaults to '+30d'

past_datetime(start='-30d')

Returns a datetime object in the past between 1 second ago and the specified start. start can be a string, another datetime, or a timedelta. If it's a string, it must start with -, followed by and integer and a unit, Eg: '-30d'. Defaults to '-30d'

past_date(start='-30d')

Returns a date object in the past between 1 day ago and the specified start. start can be a string, another date, or a timedelta. If it's a string, it must start with -, followed by and integer and a unit, Eg: '-30d'. Defaults to '-30d'

Lazies

You can refer to the created instance's own attributes or method by using Lazy objects.

For example, if you'd like to create user with email as username, and have them always match, you could do:

from django_fakery import factory, Lazy
from django.contrib.auth.models import User

factory.m(auth.User)(
    username=Lazy('email'),
)

If you want to assign a value returned by a method on the instance, you can pass the method's arguments to the Lazy object:

from django_fakery import factory, Lazy
from myapp.models import MyModel

factory.m(MyModel)(
    myfield=Lazy('model_method', 'argument', keyword='keyword value'),
)

Pre-save and Post-save hooks

You can define functions to be called right before the instance is saved or right after:

from django.contrib.auth.models import User
from django_fakery import factory

factory.m(
    User,
    pre_save=[
        lambda u: u.set_password('password')
    ],
)(username='username')

Since settings a user's password is such a common case, we special-cased that scenario, so you can just pass it as a field:

from django.contrib.auth.models import User
from django_fakery import factory

factory.m(User)(
    username='username',
    password='password',
)

Get or Make

You can check for existance of a model instance and create it if necessary by using the g_m (short for get_or_make) method:

from myapp.models import MyModel

myinstance, created = factory.g_m(
    MyModel,
    lookup={
        'myfield': 'myvalue',
    }
)(myotherfield='somevalue')

If you're looking for a more explicit API, you can use the .get_or_make() method:

from myapp.models import MyModel

myinstance, created = factory.get_or_make(
    MyModel,
    lookup={
        'myfield': 'myvalue',
    },
    fields={
        'myotherfield': 'somevalue',
    },
)

Get or Update

You can check for existence of a model instance and update it by using the g_u (short for get_or_update) method:

from myapp.models import MyModel

myinstance, created = factory.g_u(
    MyModel,
    lookup={
        'myfield': 'myvalue',
    }
)(myotherfield='somevalue')

If you're looking for a more explicit API, you can use the .get_or_update() method:

from myapp.models import MyModel

myinstance, created = factory.get_or_update(
    MyModel,
    lookup={
        'myfield': 'myvalue',
    },
    fields={
        'myotherfield': 'somevalue',
    },
)

Non-persistent instances

You can build instances that are not saved to the database by using the .b() method, just like you'd use .m():

from django_fakery import factory
from myapp.models import MyModel

factory.b(MyModel)(
    field='value',
)

Note that since the instance is not saved to the database, .build() does not support ManyToManies or post-save hooks.

If you're looking for a more explicit API, you can use the .build() method:

from django_fakery import factory
from myapp.models import MyModel

factory.build(
    MyModel,
    fields={
        'field': 'value',
    }
)

Blueprints

Use a blueprint:

from django.contrib.auth.models import User
from django_fakery import factory

user = factory.blueprint(User)

user.make(quantity=10)

Blueprints can refer other blueprints:

from food.models import Pizza

pizza = factory.blueprint(Pizza).fields(
        chef=user,
    )
)

You can also override the field values you previously specified:

from food.models import Pizza

pizza = factory.blueprint(Pizza).fields(
        chef=user,
        thickness=1
    )
)

pizza.m(quantity=10)(thickness=2)

Or, if you'd rather use the explicit api:

from food.models import Pizza

pizza = factory.blueprint(Pizza).fields(
        chef=user,
        thickness=1
    )
)

thicker_pizza = pizza.fields(thickness=2)
thicker_pizza.make(quantity=10)

Seeding the faker

from django.contrib.auth.models import User
from django_fakery import factory

factory.m(User, seed=1234, quantity=4)(
    username='regularuser_{}'
)

Credits

The API is heavily inspired by model_mommy.

License

This software is released under the MIT License.

Comments
  • Fields are not filled

    Fields are not filled

    I'm having trouble using the package overall.

    If we take the user model, it doesn't seem to want to save any other parameter than the username.

    e.g:

    factory.make(
        'users.User',
        fields={
            'username': lambda n,f:f.user_name(),'city':lambda n,f:f.city()
        }
    )
    

    It does create a user but it has no city, just a blank string :( It is a custom user model for info.

    I tried with another model but it keeps wanting to fill a slug which does not exist on this model.

    ValueError: Cant generate a value for field `slug`
    
    opened by arnaudlimbourg 6
  • Custom mapping types support

    Custom mapping types support

    I have a custom field inherits from models.IntegerField:

    class UnsignedIntegerField(models.IntegerField):
        def db_type(self, connection):
            return "integer UNSIGNED"
    
        def rel_db_type(self, connection):
            return "integer UNSIGNED"
    
    

    but django-fakery treats it as models.IntegerField and makes a negative number, then error occured. So could you make an api to custom mappings types for custom fields😄?

    opened by amchii 4
  • GEOS needed?

    GEOS needed?

    Hello,

    I had to install geos to be able to run any code. I don't use any geospatial code so it requiring geos does not make sense.

    Is that intentional?

    Thanks!

    opened by arnaudlimbourg 4
  • no module named psycopg2

    no module named psycopg2

    Thanks for your nice package.

    Steps to reproduce

    1. pip install django-fakery
    In [1]: from django_fakery import factory
    
    In [2]: factory.m
    
    ModuleNotFoundError: No module named 'psycopg2'
    

    pip install psycopg2 -> OK but I didn't actually use pg, psycopg2 is not required package

    opened by amchii 3
  • Tentative fix for python 3

    Tentative fix for python 3

    Hello,

    I'm upgrading a django python2 codebase to python3 (3.6.2).

    When running tests (using py.test) I get the following error:

    ImproperlyConfigured: Could not find the GDAL library (tried "gdal", "GDAL", "gdal2.1.0", "gdal2.0.0", "gdal1.11.0", "gdal1.10.0", "gdal1.9.0"). Is GDAL installed? If it is, try setting GDAL_LIBRARY_PATH in your settings.
    

    It stems from the compat.py try/catch. Modifiying it like this pull request makes it work but I can't help thinking that I'm missing something.

    opened by arnaudlimbourg 3
  • Reference instance fields inside `lambda`

    Reference instance fields inside `lambda`

    Hi! Thanks a lot for building this project.

    I try to solve this problem:

    fakery.m(User)(
        username='test',
        email=lambda n, f, instance: '{0}@example.com'.format(instance.username)
    )
    

    But I am not sure that I am able to with django-fakery currently.

    opened by sobolevn 2
  • Faker version dependency

    Faker version dependency

    Hello,

    Is there a specific reason for the pinning of Faker to version <11. As far as I can see from Faker changelog it should be safe to set it to <12

    That would make upgrading possible for those of using pipenv :)

    opened by arnaudlimbourg 1
  • Passing kwargs to related models

    Passing kwargs to related models

    Imagine that we have a model like so:

    class User(models.Model):
         profile = models.ForeignKey('UserProfile') 
         is_active = models.BooleanField()
    

    And later I want to use it like so:

    active_user_factory = fakery.blueprint(User).fields(
        is_active=True,
    )
    
    empty_username = active_user_factory.m(profile__username='')
    email_username = active_user_factory.m(profile__username='[email protected]')
    

    But, currently this does not work. What can be done to pass kwargs to related objects?

    opened by sobolevn 3
  • Makes shortcuts a fixture

    Makes shortcuts a fixture

    I end up importing shortcuts in almost every module. I guess, that it would much more convenient to use:

    def test_with_some_date(fakery, shortcuts):
         ...
    

    I hope this is a good idea :)

    opened by sobolevn 2
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