django-rest-framework-filters is an extension to Django REST framework and Django filter that makes it easy to filter across relationships. Historically, this extension also provided a number of additional features and fixes, however the number of features has shrunk as they are merged back into django-filter.
Using django-rest-framework-filters, we can easily do stuff like:
/api/article?author__first_name__icontains=john
/api/article?is_published!=true! These docs pertain to the upcoming 1.0 release. Current docs can be found here.
! The 1.0 pre-release is compatible with django-filter 2.x and can be installed with pip install --pre.
Table of Contents
- Easy filtering across relationships.
- Support for method filtering across relationships.
- Automatic filter negation with a simple
param!=valuesyntax. - Backend for complex operations on multiple filtered querysets. eg,
q1 | q2.
- Python: 3.5, 3.6, 3.7, 3.8
- Django: 1.11, 2.0, 2.1, 2.2, 3.0, 3.1
- DRF: 3.11
- django-filter: 2.1, 2.2 (Django 2.0+)
Install with pip, or your preferred package manager:
$ pip install djangorestframework-filtersAdd to your INSTALLED_APPS setting:
INSTALLED_APPS = [
'rest_framework_filters',
...
]Upgrading from django-filter to django-rest-framework-filters is straightforward:
- Import from
rest_framework_filtersinstead of fromdjango_filters - Use the
rest_framework_filtersbackend instead of the one provided bydjango_filter.
# django-filter
from django_filters.rest_framework import FilterSet, filters
class ProductFilter(FilterSet):
manufacturer = filters.ModelChoiceFilter(queryset=Manufacturer.objects.all())
...
# django-rest-framework-filters
import rest_framework_filters as filters
class ProductFilter(filters.FilterSet):
manufacturer = filters.ModelChoiceFilter(queryset=Manufacturer.objects.all())
...To use the django-rest-framework-filters backend, add the following to your settings:
REST_FRAMEWORK = {
'DEFAULT_FILTER_BACKENDS': (
'rest_framework_filters.backends.RestFrameworkFilterBackend', ...
),
...Once configured, you can continue to use all of the filters found in django-filter.
You can easily traverse multiple relationships when filtering by using RelatedFilter:
from rest_framework import viewsets
import rest_framework_filters as filters
class ManagerFilter(filters.FilterSet):
class Meta:
model = Manager
fields = {'name': ['exact', 'in', 'startswith']}
class DepartmentFilter(filters.FilterSet):
manager = filters.RelatedFilter(ManagerFilter, field_name='manager', queryset=Manager.objects.all())
class Meta:
model = Department
fields = {'name': ['exact', 'in', 'startswith']}
class CompanyFilter(filters.FilterSet):
department = filters.RelatedFilter(DepartmentFilter, field_name='department', queryset=Department.objects.all())
class Meta:
model = Company
fields = {'name': ['exact', 'in', 'startswith']}
# company viewset
class CompanyView(viewsets.ModelViewSet):
filter_class = CompanyFilter
...Example filter calls:
/api/companies?department__name=Accounting
/api/companies?department__manager__name__startswith=BobSince RelatedFilter is a subclass of ModelChoiceFilter, the queryset argument supports callable behavior. In the following example, the set of departments is restricted to those in the user's company.
def departments(request):
company = request.user.company
return company.department_set.all()
class EmployeeFilter(filters.FilterSet):
department = filters.RelatedFilter(filterset=DepartmentFilter, queryset=departments)
...Recursive relations are also supported. Provide the module path as a string in place of the filterset class.
class PersonFilter(filters.FilterSet):
name = filters.AllLookupsFilter(field_name='name')
best_friend = filters.RelatedFilter('people.views.PersonFilter', field_name='best_friend', queryset=Person.objects.all())
class Meta:
model = PersonThis feature is also useful for circular relationships, where a related filterset may not yet be created. Note that you can pass the related filterset by name if it's located in the same module as the parent filterset.
class BlogFilter(filters.FilterSet):
post = filters.RelatedFilter('PostFilter', queryset=Post.objects.all())
class PostFilter(filters.FilterSet):
blog = filters.RelatedFilter('BlogFilter', queryset=Blog.objects.all())django_filters.MethodFilter has been deprecated and reimplemented as the method argument to all filter classes. It incorporates some of the implementation details of the old rest_framework_filters.MethodFilter, but requires less boilerplate and is simpler to write.
- It is no longer necessary to perform empty/null value checking.
- You may use any filter class (
CharFilter,BooleanFilter, etc...) which will validate input values for you. - The argument signature has changed from
(name, qs, value)to(qs, name, value).
class PostFilter(filters.FilterSet):
# Note the use of BooleanFilter, the original model field's name, and the method argument.
is_published = filters.BooleanFilter(field_name='date_published', method='filter_is_published')
class Meta:
model = Post
fields = ['title', 'content']
def filter_is_published(self, qs, name, value):
"""
`is_published` is based on the `date_published` model field.
If the publishing date is null, then the post is not published.
"""
# incoming value is normalized as a boolean by BooleanFilter
isnull = not value
lookup_expr = LOOKUP_SEP.join([name, 'isnull'])
return qs.filter(**{lookup_expr: isnull})
class AuthorFilter(filters.FilterSet):
posts = filters.RelatedFilter('PostFilter', queryset=Post.objects.all())
class Meta:
model = Author
fields = ['name']The above would enable the following filter calls:
/api/posts?is_published=true
/api/authors?posts__is_published=trueIn the first API call, the filter method receives a queryset of posts. In the second, it receives a queryset of users. The filter method in the example modifies the lookup name to work across the relationship, allowing you to find published posts, or authors who have published posts.
FilterSets support automatic exclusion using a simple param!=value syntax. This syntax internally sets the exclude property on the filter.
/api/page?title!=The%20ParkThis syntax supports regular filtering combined with exclusion filtering. For example, the following would search for all articles containing "Hello" in the title, while excluding those containing "World".
/api/articles?title__contains=Hello&title__contains!=WorldNote that most filters only accept a single query parameter. In the above, title__contains and title__contains! are interpreted as two separate query parameters. The following would probably be invalid, although it depends on the specifics of the individual filter class:
/api/articles?title__contains=Hello&title__contains!=World&title_contains!=FriendIf you need to enable several lookups for a field, django-filter provides the dict-syntax for Meta.fields.
class ProductFilter(filters.FilterSet):
class Meta:
model = Product
fields = {
'price': ['exact', 'lt', 'gt', ...],
}django-rest-framework-filters also allows you to enable all possible lookups for any field. This can be achieved through the use of AllLookupsFilter or using the '__all__' value in the Meta.fields dict-style syntax. Generated filters (Meta.fields, AllLookupsFilter) will never override your declared filters.
Note that using all lookups comes with the same admonitions as enabling '__all__' fields in django forms (docs). Exposing all lookups may allow users to construct queries that inadvertently leak data. Use this feature responsibly.
class ProductFilter(filters.FilterSet):
# Not overridden by `__all__`
price__gt = filters.NumberFilter(field_name='price', lookup_expr='gt', label='Minimum price')
class Meta:
model = Product
fields = {
'price': '__all__',
}
# or
class ProductFilter(filters.FilterSet):
price = filters.AllLookupsFilter()
# Not overridden by `AllLookupsFilter`
price__gt = filters.NumberFilter(field_name='price', lookup_expr='gt', label='Minimum price')
class Meta:
model = ProductYou cannot combine AllLookupsFilter with RelatedFilter as the filter names would clash.
class ProductFilter(filters.FilterSet):
manufacturer = filters.RelatedFilter('ManufacturerFilter', queryset=Manufacturer.objects.all())
manufacturer = filters.AllLookupsFilter()To work around this, you have the following options:
class ProductFilter(filters.FilterSet):
manufacturer = filters.RelatedFilter('ManufacturerFilter', queryset=Manufacturer.objects.all())
class Meta:
model = Product
fields = {
'manufacturer': '__all__',
}
# or
class ProductFilter(filters.FilterSet):
manufacturer = filters.RelatedFilter('ManufacturerFilter', queryset=Manufacturer.objects.all(), lookups='__all__') # `lookups` also accepts a list
class Meta:
model = ProductYes you can. django-rest-framework-filters is simply an extension of django-filter. Note that RelatedFilter and other django-rest-framework-filters features are designed to work with rest_framework_filters.FilterSet and will not function on a django_filters.FilterSet. However, the target RelatedFilter.filterset may point to a FilterSet from either package, and both FilterSet implementations are compatible with the other's DRF backend.
# valid
class VanillaFilter(django_filters.FilterSet):
...
class DRFFilter(rest_framework_filters.FilterSet):
vanilla = rest_framework_filters.RelatedFilter(filterset=VanillaFilter, queryset=...)
# invalid
class DRFFilter(rest_framework_filters.FilterSet):
...
class VanillaFilter(django_filters.FilterSet):
drf = rest_framework_filters.RelatedFilter(filterset=DRFFilter, queryset=...)djangorestframework-filters is not compatible with form widgets that parse query names that differ from the filter's attribute name. Although this only practically applies to MultiWidget, it is a general limitation that affects custom widgets that also have this behavior. Affected filters include RangeFilter, DateTimeFromToRangeFilter, DateFromToRangeFilter, TimeRangeFilter, and NumericRangeFilter.
To demonstrate the incompatiblity, take the following filterset:
class PostFilter(FilterSet):
publish_date = filters.DateFromToRangeFilter()The above filter allows users to perform a range query on the publication date. The filter class internally uses MultiWidget to separately parse the upper and lower bound values. The incompatibility lies in that MultiWidget appends an index to its inner widget names. Instead of parsing publish_date, it expects publish_date_0 and publish_date_1. It is possible to fix this by including the attribute name in the querystring, although this is not recommended.
?publish_date_0=2016-01-01&publish_date_1=2016-02-01&publish_date=MultiWidget is also discouraged since:
core-apifield introspection fails for similar reasons_0and_1are less API-friendly than_minand_max
The recommended solutions are to either:
- Create separate filters for each of the sub-widgets (such as
publish_date_minandpublish_date_max). - Use a CSV-based filter such as those derived from
BaseCSVFilter/BaseInFilter/BaseRangeFilter. eg,
?publish_date__range=2016-01-01,2016-02-01The ComplexFilterBackend defines a custom querystring syntax and encoding process that enables the expression of complex queries. This syntax extends standard querystrings with the ability to define multiple sets of parameters and operators for how the queries should be combined.
! Note that this feature is experimental. Bugs may be encountered, and the backend is subject to change.
To understand the backend more fully, consider a query to find all articles that contain titles starting with either "Who" or "What". The underlying query could be represented with the following:
q1 = Article.objects.filter(title__startswith='Who')
q2 = Article.objects.filter(title__startswith='What')
return q1 | q2Now consider the query, but modified with upper and lower date bounds:
q1 = Article.objects.filter(title__startswith='Who').filter(publish_date__lte='2005-01-01')
q2 = Article.objects.filter(title__startswith='What').filter(publish_date__gte='2010-01-01')
return q1 | q2Using just a FilterSet, it is certainly feasible to represent the former query by writing a custom filter class. However, it is less feasible with the latter query, where multiple sets of varying data types and lookups need to be validated. In contrast, the ComplexFilterBackend can create this complex query through the arbitrary combination of a simple filter. To support the above, the querystring needs to be created with minimal changes. Unencoded example:
(title__startswith=Who&publish_date__lte=2005-01-01) | (title__startswith=What&publish_date__gte=2010-01-01)By default, the backend combines queries with both & (AND) and | (OR), and supports unary negation ~. E.g.,
(param1=value1) & (param2=value2) | ~(param3=value3)The backend supports both standard and complex queries. To perform complex queries, the query must be encoded and set as the value of the complex_filter_param (defaults to filters). To perform standard queries, use the backend in the same manner as the RestFrameworkFilterBackend.
Similar to other backends, ComplexFilterBackend must be added to a view's filter_backends atribute. Either add it to the DEFAULT_FILTER_BACKENDS setting, or set it as a backend on the view class.
REST_FRAMEWORK = {
'DEFAULT_FILTER_BACKENDS': (
'rest_framework_filters.backends.ComplexFilterBackend',
),
}
# or
class MyViewSet(generics.ListAPIView):
filter_backends = (rest_framework_filters.backends.ComplexFilterBackend, )
...You may customize how queries are combined by subclassing ComplexFilterBackend and overriding the operators attribute. operators is a map of operator symbols to functions that combine two querysets. For example, the map can be overridden to use the QuerySet.intersection() and QuerySet.union() instead of & and |.
class CustomizedBackend(ComplexFilterBackend):
operators = {
'&': QuerySet.intersection,
'|': QuerySet.union,
'-': QuerySet.difference,
}Unary negation relies on ORM internals and may be buggy in certain circumstances. If there are issues with this feature, it can be disabled by setting the negation attribute to False on the backend class. If you do experience bugs, please open an issue on the bug tracker.
Below is the procedure for encoding a complex query:
- Convert the query paramaters into individual querystrings.
- URL-encode the individual querystrings.
- Wrap the encoded strings in parentheses, and join with operators.
- URL-encode the entire querystring.
- Set as the value to the complex filter param (e.g.,
?filters=<complex querystring>).
Note that filters is the default parameter name and can be overridden in the backend class.
Using the first example, these steps can be visualized as so:
title__startswith=Who,title__startswith=Whattitle__startswith%3DWho,title__startswith%3DWhat(title__startswith%3DWho) | (title__startswith%3DWhat)%28title__startswith%253DWho%29%20%7C%20%28title__startswith%253DWhat%29filters=%28title__startswith%253DWho%29%20%7C%20%28title__startswith%253DWhat%29
ComplexFilterBackend will raise any decoding errors under the complex filtering parameter name. For example,
{
"filters": [
"Invalid querystring operator. Matched: 'foo'."
]
}When filtering the querysets, filterset validation errors will be collected and raised under the complex filtering parameter name, then under the filterset's decoded querystring. For a complex query like (a=1&b=2) | (c=3&d=4), errors would be raised like so:
{
"filters": {
"a=1&b=2": {
"a": ["..."]
},
"c=3&d=4": {
"c": ["..."]
}
}
{The backend has been renamed from DjangoFilterBackend to RestFrameworkFilterBackend and now uses its own template paths, located under rest_framework_filters instead of django_filters/rest_framework.
To load the included templates, it is necessary to add rest_framework_filters to the INSTALLED_APPS setting.
The related filterset's model is no longer used to provide the default value for RelatedFilter.queryset. This change reduces the chance of unintentionally exposing data in the rendered filter forms. You must now explicitly provide the queryset argument, or override the get_queryset() method (see queryset callables).
django-filter has add a get_filters() classmethod to it's API, so this method has been renamed.
$ pip install -U twine setuptools wheel
$ rm -rf dist/ build/
$ python setup.py sdist bdist_wheel
$ twine upload dist/*Copyright (c) 2013-2015 Philip Neustrom & 2016-2019 Ryan P Kilby. See LICENSE for details.
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