Files
deb-python-sqlalchemy-utils/sqlalchemy_utils/functions/batch_fetch.py
2013-08-22 21:43:56 +03:00

329 lines
8.9 KiB
Python

from collections import defaultdict
import six
import sqlalchemy as sa
from sqlalchemy.orm import RelationshipProperty
from sqlalchemy.orm.attributes import (
set_committed_value, InstrumentedAttribute
)
from sqlalchemy.orm.session import object_session
class with_backrefs(object):
"""
Marks given attribute path so that whenever its fetched with batch_fetch
the backref relations are force set too.
"""
def __init__(self, path):
self.path = path
class Path(object):
"""
A class that represents an attribute path.
"""
def __init__(self, entities, prop, populate_backrefs=False):
self.property = prop
self.entities = entities
self.populate_backrefs = populate_backrefs
if not isinstance(self.property, RelationshipProperty):
raise Exception(
'Given attribute is not a relationship property.'
)
self.fetcher = self.fetcher_class(self)
@property
def session(self):
return object_session(self.entities[0])
@property
def parent_model(self):
return self.entities[0].__class__
@property
def model(self):
return self.property.mapper.class_
@classmethod
def parse(cls, entities, path, populate_backrefs=False):
if isinstance(path, six.string_types):
attrs = path.split('.')
if len(attrs) > 1:
related_entities = []
for entity in entities:
related_entities.extend(getattr(entity, attrs[0]))
subpath = '.'.join(attrs[1:])
return Path.parse(related_entities, subpath, populate_backrefs)
else:
attr = getattr(
entities[0].__class__, attrs[0]
)
elif isinstance(path, InstrumentedAttribute):
attr = path
else:
raise Exception('Unknown path type.')
return Path(entities, attr.property, populate_backrefs)
@property
def fetcher_class(self):
if self.property.secondary is not None:
return ManyToManyFetcher
else:
if self.property.direction.name == 'MANYTOONE':
return ManyToOneFetcher
else:
return OneToManyFetcher
class CompositePath(object):
def __init__(self, *paths):
self.paths = paths
def batch_fetch(entities, *attr_paths):
"""
Batch fetch given relationship attribute for collection of entities.
This function is in many cases a valid alternative for SQLAlchemy's
subqueryload and performs lot better.
:param entities: list of entities of the same type
:param attr_paths:
List of either InstrumentedAttribute objects or a strings representing
the name of the instrumented attribute
Example::
from sqlalchemy_utils import batch_fetch
users = session.query(User).limit(20).all()
batch_fetch(users, User.phonenumbers)
Function also accepts strings as attribute names: ::
users = session.query(User).limit(20).all()
batch_fetch(users, 'phonenumbers')
Multiple attributes may be provided: ::
clubs = session.query(Club).limit(20).all()
batch_fetch(
clubs,
'teams',
'teams.players',
'teams.players.user_groups'
)
You can also force populate backrefs: ::
from sqlalchemy_utils import with_backrefs
clubs = session.query(Club).limit(20).all()
batch_fetch(
clubs,
'teams',
'teams.players',
with_backrefs('teams.players.user_groups')
)
"""
if entities:
fetcher = FetchingCoordinator()
for attr_path in attr_paths:
fetcher(entities, attr_path)
class FetchingCoordinator(object):
def __call__(self, entities, path):
populate_backrefs = False
if isinstance(path, with_backrefs):
path = path.path
populate_backrefs = True
if isinstance(path, CompositePath):
fetchers = []
for path in path.paths:
fetchers.append(
Path.parse(entities, path, populate_backrefs).fetcher
)
fetcher = CompositeFetcher(*fetchers)
else:
fetcher = Path.parse(entities, path, populate_backrefs).fetcher
fetcher.fetch()
fetcher.populate()
class CompositeFetcher(object):
def __init__(self, *fetchers):
if not all(
fetchers[0].path.model == fetcher.path.model
for fetcher in fetchers
):
raise Exception(
'Each relationship property must have the same class when '
'using CompositeFetcher.'
)
self.fetchers = fetchers
@property
def session(self):
return self.fetchers[0].path.session
@property
def model(self):
return self.fetchers[0].path.model
@property
def condition(self):
return sa.or_(
*[fetcher.condition for fetcher in self.fetchers]
)
@property
def related_entities(self):
return self.session.query(self.model).filter(self.condition)
def fetch(self):
for entity in self.related_entities:
for fetcher in self.fetchers:
if getattr(entity, fetcher.remote_column_name) is not None:
fetcher.append_entity(entity)
def populate(self):
for fetcher in self.fetchers:
fetcher.populate()
class Fetcher(object):
def __init__(self, path):
self.path = path
self.prop = self.path.property
self.parent_dict = defaultdict(list)
@property
def local_values_list(self):
return [
self.local_values(entity)
for entity in self.path.entities
]
@property
def related_entities(self):
return self.path.session.query(self.path.model).filter(self.condition)
@property
def remote_column_name(self):
return list(self.path.property.remote_side)[0].name
def local_values(self, entity):
return getattr(entity, list(self.prop.local_columns)[0].name)
def populate_backrefs(self, related_entities):
"""
Populates backrefs for given related entities.
"""
backref_dict = dict(
(self.local_values(entity), [])
for entity, parent_id in related_entities
)
for entity, parent_id in related_entities:
backref_dict[self.local_values(entity)].append(
self.path.session.query(self.path.parent_model).get(parent_id)
)
for entity, parent_id in related_entities:
set_committed_value(
entity,
self.prop.back_populates,
backref_dict[self.local_values(entity)]
)
def populate(self):
"""
Populate batch fetched entities to parent objects.
"""
for entity in self.path.entities:
set_committed_value(
entity,
self.prop.key,
self.parent_dict[self.local_values(entity)]
)
if self.path.populate_backrefs:
self.populate_backrefs(self.related_entities)
@property
def condition(self):
return getattr(self.path.model, self.remote_column_name).in_(
self.local_values_list
)
def fetch(self):
for entity in self.related_entities:
self.append_entity(entity)
class ManyToManyFetcher(Fetcher):
@property
def remote_column_name(self):
for column in self.prop.remote_side:
for fk in column.foreign_keys:
# TODO: make this support inherited tables
if fk.column.table == self.path.parent_model.__table__:
return fk.parent.name
@property
def related_entities(self):
return (
self.path.session
.query(
self.path.model,
getattr(self.prop.secondary.c, self.remote_column_name)
)
.join(
self.prop.secondary, self.prop.secondaryjoin
)
.filter(
getattr(self.prop.secondary.c, self.remote_column_name).in_(
self.local_values_list
)
)
)
def fetch(self):
for entity, parent_id in self.related_entities:
self.parent_dict[parent_id].append(
entity
)
class ManyToOneFetcher(Fetcher):
def __init__(self, path):
Fetcher.__init__(self, path)
self.parent_dict = defaultdict(lambda: None)
def append_entity(self, entity):
self.parent_dict[getattr(entity, self.remote_column_name)] = entity
class OneToManyFetcher(Fetcher):
def append_entity(self, entity):
self.parent_dict[getattr(entity, self.remote_column_name)].append(
entity
)