I have following Group and Contact model in flask with Sql Alchemy ORM
group_contact = db.Table(
'group_contact',
db.Column('group_id', db.Integer, db.ForeignKey(
'group.id')),
db.Column('contact_id', db.Integer, db.ForeignKey(
'contact.id')),
db.PrimaryKeyConstraint('group_id', 'contact_id')
)
class Group(db.Model):
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(100))
class Contact(db.Model):
id = db.Column(db.Integer, primary_key=True)
phone = db.Column(db.String(15), nullable=False, unique=True)
groups = db.relationship(
"Group", secondary=group_contact, backref='contacts')
Now I need to query Contact with groups:
contacts = Contact.query.join(Group, Contact.groups).all()
for contact in contacts:
print(contact.groups)
Here the problem is number of SQL query increases as number of contact increases when I execute above code.
Django ORM has prefetch_related() with queryset which does the following according to django docs .
prefetch_related, on the other hand, does a separate lookup for each relationship, and does the 'joining' in Python. This allows it to prefetch many-to-many and many-to-one objects, which cannot be done using select_related, in addition to the foreign key and one-to-one relationships that are supported by select_related.
Now I am trying to do the same thing with Sql Alchemy by the following code:
contacts = Contact.query.all()
contact_groups = group_contact.query.join(
Group
).filter(group_contact.contact_id.in_([item.id for item in contacts]))
But this gives me this error:
AttributeError: 'Table' object has no attribute 'query'
How can I get prefetch_related like feature from django with SqlAlchemy?
You want to tell SQLAlchemy to eagerly load related objects by using a relationship loading technique . SQLAlchemy can be told to load the groups together with the contacts in a single query.
For just this one query, you can add joinedload()
option (it is available via the Flask-SQLAlchemy db
object):
contacts = Contact.query.options(db.joinedload(Contact.groups)).all()
This pre-loads the Contact.groups
attribute on each matched contact:
for contact in contacts:
# no new query issued to fetch groups, the data for the groups
# is already available
print(contact.groups)
The query executed looks like this:
SELECT
contact.id AS contact_id,
contact.phone AS contact_phone,
group_1.id AS group_1_id,
group_1.name AS group_1_name
FROM contact
LEFT OUTER JOIN (
group_contact AS group_contact_1
JOIN "group" AS group_1 ON group_1.id = group_contact_1.group_id
) ON contact.id = group_contact_1.contact_id
You can also set a default loading strategy for the relationship on the model; to always eagerly load groups, use lazy='joined'
on the relationship:
class Contact(db.Model):
# ...
groups = db.relationship(
"Group", secondary=group_contact, backref='contacts',
lazy='joined')
The technical post webpages of this site follow the CC BY-SA 4.0 protocol. If you need to reprint, please indicate the site URL or the original address.Any question please contact:yoyou2525@163.com.