dirty prefetch_related working for FK and reverse FK

This commit is contained in:
collerek
2020-11-23 16:05:05 +01:00
parent 08779f4689
commit b696156f56
4 changed files with 385 additions and 30 deletions

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@ -0,0 +1,195 @@
from typing import Dict, List, Optional, Sequence, Set, TYPE_CHECKING, Type, Union
import ormar
from ormar.fields import ManyToManyField
from ormar.queryset.clause import QueryClause
from ormar.queryset.query import Query
if TYPE_CHECKING: # pragma: no cover
from ormar import Model
class PrefetchQuery:
def __init__(self,
model_cls: Type["Model"],
fields: Optional[Union[Dict, Set]],
exclude_fields: Optional[Union[Dict, Set]],
prefetch_related: List
):
self.model = model_cls
self.database = self.model.Meta.database
self._prefetch_related = prefetch_related
self._exclude_columns = exclude_fields
self._columns = fields
@staticmethod
def _extract_required_ids(already_extracted: Dict,
parent_model: Type["Model"],
target_model: Type["Model"],
reverse: bool) -> Set:
raw_rows = already_extracted.get(parent_model.get_name(), {}).get('raw', [])
if reverse:
column_name = parent_model.get_column_alias(parent_model.Meta.pkname)
else:
column_name = target_model.resolve_relation_field(parent_model, target_model).get_alias()
list_of_ids = set()
for row in raw_rows:
if row[column_name]:
list_of_ids.add(row[column_name])
return list_of_ids
@staticmethod
def _get_filter_for_prefetch(already_extracted: Dict,
parent_model: Type["Model"],
target_model: Type["Model"],
reverse: bool) -> List:
ids = PrefetchQuery._extract_required_ids(already_extracted=already_extracted,
parent_model=parent_model,
target_model=target_model,
reverse=reverse)
if ids:
qryclause = QueryClause(
model_cls=target_model,
select_related=[],
filter_clauses=[],
)
if reverse:
field = target_model.resolve_relation_field(target_model, parent_model)
kwargs = {f'{field.get_alias()}__in': ids}
else:
target_field = target_model.Meta.model_fields[target_model.Meta.pkname].get_alias()
kwargs = {f'{target_field}__in': ids}
filter_clauses, _ = qryclause.filter(**kwargs)
return filter_clauses
return []
@staticmethod
def _populate_nested_related(model: "Model",
already_extracted: Dict) -> "Model":
for related in model.extract_related_names():
reverse = False
target_field = model.Meta.model_fields[related]
if target_field.virtual or issubclass(target_field, ManyToManyField):
reverse = True
target_model = target_field.to.get_name()
if reverse:
field_name = model.resolve_relation_name(target_field.to, model)
model_id = model.pk
else:
related_name = model.resolve_relation_name(model, target_field.to)
related_model = getattr(model, related_name)
if not related_model:
continue
model_id = related_model.pk
field_name = target_field.to.Meta.pkname
if target_model in already_extracted and already_extracted[target_model]['models']:
print('*****POPULATING RELATED:', target_model, field_name)
print(already_extracted[target_model]['models'])
for child_model in already_extracted[target_model]['models']:
related_model = getattr(child_model, field_name)
if isinstance(related_model, list):
for child in related_model:
if child.pk == model_id:
setattr(model, related, child)
elif isinstance(related_model, ormar.Model):
if related_model.pk == model_id:
if reverse:
setattr(model, related, child_model)
else:
setattr(child_model, related, model)
else: # we have not reverse relation and related_model is a pk value
setattr(model, related, child_model)
return model
async def prefetch_related(self, models: Sequence["Model"], rows: List):
return await self._prefetch_related_models(models=models, rows=rows)
async def _prefetch_related_models(self,
models: Sequence["Model"],
rows: List) -> Sequence["Model"]:
already_extracted = {self.model.get_name(): {'raw': rows, 'models': models}}
for related in self._prefetch_related:
target_model = self.model
fields = self._columns
exclude_fields = self._exclude_columns
for part in related.split('__'):
fields = target_model.get_included(fields, part)
exclude_fields = target_model.get_excluded(exclude_fields, part)
target_field = target_model.Meta.model_fields[part]
reverse = False
if target_field.virtual or issubclass(target_field, ManyToManyField):
reverse = True
parent_model = target_model
target_model = target_field.to
if target_model.get_name() not in already_extracted:
filter_clauses = self._get_filter_for_prefetch(already_extracted=already_extracted,
parent_model=parent_model,
target_model=target_model,
reverse=reverse)
if not filter_clauses: # related field is empty
continue
qry = Query(
model_cls=target_model,
select_related=[],
filter_clauses=filter_clauses,
exclude_clauses=[],
offset=None,
limit_count=None,
fields=fields,
exclude_fields=exclude_fields,
order_bys=None,
)
expr = qry.build_select_expression()
print(expr.compile(compile_kwargs={"literal_binds": True}))
rows = await self.database.fetch_all(expr)
already_extracted[target_model.get_name()] = {'raw': rows, 'models': []}
if part == related.split('__')[-1]:
for row in rows:
item = target_model.extract_prefixed_table_columns(
item={},
row=row,
table_prefix='',
fields=fields,
exclude_fields=exclude_fields
)
instance = target_model(**item)
already_extracted[target_model.get_name()]['models'].append(instance)
target_model = self.model
fields = self._columns
exclude_fields = self._exclude_columns
for part in related.split('__')[:-1]:
fields = target_model.get_included(fields, part)
exclude_fields = target_model.get_excluded(exclude_fields, part)
target_model = target_model.Meta.model_fields[part].to
for row in already_extracted.get(target_model.get_name(), {}).get('raw', []):
item = target_model.extract_prefixed_table_columns(
item={},
row=row,
table_prefix='',
fields=fields,
exclude_fields=exclude_fields
)
instance = target_model(**item)
instance = self._populate_nested_related(model=instance,
already_extracted=already_extracted)
already_extracted[target_model.get_name()]['models'].append(instance)
final_models = []
for model in models:
final_models.append(self._populate_nested_related(model=model,
already_extracted=already_extracted))
return models

View File

@ -9,6 +9,7 @@ from ormar import MultipleMatches, NoMatch
from ormar.exceptions import QueryDefinitionError
from ormar.queryset import FilterQuery
from ormar.queryset.clause import QueryClause
from ormar.queryset.prefetch_query import PrefetchQuery
from ormar.queryset.query import Query
from ormar.queryset.utils import update, update_dict_from_list
@ -30,11 +31,13 @@ class QuerySet:
columns: Dict = None,
exclude_columns: Dict = None,
order_bys: List = None,
prefetch_related: List = None,
) -> None:
self.model_cls = model_cls
self.filter_clauses = [] if filter_clauses is None else filter_clauses
self.exclude_clauses = [] if exclude_clauses is None else exclude_clauses
self._select_related = [] if select_related is None else select_related
self._prefetch_related = [] if prefetch_related is None else prefetch_related
self.limit_count = limit_count
self.query_offset = offset
self._columns = columns or {}
@ -63,6 +66,13 @@ class QuerySet:
raise ValueError("Model class of QuerySet is not initialized")
return self.model_cls
async def _prefetch_related_models(self, models: Sequence["Model"], rows: List) -> Sequence["Model"]:
query = PrefetchQuery(model_cls=self.model_cls,
fields=self._columns,
exclude_fields=self._exclude_columns,
prefetch_related=self._prefetch_related)
return await query.prefetch_related(models=models, rows=rows)
def _process_query_result_rows(self, rows: List) -> Sequence[Optional["Model"]]:
result_rows = [
self.model.from_row(
@ -148,6 +158,7 @@ class QuerySet:
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
def exclude(self, **kwargs: Any) -> "QuerySet": # noqa: A003
@ -168,6 +179,25 @@ class QuerySet:
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
def prefetch_related(self, related: Union[List, str]) -> "QuerySet":
if not isinstance(related, list):
related = [related]
related = list(set(list(self._select_related) + related))
return self.__class__(
model_cls=self.model,
filter_clauses=self.filter_clauses,
exclude_clauses=self.exclude_clauses,
select_related=self._select_related,
limit_count=self.limit_count,
offset=self.query_offset,
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=related
)
def exclude_fields(self, columns: Union[List, str, Set, Dict]) -> "QuerySet":
@ -190,6 +220,7 @@ class QuerySet:
columns=self._columns,
exclude_columns=current_excluded,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
def fields(self, columns: Union[List, str, Set, Dict]) -> "QuerySet":
@ -212,6 +243,7 @@ class QuerySet:
columns=current_included,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
def order_by(self, columns: Union[List, str]) -> "QuerySet":
@ -229,6 +261,7 @@ class QuerySet:
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=order_bys,
prefetch_related=self._prefetch_related,
)
async def exists(self) -> bool:
@ -279,6 +312,7 @@ class QuerySet:
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
def offset(self, offset: int) -> "QuerySet":
@ -292,6 +326,7 @@ class QuerySet:
columns=self._columns,
exclude_columns=self._exclude_columns,
order_bys=self.order_bys,
prefetch_related=self._prefetch_related,
)
async def first(self, **kwargs: Any) -> "Model":
@ -312,6 +347,8 @@ class QuerySet:
rows = await self.database.fetch_all(expr)
processed_rows = self._process_query_result_rows(rows)
if self._prefetch_related:
processed_rows = await self._prefetch_related_models(processed_rows, rows)
self.check_single_result_rows_count(processed_rows)
return processed_rows[0] # type: ignore
@ -337,6 +374,8 @@ class QuerySet:
expr = self.build_select_expression()
rows = await self.database.fetch_all(expr)
result_rows = self._process_query_result_rows(rows)
if self._prefetch_related:
result_rows = await self._prefetch_related_models(result_rows, rows)
return result_rows

View File

@ -55,10 +55,6 @@ class Organisation(ormar.Model):
ident: str = ormar.String(max_length=100, choices=["ACME Ltd", "Other ltd"])
class Organization(object):
pass
class Team(ormar.Model):
class Meta:
tablename = "teams"

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@ -0,0 +1,125 @@
from typing import Optional
import databases
import pytest
import sqlalchemy
import ormar
from tests.settings import DATABASE_URL
database = databases.Database(DATABASE_URL, force_rollback=True)
metadata = sqlalchemy.MetaData()
class Tonation(ormar.Model):
class Meta:
tablename = "tonations"
metadata = metadata
database = database
id: int = ormar.Integer(primary_key=True)
name: str = ormar.String(max_length=100)
class Album(ormar.Model):
class Meta:
tablename = "albums"
metadata = metadata
database = database
id: int = ormar.Integer(primary_key=True)
name: str = ormar.String(max_length=100)
class Track(ormar.Model):
class Meta:
tablename = "tracks"
metadata = metadata
database = database
id: int = ormar.Integer(primary_key=True)
album: Optional[Album] = ormar.ForeignKey(Album)
title: str = ormar.String(max_length=100)
position: int = ormar.Integer()
tonation: Optional[Tonation] = ormar.ForeignKey(Tonation)
class Cover(ormar.Model):
class Meta:
tablename = "covers"
metadata = metadata
database = database
id: int = ormar.Integer(primary_key=True)
album: Optional[Album] = ormar.ForeignKey(Album, related_name="cover_pictures")
title: str = ormar.String(max_length=100)
artist: str = ormar.String(max_length=200, nullable=True)
@pytest.fixture(autouse=True, scope="module")
def create_test_database():
engine = sqlalchemy.create_engine(DATABASE_URL)
metadata.drop_all(engine)
metadata.create_all(engine)
yield
metadata.drop_all(engine)
@pytest.mark.asyncio
async def test_prefetch_related():
async with database:
async with database.transaction(force_rollback=True):
album = Album(name="Malibu")
await album.save()
ton1 = await Tonation.objects.create(name='B-mol')
await Track.objects.create(album=album, title="The Bird", position=1, tonation=ton1)
await Track.objects.create(album=album, title="Heart don't stand a chance", position=2, tonation=ton1)
await Track.objects.create(album=album, title="The Waters", position=3, tonation=ton1)
await Cover.objects.create(title='Cover1', album=album, artist='Artist 1')
await Cover.objects.create(title='Cover2', album=album, artist='Artist 2')
fantasies = Album(name="Fantasies")
await fantasies.save()
await Track.objects.create(album=fantasies, title="Help I'm Alive", position=1)
await Track.objects.create(album=fantasies, title="Sick Muse", position=2)
await Track.objects.create(album=fantasies, title="Satellite Mind", position=3)
await Cover.objects.create(title='Cover3', album=fantasies, artist='Artist 3')
await Cover.objects.create(title='Cover4', album=fantasies, artist='Artist 4')
album = await Album.objects.filter(name='Malibu').prefetch_related(
['tracks__tonation', 'cover_pictures']).get()
assert len(album.tracks) == 3
assert album.tracks[0].title == 'The Bird'
assert len(album.cover_pictures) == 2
assert album.cover_pictures[0].title == 'Cover1'
assert album.tracks[0].tonation.name == album.tracks[2].tonation.name == 'B-mol'
albums = await Album.objects.prefetch_related('tracks').all()
assert len(albums[0].tracks) == 3
assert len(albums[1].tracks) == 3
assert albums[0].tracks[0].title == "The Bird"
assert albums[1].tracks[0].title == "Help I'm Alive"
track = await Track.objects.prefetch_related(["album__cover_pictures"]).get(title="The Bird")
assert track.album.name == "Malibu"
assert len(track.album.cover_pictures) == 2
assert track.album.cover_pictures[0].artist == 'Artist 1'
track = await Track.objects.prefetch_related(["album__cover_pictures"]).exclude_fields(
'album__cover_pictures__artist').get(title="The Bird")
assert track.album.name == "Malibu"
assert len(track.album.cover_pictures) == 2
assert track.album.cover_pictures[0].artist is None
tracks = await Track.objects.prefetch_related("album").all()
assert len(tracks) == 6
@pytest.mark.asyncio
async def test_prefetch_related_empty():
async with database:
async with database.transaction(force_rollback=True):
await Track.objects.create(title="The Bird", position=1)
track = await Track.objects.prefetch_related(["album__cover_pictures"]).get(title="The Bird")
assert track.title == 'The Bird'
assert track.album is None