CODEWITHSUNDEEP
pythondjangosqlalchemy
FogleBird
FogleBird

Reputation: 76762

Does SQLAlchemy have an equivalent of Django's get_or_create?

I want to get an object from the database if it already exists (based on provided parameters) or create it if it does not.

Django's get_or_create (or source) does this. Is there an equivalent shortcut in SQLAlchemy?

I'm currently writing it out explicitly like this:

def get_or_create_instrument(session, serial_number):
    instrument = session.query(Instrument).filter_by(serial_number=serial_number).first()
    if instrument:
        return instrument
    else:
        instrument = Instrument(serial_number)
        session.add(instrument)
        return instrument

Upvotes: 220

Views: 105450

Answers (10)

Adversus
Adversus

Reputation: 2226

A modified version of erik's excellent answer

def get_one_or_create(session,
                      model,
                      create_method='',
                      create_method_kwargs=None,
                      **kwargs):
    try:
        return session.query(model).filter_by(**kwargs).one(), True
    except NoResultFound:
        kwargs.update(create_method_kwargs or {})
        try:
            with session.begin_nested():
                created = getattr(model, create_method, model)(**kwargs)
                session.add(created)
            return created, False
        except IntegrityError:
            return session.query(model).filter_by(**kwargs).one(), True
  • Use a nested transaction to only roll back the addition of the new item instead of rolling back everything (See this answer to use nested transactions with SQLite)
  • Move create_method. If the created object has relations and it is assigned members through those relations, it is automatically added to the session. E.g. create a book, which has user_id and user as corresponding relationship, then doing book.user=<user object> inside of create_method will add book to the session. This means that create_method must be inside with to benefit from an eventual rollback. Note that begin_nested automatically triggers a flush.

Note that if using MySQL, the transaction isolation level must be set to READ COMMITTED rather than REPEATABLE READ for this to work. Django's get_or_create (and here) uses the same stratagem, see also the Django documentation.

Upvotes: 14

Wolph
Wolph

Reputation: 80031

That's basically the way to do it, there is no shortcut readily available AFAIK.

You could generalize it ofcourse:

def get_or_create(session, model, defaults=None, **kwargs):
    instance = session.query(model).filter_by(**kwargs).one_or_none()
    if instance:
        return instance, False
    else:
        params = {k: v for k, v in kwargs.items() if not isinstance(v, ClauseElement)}
        params.update(defaults or {})
        instance = model(**params)
        try:
            session.add(instance)
            session.commit()
        except Exception:  # The actual exception depends on the specific database so we catch all exceptions. This is similar to the official documentation: https://docs.sqlalchemy.org/en/latest/orm/session_transaction.html
            session.rollback()
            instance = session.query(model).filter_by(**kwargs).one()
            return instance, False
        else:
            return instance, True

2020 update (Python 3.9+ ONLY)

Here is a cleaner version with Python 3.9's the new dict union operator (|=)

def get_or_create(session, model, defaults=None, **kwargs):
    instance = session.query(model).filter_by(**kwargs).one_or_none()
    if instance:
        return instance, False
    else:
        kwargs |= defaults or {}
        instance = model(**kwargs)
        try:
            session.add(instance)
            session.commit()
        except Exception:  # The actual exception depends on the specific database so we catch all exceptions. This is similar to the official documentation: https://docs.sqlalchemy.org/en/latest/orm/session_transaction.html
            session.rollback()
            instance = session.query(model).filter_by(**kwargs).one()
            return instance, False
        else:
            return instance, True

Note:

Similar to the Django version this will catch duplicate key constraints and similar errors. If your get or create is not guaranteed to return a single result it can still result in race conditions.

To alleviate some of that issue you would need to add another one_or_none() style fetch right after the session.commit(). This still is no 100% guarantee against race conditions unless you also use a with_for_update() or serializable transaction mode.

Upvotes: 149

Yaakov Bressler
Yaakov Bressler

Reputation: 12018

One problem I regularly encounter is when a field has a max length (say, STRING(40)) and you'd like to perform a get or create with a string of large length, the above solutions will fail.

Building off of the above solutions, here's my approach:

from sqlalchemy import Column, String

def get_or_create(self, add=True, flush=True, commit=False, **kwargs):
    """

    Get the an entity based on the kwargs or create an entity with those kwargs.

    Params:
        add: (default True) should the instance be added to the session?
        flush: (default True) flush the instance to the session?
        commit: (default False) commit the session?
        kwargs: key, value pairs of parameters to lookup/create.

    Ex: SocialPlatform.get_or_create(**{'name':'facebook'})
        returns --> existing record or, will create a new record

    ---------

    NOTE: I like to add this as a classmethod in the base class of my tables, so that
    all data models inherit the base class --> functionality is transmitted across
    all orm defined models.

    """


    # Truncate values if necessary
    for key, value in kwargs.items():

        # Only use strings
        if not isinstance(value, str):
            continue

        # Only use if it's a column
        my_col = getattr(self.__table__.columns, key)

        if not isinstance(my_col, Column):
            continue

        # Skip non strings again here
        if not isinstance(my_col.type, String):
            continue

        # Get the max length
        max_len = my_col.type.length

        if value and max_len and len(value) > max_len:

            # Update the value
            value = value[:max_len]
            kwargs[key] = value

    # -------------------------------------------------

    # Make the query...
    instance = session.query(self).filter_by(**kwargs).first()

    if instance:
        return instance

    else:
        # Max length isn't accounted for here.
        # The assumption is that auto-truncation will happen on the child-model
        # Or directtly in the db
        instance = self(**kwargs)

    # You'll usually want to add to the session
    if add:
        session.add(instance)

    # Navigate these with caution
    if add and commit:
        try:
            session.commit()
        except IntegrityError:
            session.rollback()

    elif add and flush:
        session.flush()


    return instance

Upvotes: 2

hekevintran
hekevintran

Reputation: 23722

There is a Python package that has @erik's solution as well as a version of update_or_create(). https://github.com/enricobarzetti/sqlalchemy_get_or_create

Upvotes: 3

erik
erik

Reputation: 1073

I've been playing with this problem and have ended up with a fairly robust solution:

def get_one_or_create(session,
                      model,
                      create_method='',
                      create_method_kwargs=None,
                      **kwargs):
    try:
        return session.query(model).filter_by(**kwargs).one(), False
    except NoResultFound:
        kwargs.update(create_method_kwargs or {})
        created = getattr(model, create_method, model)(**kwargs)
        try:
            session.add(created)
            session.flush()
            return created, True
        except IntegrityError:
            session.rollback()
            return session.query(model).filter_by(**kwargs).one(), False

I just wrote a fairly expansive blog post on all the details, but a few quite ideas of why I used this.

  1. It unpacks to a tuple that tells you if the object existed or not. This can often be useful in your workflow.

  2. The function gives the ability to work with @classmethod decorated creator functions (and attributes specific to them).

  3. The solution protects against Race Conditions when you have more than one process connected to the datastore.

EDIT: I've changed session.commit() to session.flush() as explained in this blog post. Note that these decisions are specific to the datastore used (Postgres in this case).

EDIT 2: I’ve updated using a {} as a default value in the function as this is typical Python gotcha. Thanks for the comment, Nigel! If your curious about this gotcha, check out this StackOverflow question and this blog post.

Upvotes: 60

jhnwsk
jhnwsk

Reputation: 953

This SQLALchemy recipe does the job nice and elegant.

The first thing to do is to define a function that is given a Session to work with, and associates a dictionary with the Session() which keeps track of current unique keys.

def _unique(session, cls, hashfunc, queryfunc, constructor, arg, kw):
    cache = getattr(session, '_unique_cache', None)
    if cache is None:
        session._unique_cache = cache = {}

    key = (cls, hashfunc(*arg, **kw))
    if key in cache:
        return cache[key]
    else:
        with session.no_autoflush:
            q = session.query(cls)
            q = queryfunc(q, *arg, **kw)
            obj = q.first()
            if not obj:
                obj = constructor(*arg, **kw)
                session.add(obj)
        cache[key] = obj
        return obj

An example of utilizing this function would be in a mixin:

class UniqueMixin(object):
    @classmethod
    def unique_hash(cls, *arg, **kw):
        raise NotImplementedError()

    @classmethod
    def unique_filter(cls, query, *arg, **kw):
        raise NotImplementedError()

    @classmethod
    def as_unique(cls, session, *arg, **kw):
        return _unique(
                    session,
                    cls,
                    cls.unique_hash,
                    cls.unique_filter,
                    cls,
                    arg, kw
            )

And finally creating the unique get_or_create model:

from sqlalchemy import Column, Integer, String, create_engine
from sqlalchemy.orm import sessionmaker
from sqlalchemy.ext.declarative import declarative_base

Base = declarative_base()

engine = create_engine('sqlite://', echo=True)

Session = sessionmaker(bind=engine)

class Widget(UniqueMixin, Base):
    __tablename__ = 'widget'

    id = Column(Integer, primary_key=True)
    name = Column(String, unique=True, nullable=False)

    @classmethod
    def unique_hash(cls, name):
        return name

    @classmethod
    def unique_filter(cls, query, name):
        return query.filter(Widget.name == name)

Base.metadata.create_all(engine)

session = Session()

w1, w2, w3 = Widget.as_unique(session, name='w1'), \
                Widget.as_unique(session, name='w2'), \
                Widget.as_unique(session, name='w3')
w1b = Widget.as_unique(session, name='w1')

assert w1 is w1b
assert w2 is not w3
assert w2 is not w1

session.commit()

The recipe goes deeper into the idea and provides different approaches but I've used this one with great success.

Upvotes: 8

jmberros
jmberros

Reputation: 51

I slightly simplified @Kevin. solution to avoid wrapping the whole function in an if/else statement. This way there's only one return, which I find cleaner:

def get_or_create(session, model, **kwargs):
    instance = session.query(model).filter_by(**kwargs).first()

    if not instance:
        instance = model(**kwargs)
        session.add(instance)

    return instance

Upvotes: 3

fcracker79
fcracker79

Reputation: 1218

Depending on the isolation level you adopted, none of the above solutions would work. The best solution I have found is a RAW SQL in the following form:

INSERT INTO table(f1, f2, unique_f3) 
SELECT 'v1', 'v2', 'v3' 
WHERE NOT EXISTS (SELECT 1 FROM table WHERE f3 = 'v3')

This is transactionally safe whatever the isolation level and the degree of parallelism are.

Beware: in order to make it efficient, it would be wise to have an INDEX for the unique column.

Upvotes: 2

Kevin.
Kevin.

Reputation: 2810

Following the solution of @WoLpH, this is the code that worked for me (simple version):

def get_or_create(session, model, **kwargs):
    instance = session.query(model).filter_by(**kwargs).first()
    if instance:
        return instance
    else:
        instance = model(**kwargs)
        session.add(instance)
        session.commit()
        return instance

With this, I'm able to get_or_create any object of my model.

Suppose my model object is :

class Country(Base):
    __tablename__ = 'countries'
    id = Column(Integer, primary_key=True)
    name = Column(String, unique=True)

To get or create my object I write :

myCountry = get_or_create(session, Country, name=countryName)

Upvotes: 148

thebjorn
thebjorn

Reputation: 27311

The closest semantically is probably:

def get_or_create(model, **kwargs):
    """SqlAlchemy implementation of Django's get_or_create.
    """
    session = Session()
    instance = session.query(model).filter_by(**kwargs).first()
    if instance:
        return instance, False
    else:
        instance = model(**kwargs)
        session.add(instance)
        session.commit()
        return instance, True

not sure how kosher it is to rely on a globally defined Session in sqlalchemy, but the Django version doesn't take a connection so...

The tuple returned contains the instance and a boolean indicating if the instance was created (i.e. it's False if we read the instance from the db).

Django's get_or_create is often used to make sure that global data is available, so I'm committing at the earliest point possible.

Upvotes: 4

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