django-aggregate-if
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Conditional aggregates for Django queries, just like the famous SumIf and CountIf in Excel.
Django Aggregate If: Condition aggregates for Django
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Aggregate-if adds conditional aggregates to Django.
Conditional aggregates can help you reduce the ammount of queries to obtain aggregated information, like statistics for example.
Imagine you have a model Offer like this one:
.. code-block:: python
class Offer(models.Model):
sponsor = models.ForeignKey(User)
price = models.DecimalField(max_digits=9, decimal_places=2)
status = models.CharField(max_length=30)
expire_at = models.DateField(null=True, blank=True)
created_at = models.DateTimeField(auto_now_add=True)
updated_at = models.DateTimeField(auto_now=True)
OPEN = "OPEN"
REVOKED = "REVOKED"
PAID = "PAID"
Let's say you want to know:
#. How many offers exists in total; #. How many of them are OPEN, REVOKED or PAID; #. How much money was offered in total; #. How much money is in OPEN, REVOKED and PAID offers;
To get these informations, you could query:
.. code-block:: python
from django.db.models import Count, Sum
Offer.objects.count()
Offer.objects.filter(status=Offer.OPEN).aggregate(Count('pk'))
Offer.objects.filter(status=Offer.REVOKED).aggregate(Count('pk'))
Offer.objects.filter(status=Offer.PAID).aggregate(Count('pk'))
Offer.objects.aggregate(Sum('price'))
Offer.objects.filter(status=Offer.OPEN).aggregate(Sum('price'))
Offer.objects.filter(status=Offer.REVOKED).aggregate(Sum('price'))
Offer.objects.filter(status=Offer.PAID).aggregate(Sum('price'))
In this case, 8 queries were needed to retrieve the desired information.
With conditional aggregates you can get it all with only 1 query:
.. code-block:: python
from django.db.models import Q
from aggregate_if import Count, Sum
Offer.objects.aggregate(
pk__count=Count('pk'),
pk__open__count=Count('pk', only=Q(status=Offer.OPEN)),
pk__revoked__count=Count('pk', only=Q(status=Offer.REVOKED)),
pk__paid__count=Count('pk', only=Q(status=Offer.PAID)),
pk__sum=Sum('price'),
pk__open__sum=Sum('price', only=Q(status=Offer.OPEN)),
pk__revoked__sum=Sum('price'), only=Q(status=Offer.REVOKED)),
pk__paid__sum=Sum('price'), only=Q(status=Offer.PAID))
)
Installation
Aggregate-if works with Django 1.4, 1.5, 1.6 and 1.7.
To install it, simply:
.. code-block:: bash
$ pip install django-aggregate-if
Inspiration
There is a 5 years old ticket 11305_ that will (hopefully) implement this feature into
Django 1.8.
Using Django 1.6, I still wanted to avoid creating custom queries for very simple conditional aggregations. So I've cherry picked those ideas and others from the internet and built this library.
This library uses the same API and tests proposed on ticket 11305_, so when the
new feature is available you can easily replace django-aggregate-if.
Limitations
Conditions involving joins with aliases are not supported yet. If you want to
help adding this feature, you're welcome to check the first issue_.
Contributors
Henrique Bastos <http://github.com/henriquebastos>_Iuri de Silvio <https://github.com/iurisilvio>_Hampus Stjernhav <https://github.com/champ>_Bradley Martsberger <https://github.com/martsberger>_Markus Bertheau <https://github.com/mbertheau>_end0 <https://github.com/end0>_Scott Sexton <https://github.com/scottsexton>_Mauler <https://github.com/mauler>_trbs <https://github.com/trbs>_
Changelog
0.5 - Support for Django 1.7
0.4
- Use tox to run tests.
- Add support for Django 1.6.
- Add support for Python3.
- The only parameter now freely supports joins independent of the main query.
- Adds support for alias relabeling permitting excludes and updates with aggregates filtered on remote foreign key relations.
0.3.1 - Fix quotation escaping. - Fix boolean casts on Postgres.
0.2 - Fix postgres issue with LIKE conditions.
0.1 - Initial release.
License
The MIT License.
.. _ticket 11305: https://code.djangoproject.com/ticket/11305 .. _first issue: https://github.com/henriquebastos/django-aggregate-if/issues/1