Django: optimizing many to many query
I have Post and Tag models:
class Tag(models.Model):
""" Tag for blog entry """
title = models.CharField(max_length=255, unique=True)
class Post(models.Model):
""" Blog entry """
tags = models.ManyToManyField(Tag)
title = models.CharField(max_length=255)
text = models.TextField()
I need to output the list of blog entries and a set of tags for each post. I would like to be able to do this with just two queries, using this workflow:
- Get the list of posts
- Get the list of tags used in those posts
- Link tags to posts in python
I am having the trouble with the last step, here is the code I came up with, but in gives me 'Tag' object has no attribute 'post__id'
#getting posts
posts = Post.objects.filter(published=True).order_by('-added')[:20]
#making a disc, like {5:<post>}
post_list = dict([(obj.id, obj) for obj in posts])
#gathering ids to list
id_list = [obj.id for obj in posts]
#tags used in given posts
objects = Tag.objects.select_related('post').filter(post__id__in=id_list)
relation_dict = {}
for obj in objects:
#Here I get: 'Tag' object has no attribute 'post__id'
relation_dict.setdefault(obj.post__id, []).append(obj)
for id, related_items in relation_dict.items():
post_list[id].tags = related_items
Can you se开发者_C百科e an error there? how can I solve this task using django ORM, or I will have to write a custom SQL?
EDIT:
I was able to solve this with raw query:
objects = Tag.objects.raw("""
SELECT
bpt.post_id,
t.*
FROM
blogs_post_tags AS bpt,
blogs_tag AS t
WHERE
bpt.post_id IN (""" + ','.join(id_list) + """)
AND t.id = bpt.tag_id
""")
relation_dict = {}
for obj in objects:
relation_dict.setdefault(obj.post_id, []).append(obj)
I would be greatfull to anyone who would point on how to avoid it.
Here's what I usually do in this situation:
posts = Post.objects.filter(...)[:20]
post_id_map = {}
for post in posts:
post_id_map[post.id] = post
# Iteration causes the queryset to be evaluated and cached.
# We can therefore annotate instances, e.g. with a custom `tag_list`.
# Note: Don't assign to `tags`, because that would result in an update.
post.tag_list = []
# We'll now need all relations between Post and Tag.
# The auto-generated model that contains this data is `Post.tags.through`.
for t in Post.tags.through.select_related('tag').filter(post_id__in=post):
post_id_map[t.post_id].tag_list.append(t.tag)
# Now you can iterate over `posts` again and use `tag_list` instead of `tags`.
It would be nicer if this pattern was encapsulated somehow, so you might want to add a QuerySet method (e.g. select_tags()
) that does it for you.
If you must have it it in two queries, I think you'll need custom SQL:
def custom_query(posts):
from django.db import connection
query = """
SELECT "blogs_post_tags"."post_id", "blogs_tag"."title"
FROM "blogs_post_tags"
INNER JOIN "blogs_tags" ON ("blogs_post_tags"."tag_id"="blogs_tags"."id")
WHERE "blogs_post_tags"."post_id" in %s
"""
cursor=connection.cursor()
cursor.execute(query,[posts,])
results = {}
for id,title in cursor.fetchall():
results.setdefault(id,[]).append(title)
return results
recent_posts = Post.objects.filter(published=True).order_by('-added')[:20]
post_ids = recent_posts.values_list('id',flat=True)
post_tags = custom_query(post_ids)
recent_posts
is your Post QuerySet, should cache from one query.
post_tags
is a mapping of post id to tag titles, from one query.
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