Django query annotation with boolean field

2019-03-09 09:08发布

Let's say I have a Product model with products in a storefront, and a ProductImages table with images of the product, which can have zero or more images. Here's a simplified example:

class Product(models.Model):
  product_name = models.CharField(max_length=255)
  # ...

class ProductImage(models.Model):
  product = models.ForeignKey(Product, related_name='images')
  image_file = models.CharField(max_length=255)
  # ...

When displaying search results for products, I want to prioritize products which have images associated with them. I can easily get the number of images:

from django.db.models import Count
Product.objects.annotate(image_count=Count('images'))

But that's not actually what I want. I'd like to annotate it with a boolean field, have_images, indicating whether the product has one or more images, so that I can sort by that:

Product.objects.annotate(have_images=(?????)).order_by('-have_images', 'product_name')

How can I do that? Thanks!

6条回答
欢心
2楼-- · 2019-03-09 09:26

When you have to annotate existence with some filters, Sum annotation can be used. For example, following annotates if there are any GIFs in images:

Product.objects.filter(
).annotate(
    animated_images=Sum(
        Case(
             When(images__image_file__endswith='gif', then=Value(1)),
             default=Value(0),
             output_field=IntegerField()
        )
    )
)

This will actually count them, but any pythonic if product.animated_images: will work same as it was boolean.

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走好不送
3楼-- · 2019-03-09 09:29

Read the docs about extra

qs = Product.objects.extra(select={'has_images': 'CASE WHEN images IS NOT NULL THEN 1 ELSE 0 END' })

Tested it works

But order_by or where(filter) by this field doesn't for me (Django 1.8) 0o:

If you need to order the resulting queryset using some of the new fields or tables you have included via extra() use the order_by parameter to extra() and pass in a sequence of strings. These strings should either be model fields (as in the normal order_by() method on querysets), of the form table_name.column_name or an alias for a column that you specified in the select parameter to extra().

qs = qs.extra(order_by = ['-has_images'])

qs = qs.extra(where = ['has_images=1'])

FieldError: Cannot resolve keyword 'has_images' into field.

I have found https://code.djangoproject.com/ticket/19434 still opened.

So if you have such troubles like me, you can use raw

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乱世女痞
4楼-- · 2019-03-09 09:30

As from Django 1.11 it is possible to use Exists. Example below comes from Exists documentation:

>>> from django.db.models import Exists, OuterRef
>>> from datetime import timedelta
>>> from django.utils import timezone
>>> one_day_ago = timezone.now() - timedelta(days=1)
>>> recent_comments = Comment.objects.filter(
...     post=OuterRef('pk'),
...     created_at__gte=one_day_ago,
... )
>>> Post.objects.annotate(recent_comment=Exists(recent_comments))
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啃猪蹄的小仙女
5楼-- · 2019-03-09 09:32

If performance matters, my suggestion is to add the hasPictures boolean field (as editable=False)

Then keep right value through ProductImage model signals (or overwriting save and delete methods)

Advantages:

  • Index friendly.
  • Better performance. Avoid joins.
  • Database agnostic.
  • Coding it will raise your django skills to next level.
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狗以群分
6楼-- · 2019-03-09 09:44

Use conditional expressions and cast outputfield to BooleanField

Product.objects.annotate(image_count=Count('images')).annotate(has_image=Case(When(image_count=0, then=Value(False)), default=Value(True), output_field=BooleanField())).order_by('-has_image')
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疯言疯语
7楼-- · 2019-03-09 09:52


I eventually found a way to do this using django 1.8's new conditional expressions:

from django.db.models import Case, When, Value, IntegerField
q = (
    Product.objects
           .filter(...)
           .annotate(image_count=Count('images'))
           .annotate(
               have_images=Case(
                   When(image_count__gt=0,
                        then=Value(1)),
                   default=Value(0),
                   output_field=IntegerField()))
           .order_by('-have_images')
)

And that's how I finally found incentive to upgrade to 1.8 from 1.7.

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