Using django-filter¶
Django-filter provides a simple way to filter down a queryset based on
parameters a user provides. Say we have a Product
model and we want to let
our users filter which products they see on a list page.
The model¶
Let’s start with our model:
from django.db import models
class Product(models.Model):
name = models.CharField(max_length=255)
price = models.DecimalField()
description = models.TextField()
release_date = models.DateField()
manufacturer = models.ForeignKey(Manufacturer)
The filter¶
We have a number of fields and we want to let our users filter based on the
price or the release_date. We create a FilterSet
for this:
import django_filters
class ProductFilter(django_filters.FilterSet):
name = django_filters.CharFilter(lookup_expr='iexact')
class Meta:
model = Product
fields = ['price', 'release_date']
As you can see this uses a very similar API to Django’s ModelForm
. Just
like with a ModelForm
we can also override filters, or add new ones using a
declarative syntax.
Declaring filters¶
The declarative syntax provides you with the most flexibility when creating
filters, however it is fairly verbose. We’ll use the below example to outline
the core filter arguments on a FilterSet
:
class ProductFilter(django_filters.FilterSet):
price = django_filters.NumberFilter()
price__gt = django_filters.NumberFilter(name='price', lookup_expr='gt')
price__lt = django_filters.NumberFilter(name='price', lookup_expr='lt')
release_year = django_filters.NumberFilter(name='release_date', lookup_expr='year')
release_year__gt = django_filters.NumberFilter(name='release_date', lookup_expr='year__gt')
release_year__lt = django_filters.NumberFilter(name='release_date', lookup_expr='year__lt')
manufacturer__name = django_filters.CharFilter(lookup_expr='icontains')
class Meta:
model = Product
There are two main arguments for filters:
name
: The name of the model field to filter on. You can traverse “relationship paths” using Django’s__
syntax to filter fields on a related model. ex,manufacturer__name
.lookup_expr
: The field lookup to use when filtering. Django’s__
syntax can again be used in order to support lookup transforms. ex,year__gte
.
Together, the field name
and lookup_expr
represent a complete Django
lookup expression. A detailed explanation of lookup expressions is provided in
Django’s lookup reference. django-filter supports expressions containing
both transforms and a final lookup for version 1.9 of Django and above.
For Django version 1.8, transformed expressions are not supported.
Common declarative problems¶
Below are some of the common problem that occur when declaring filters. It is recommended that you do read this as it provides a more complete understanding on how filters work.
Filter name
and lookup_expr
not configured¶
While name
and lookup_expr
are optional, it is recommended that you specify
them. By default, if name
is not specified, the filter’s name on the
filterset class will be used. Additionally, lookup_expr
defaults to
exact
. The following is an example of a misconfigured price filter:
class ProductFilter(django_filters.FilterSet):
price__gt = django_filters.NumberFilter()
The filter instance will have a field name of price__gt
and an exact
lookup type. Under the hood, this will incorrectly be resolved as:
Produce.objects.filter(price__gt__exact=value)
The above will most likely generate a FieldError
. The correct configuration
would be:
class ProductFilter(django_filters.FilterSet):
price__gt = django_filters.NumberFilter(name='price', lookup_expr='gt')
Missing lookup_expr
for text search filters¶
It’s quite common to forget to set the lookup expression for CharField
and TextField
and wonder why a search for “foo” does not return results
for “foobar”. This is because the default lookup type is exact
, but you
probably want to perform an icontains
lookup.
Filter and lookup expression mismatch (in, range, isnull)¶
It’s not always appropriate to directly match a filter to its model field’s
type, as some lookups expect different types of values. This is a commonly
found issue with in
, range
, and isnull
lookups. Let’s look
at the following product model:
class Product(models.Model):
category = models.ForeignKey(Category, null=True)
Given that category
is optional, it’s reasonable to want to enable a search
for uncategorized products. The following is an incorrectly configured
isnull
filter:
class ProductFilter(django_filters.FilterSet):
uncategorized = django_filters.NumberFilter(name='category', lookup_expr='isnull')
So what’s the issue? While the underlying column type for category
is an
integer, isnull
lookups expect a boolean value. A NumberFilter
however
only validates numbers. Filters are not ‘expression aware’ and won’t change
behavior based on their lookup_expr
. You should use filters that match the
data type of the lookup expression instead of the data type underlying model
field. The following would correctly allow you to search for both uncategorized
products and products for a set of categories:
class NumberInFilter(django_filters.BaseInFilter, django_filters.NumberFilter):
pass
class ProductFilter(django_filters.FilterSet):
categories = NumberInFilter(name='category', lookup_expr='in')
uncategorized = django_filters.BooleanFilter(name='category', lookup_expr='isnull')
More info on constructing IN and RANGE csv filters.
Generating filters with Meta.fields¶
The FilterSet Meta class provides a fields
attribute that can be used for
easily specifying multiple filters without significant code duplication. The
base syntax supports a list of multiple field names:
import django_filters
class ProductFilter(django_filters.FilterSet):
class Meta:
model = Product
fields = ['price', 'release_date']
The above generates ‘exact’ lookups for both the ‘price’ and ‘release_date’ fields.
Additionally, a dictionary can be used to specify multiple lookup expressions for each field:
import django_filters
class ProductFilter(django_filters.FilterSet):
class Meta:
model = Product
fields = {
'price': ['lt', 'gt'],
'release_date': ['exact', 'year__gt'],
}
The above would generate ‘price__lt’, ‘price__gt’, ‘release_date’, and ‘release_date__year__gt’ filters.
Note
The filter lookup type ‘exact’ is an implicit default and therefore never added to a filter name. In the above example, the release date’s exact filter is ‘release_date’, not ‘release_date__exact’.
Items in the fields
sequence in the Meta
class may include
“relationship paths” using Django’s __
syntax to filter on fields on a
related model:
class ProductFilter(django_filters.FilterSet):
class Meta:
model = Product
fields = ['manufacturer__country']
Overriding default filters¶
Like django.contrib.admin.ModelAdmin
, it is possible to override
default filters for all the models fields of the same kind using
filter_overrides
:
class ProductFilter(django_filters.FilterSet):
filter_overrides = {
models.CharField: {
'filter_class': django_filters.CharFilter,
'extra': lambda f: {
'lookup_expr': 'icontains',
},
},
models.BooleanField: {
'filter_class': django_filters.BooleanFilter,
'extra': lambda f: {
'widget': 'forms.CheckboxInput',
},
},
}
class Meta:
model = Product
fields = {
'name': ['exact'],
'release_date': ['isnull'],
}
Request-based filtering¶
The FilterSet
may be initialized with an optional request
argument. If
a request object is passed, then you may access the request during filtering.
This allows you to filter by properties on the request, such as the currently
logged-in user or the Accepts-Languages
header.
Filtering the primary .qs
¶
To filter the primary queryset by the request
object, simply override the
FilterSet.qs
property. For example, you could filter blog articles to only
those that are published and those that are owned by the logged-in user
(presumably the author’s draft articles).
class ArticleFilter(django_filters.FilterSet):
class Meta:
model = Article
fields = [...]
@property
def qs(self):
parent = super(ArticleFilter, self).qs
return parent.filter(is_published=True) \
| parent.filter(author=request.user)
Customize filtering with Filter.method
¶
You can control the behavior of a filter by specifying a method
to perform
filtering. View more information in the method reference.
Note that you may access the filterset’s properties, such as the request
.
class F(django_filters.FilterSet):
username = CharFilter(method='my_custom_filter')
class Meta:
model = User
fields = ['username']
def my_custom_filter(self, queryset, name, value):
return queryset.filter(**{
name: value,
})
The view¶
Now we need to write a view:
def product_list(request):
f = ProductFilter(request.GET, queryset=Product.objects.all())
return render(request, 'my_app/template.html', {'filter': f})
If a queryset argument isn’t provided then all the items in the default manager of the model will be used.
If you want to access the filtered objects in your views, for example if you want to paginate them, you can do that. They are in f.qs
The template¶
And lastly we need a template:
{% extends "base.html" %}
{% block content %}
<form action="" method="get">
{{ filter.form.as_p }}
<input type="submit" />
</form>
{% for obj in filter.qs %}
{{ obj.name }} - ${{ obj.price }}<br />
{% endfor %}
{% endblock %}
And that’s all there is to it! The form
attribute contains a normal
Django form, and when we iterate over the FilterSet.qs
we get the objects in
the resulting queryset.
Generic view & configuration¶
In addition to the above usage there is also a class-based generic view
included in django-filter, which lives at django_filters.views.FilterView
.
You must provide either a model
or filterset_class
argument, similar to
ListView
in Django itself:
# urls.py
from django.conf.urls import url
from django_filters.views import FilterView
from myapp.models import Product
urlpatterns = [
url(r'^list/$', FilterView.as_view(model=Product)),
]
You must provide a template at <app>/<model>_filter.html
which gets the
context parameter filter
. Additionally, the context will contain
object_list
which holds the filtered queryset.
A legacy functional generic view is still included in django-filter, although
its use is deprecated. It can be found at
django_filters.views.object_filter
. You must provide the same arguments
to it as the class based view:
# urls.py
from django.conf.urls import url
from django_filters.views import object_filter
from myapp.models import Product
urlpatterns = [
url(r'^list/$', object_filter, {'model': Product}),
]
The needed template and its context variables will also be the same as the class-based view above.