django/tests/prefetch_related/tests.py

from unittest import mock

from django.contrib.contenttypes.models import ContentType
from django.core.exceptions import ObjectDoesNotExist
from django.db import connection
from django.db.models import Prefetch, QuerySet, prefetch_related_objects
from django.db.models.query import get_prefetcher
from django.db.models.sql import Query
from django.test import TestCase, override_settings
from django.test.utils import CaptureQueriesContext

from .models import (
    Article, Author, Author2, AuthorAddress, AuthorWithAge, Bio, Book,
    Bookmark, BookReview, BookWithYear, Comment, Department, Employee,
    FavoriteAuthors, House, LessonEntry, ModelIterableSubclass, Person,
    Qualification, Reader, Room, TaggedItem, Teacher, WordEntry,
)


class TestDataMixin:
    @classmethod
    def setUpTestData(cls):
        cls.book1 = Book.objects.create(title='Poems')
        cls.book2 = Book.objects.create(title='Jane Eyre')
        cls.book3 = Book.objects.create(title='Wuthering Heights')
        cls.book4 = Book.objects.create(title='Sense and Sensibility')

        cls.author1 = Author.objects.create(name='Charlotte', first_book=cls.book1)
        cls.author2 = Author.objects.create(name='Anne', first_book=cls.book1)
        cls.author3 = Author.objects.create(name='Emily', first_book=cls.book1)
        cls.author4 = Author.objects.create(name='Jane', first_book=cls.book4)

        cls.book1.authors.add(cls.author1, cls.author2, cls.author3)
        cls.book2.authors.add(cls.author1)
        cls.book3.authors.add(cls.author3)
        cls.book4.authors.add(cls.author4)

        cls.reader1 = Reader.objects.create(name='Amy')
        cls.reader2 = Reader.objects.create(name='Belinda')

        cls.reader1.books_read.add(cls.book1, cls.book4)
        cls.reader2.books_read.add(cls.book2, cls.book4)


class PrefetchRelatedTests(TestDataMixin, TestCase):
    def assertWhereContains(self, sql, needle):
        where_idx = sql.index('WHERE')
        self.assertEqual(
            sql.count(str(needle), where_idx), 1,
            msg="WHERE clause doesn't contain %s, actual SQL: %s" % (needle, sql[where_idx:])
        )

    def test_m2m_forward(self):
        with self.assertNumQueries(2):
            lists = [list(b.authors.all()) for b in Book.objects.prefetch_related('authors')]

        normal_lists = [list(b.authors.all()) for b in Book.objects.all()]
        self.assertEqual(lists, normal_lists)

    def test_m2m_reverse(self):
        with self.assertNumQueries(2):
            lists = [list(a.books.all()) for a in Author.objects.prefetch_related('books')]

        normal_lists = [list(a.books.all()) for a in Author.objects.all()]
        self.assertEqual(lists, normal_lists)

    def test_foreignkey_forward(self):
        with self.assertNumQueries(2):
            books = [a.first_book for a in Author.objects.prefetch_related('first_book')]

        normal_books = [a.first_book for a in Author.objects.all()]
        self.assertEqual(books, normal_books)

    def test_foreignkey_reverse(self):
        with self.assertNumQueries(2):
            [list(b.first_time_authors.all())
             for b in Book.objects.prefetch_related('first_time_authors')]

        self.assertSequenceEqual(self.book2.authors.all(), [self.author1])

    def test_onetoone_reverse_no_match(self):
        # Regression for #17439
        with self.assertNumQueries(2):
            book = Book.objects.prefetch_related('bookwithyear').all()[0]
        with self.assertNumQueries(0):
            with self.assertRaises(BookWithYear.DoesNotExist):
                book.bookwithyear

    def test_onetoone_reverse_with_to_field_pk(self):
        """
        A model (Bio) with a OneToOneField primary key (author) that references
        a non-pk field (name) on the related model (Author) is prefetchable.
        """
        Bio.objects.bulk_create([
            Bio(author=self.author1),
            Bio(author=self.author2),
            Bio(author=self.author3),
        ])
        authors = Author.objects.filter(
            name__in=[self.author1, self.author2, self.author3],
        ).prefetch_related('bio')
        with self.assertNumQueries(2):
            for author in authors:
                self.assertEqual(author.name, author.bio.author.name)

    def test_survives_clone(self):
        with self.assertNumQueries(2):
            [list(b.first_time_authors.all())
             for b in Book.objects.prefetch_related('first_time_authors').exclude(id=1000)]

    def test_len(self):
        with self.assertNumQueries(2):
            qs = Book.objects.prefetch_related('first_time_authors')
            len(qs)
            [list(b.first_time_authors.all()) for b in qs]

    def test_bool(self):
        with self.assertNumQueries(2):
            qs = Book.objects.prefetch_related('first_time_authors')
            bool(qs)
            [list(b.first_time_authors.all()) for b in qs]

    def test_count(self):
        with self.assertNumQueries(2):
            qs = Book.objects.prefetch_related('first_time_authors')
            [b.first_time_authors.count() for b in qs]

    def test_exists(self):
        with self.assertNumQueries(2):
            qs = Book.objects.prefetch_related('first_time_authors')
            [b.first_time_authors.exists() for b in qs]

    def test_in_and_prefetch_related(self):
        """
        Regression test for #20242 - QuerySet "in" didn't work the first time
        when using prefetch_related. This was fixed by the removal of chunked
        reads from QuerySet iteration in
        70679243d1786e03557c28929f9762a119e3ac14.
        """
        qs = Book.objects.prefetch_related('first_time_authors')
        self.assertIn(qs[0], qs)

    def test_clear(self):
        with self.assertNumQueries(5):
            with_prefetch = Author.objects.prefetch_related('books')
            without_prefetch = with_prefetch.prefetch_related(None)
            [list(a.books.all()) for a in without_prefetch]

    def test_m2m_then_m2m(self):
        """A m2m can be followed through another m2m."""
        with self.assertNumQueries(3):
            qs = Author.objects.prefetch_related('books__read_by')
            lists = [[[str(r) for r in b.read_by.all()]
                      for b in a.books.all()]
                     for a in qs]
            self.assertEqual(lists, [
                [["Amy"], ["Belinda"]],  # Charlotte - Poems, Jane Eyre
                [["Amy"]],                # Anne - Poems
                [["Amy"], []],            # Emily - Poems, Wuthering Heights
                [["Amy", "Belinda"]],    # Jane - Sense and Sense
            ])

    def test_overriding_prefetch(self):
        with self.assertNumQueries(3):
            qs = Author.objects.prefetch_related('books', 'books__read_by')
            lists = [[[str(r) for r in b.read_by.all()]
                      for b in a.books.all()]
                     for a in qs]
            self.assertEqual(lists, [
                [["Amy"], ["Belinda"]],  # Charlotte - Poems, Jane Eyre
                [["Amy"]],                # Anne - Poems
                [["Amy"], []],            # Emily - Poems, Wuthering Heights
                [["Amy", "Belinda"]],    # Jane - Sense and Sense
            ])
        with self.assertNumQueries(3):
            qs = Author.objects.prefetch_related('books__read_by', 'books')
            lists = [[[str(r) for r in b.read_by.all()]
                      for b in a.books.all()]
                     for a in qs]
            self.assertEqual(lists, [
                [["Amy"], ["Belinda"]],  # Charlotte - Poems, Jane Eyre
                [["Amy"]],                # Anne - Poems
                [["Amy"], []],            # Emily - Poems, Wuthering Heights
                [["Amy", "Belinda"]],    # Jane - Sense and Sense
            ])

    def test_get(self):
        """
        Objects retrieved with .get() get the prefetch behavior.
        """
        # Need a double
        with self.assertNumQueries(3):
            author = Author.objects.prefetch_related('books__read_by').get(name="Charlotte")
            lists = [[str(r) for r in b.read_by.all()] for b in author.books.all()]
            self.assertEqual(lists, [["Amy"], ["Belinda"]])  # Poems, Jane Eyre

    def test_foreign_key_then_m2m(self):
        """
        A m2m relation can be followed after a relation like ForeignKey that
        doesn't have many objects.
        """
        with self.assertNumQueries(2):
            qs = Author.objects.select_related('first_book').prefetch_related('first_book__read_by')
            lists = [[str(r) for r in a.first_book.read_by.all()]
                     for a in qs]
            self.assertEqual(lists, [["Amy"], ["Amy"], ["Amy"], ["Amy", "Belinda"]])

    def test_reverse_one_to_one_then_m2m(self):
        """
        A m2m relation can be followed after going through the select_related
        reverse of an o2o.
        """
        qs = Author.objects.prefetch_related('bio__books').select_related('bio')

        with self.assertNumQueries(1):
            list(qs.all())

        Bio.objects.create(author=self.author1)
        with self.assertNumQueries(2):
            list(qs.all())

    def test_attribute_error(self):
        qs = Reader.objects.all().prefetch_related('books_read__xyz')
        msg = (
            "Cannot find 'xyz' on Book object, 'books_read__xyz' "
            "is an invalid parameter to prefetch_related()"
        )
        with self.assertRaisesMessage(AttributeError, msg) as cm:
            list(qs)

        self.assertIn('prefetch_related', str(cm.exception))

    def test_invalid_final_lookup(self):
        qs = Book.objects.prefetch_related('authors__name')
        msg = (
            "'authors__name' does not resolve to an item that supports "
            "prefetching - this is an invalid parameter to prefetch_related()."
        )
        with self.assertRaisesMessage(ValueError, msg) as cm:
            list(qs)

        self.assertIn('prefetch_related', str(cm.exception))
        self.assertIn("name", str(cm.exception))

    def test_prefetch_eq(self):
        prefetch_1 = Prefetch('authors', queryset=Author.objects.all())
        prefetch_2 = Prefetch('books', queryset=Book.objects.all())
        self.assertEqual(prefetch_1, prefetch_1)
        self.assertEqual(prefetch_1, mock.ANY)
        self.assertNotEqual(prefetch_1, prefetch_2)

    def test_forward_m2m_to_attr_conflict(self):
        msg = 'to_attr=authors conflicts with a field on the Book model.'
        authors = Author.objects.all()
        with self.assertRaisesMessage(ValueError, msg):
            list(Book.objects.prefetch_related(
                Prefetch('authors', queryset=authors, to_attr='authors'),
            ))
        # Without the ValueError, an author was deleted due to the implicit
        # save of the relation assignment.
        self.assertEqual(self.book1.authors.count(), 3)

    def test_reverse_m2m_to_attr_conflict(self):
        msg = 'to_attr=books conflicts with a field on the Author model.'
        poems = Book.objects.filter(title='Poems')
        with self.assertRaisesMessage(ValueError, msg):
            list(Author.objects.prefetch_related(
                Prefetch('books', queryset=poems, to_attr='books'),
            ))
        # Without the ValueError, a book was deleted due to the implicit
        # save of reverse relation assignment.
        self.assertEqual(self.author1.books.count(), 2)

    def test_m2m_then_reverse_fk_object_ids(self):
        with CaptureQueriesContext(connection) as queries:
            list(Book.objects.prefetch_related('authors__addresses'))

        sql = queries[-1]['sql']
        self.assertWhereContains(sql, self.author1.name)

    def test_m2m_then_m2m_object_ids(self):
        with CaptureQueriesContext(connection) as queries:
            list(Book.objects.prefetch_related('authors__favorite_authors'))

        sql = queries[-1]['sql']
        self.assertWhereContains(sql, self.author1.name)

    def test_m2m_then_reverse_one_to_one_object_ids(self):
        with CaptureQueriesContext(connection) as queries:
            list(Book.objects.prefetch_related('authors__authorwithage'))

        sql = queries[-1]['sql']
        self.assertWhereContains(sql, self.author1.id)

    def test_filter_deferred(self):
        """
        Related filtering of prefetched querysets is deferred on m2m and
        reverse m2o relations until necessary.
        """
        add_q = Query.add_q
        for relation in ['authors', 'first_time_authors']:
            with self.subTest(relation=relation):
                with mock.patch.object(
                    Query,
                    'add_q',
                    autospec=True,
                    side_effect=lambda self, q: add_q(self, q),
                ) as add_q_mock:
                    list(Book.objects.prefetch_related(relation))
                    self.assertEqual(add_q_mock.call_count, 1)

    def test_named_values_list(self):
        qs = Author.objects.prefetch_related('books')
        self.assertCountEqual(
            [value.name for value in qs.values_list('name', named=True)],
            ['Anne', 'Charlotte', 'Emily', 'Jane'],
        )


class RawQuerySetTests(TestDataMixin, TestCase):
    def test_basic(self):
        with self.assertNumQueries(2):
            books = Book.objects.raw(
                "SELECT * FROM prefetch_related_book WHERE id = %s",
                (self.book1.id,)
            ).prefetch_related('authors')
            book1 = list(books)[0]

        with self.assertNumQueries(0):
            self.assertCountEqual(book1.authors.all(), [self.author1, self.author2, self.author3])

    def test_prefetch_before_raw(self):
        with self.assertNumQueries(2):
            books = Book.objects.prefetch_related('authors').raw(
                "SELECT * FROM prefetch_related_book WHERE id = %s",
                (self.book1.id,)
            )
            book1 = list(books)[0]

        with self.assertNumQueries(0):
            self.assertCountEqual(book1.authors.all(), [self.author1, self.author2, self.author3])

    def test_clear(self):
        with self.assertNumQueries(5):
            with_prefetch = Author.objects.raw(
                "SELECT * FROM prefetch_related_author"
            ).prefetch_related('books')
            without_prefetch = with_prefetch.prefetch_related(None)
            [list(a.books.all()) for a in without_prefetch]


class CustomPrefetchTests(TestCase):
    @classmethod
    def traverse_qs(cls, obj_iter, path):
        """
        Helper method that returns a list containing a list of the objects in the
        obj_iter. Then for each object in the obj_iter, the path will be
        recursively travelled and the found objects are added to the return value.
        """
        ret_val = []

        if hasattr(obj_iter, 'all'):
            obj_iter = obj_iter.all()

        try:
            iter(obj_iter)
        except TypeError:
            obj_iter = [obj_iter]

        for obj in obj_iter:
            rel_objs = []
            for part in path:
                if not part:
                    continue
                try:
                    related = getattr(obj, part[0])
                except ObjectDoesNotExist:
                    continue
                if related is not None:
                    rel_objs.extend(cls.traverse_qs(related, [part[1:]]))
            ret_val.append((obj, rel_objs))
        return ret_val

    @classmethod
    def setUpTestData(cls):
        cls.person1 = Person.objects.create(name='Joe')
        cls.person2 = Person.objects.create(name='Mary')

        # Set main_room for each house before creating the next one for
        # databases where supports_nullable_unique_constraints is False.

        cls.house1 = House.objects.create(name='House 1', address='123 Main St', owner=cls.person1)
        cls.room1_1 = Room.objects.create(name='Dining room', house=cls.house1)
        cls.room1_2 = Room.objects.create(name='Lounge', house=cls.house1)
        cls.room1_3 = Room.objects.create(name='Kitchen', house=cls.house1)
        cls.house1.main_room = cls.room1_1
        cls.house1.save()
        cls.person1.houses.add(cls.house1)

        cls.house2 = House.objects.create(name='House 2', address='45 Side St', owner=cls.person1)
        cls.room2_1 = Room.objects.create(name='Dining room', house=cls.house2)
        cls.room2_2 = Room.objects.create(name='Lounge', house=cls.house2)
        cls.room2_3 = Room.objects.create(name='Kitchen', house=cls.house2)
        cls.house2.main_room = cls.room2_1
        cls.house2.save()
        cls.person1.houses.add(cls.house2)

        cls.house3 = House.objects.create(name='House 3', address='6 Downing St', owner=cls.person2)
        cls.room3_1 = Room.objects.create(name='Dining room', house=cls.house3)
        cls.room3_2 = Room.objects.create(name='Lounge', house=cls.house3)
        cls.room3_3 = Room.objects.create(name='Kitchen', house=cls.house3)
        cls.house3.main_room = cls.room3_1
        cls.house3.save()
        cls.person2.houses.add(cls.house3)

        cls.house4 = House.objects.create(name='house 4', address="7 Regents St", owner=cls.person2)
        cls.room4_1 = Room.objects.create(name='Dining room', house=cls.house4)
        cls.room4_2 = Room.objects.create(name='Lounge', house=cls.house4)
        cls.room4_3 = Room.objects.create(name='Kitchen', house=cls.house4)
        cls.house4.main_room = cls.room4_1
        cls.house4.save()
        cls.person2.houses.add(cls.house4)

    def test_traverse_qs(self):
        qs = Person.objects.prefetch_related('houses')
        related_objs_normal = [list(p.houses.all()) for p in qs],
        related_objs_from_traverse = [[inner[0] for inner in o[1]]
                                      for o in self.traverse_qs(qs, [['houses']])]
        self.assertEqual(related_objs_normal, (related_objs_from_traverse,))

    def test_ambiguous(self):
        # Ambiguous: Lookup was already seen with a different queryset.
        msg = (
            "'houses' lookup was already seen with a different queryset. You "
            "may need to adjust the ordering of your lookups."
        )
        # lookup.queryset shouldn't be evaluated.
        with self.assertNumQueries(3):
            with self.assertRaisesMessage(ValueError, msg):
                self.traverse_qs(
                    Person.objects.prefetch_related(
                        'houses__rooms',
                        Prefetch('houses', queryset=House.objects.all()),
                    ),
                    [['houses', 'rooms']],
                )

        # Ambiguous: Lookup houses_lst doesn't yet exist when performing houses_lst__rooms.
        msg = (
            "Cannot find 'houses_lst' on Person object, 'houses_lst__rooms' is "
            "an invalid parameter to prefetch_related()"
        )
        with self.assertRaisesMessage(AttributeError, msg):
            self.traverse_qs(
                Person.objects.prefetch_related(
                    'houses_lst__rooms',
                    Prefetch('houses', queryset=House.objects.all(), to_attr='houses_lst')
                ),
                [['houses', 'rooms']]
            )

        # Not ambiguous.
        self.traverse_qs(
            Person.objects.prefetch_related('houses__rooms', 'houses'),
            [['houses', 'rooms']]
        )

        self.traverse_qs(
            Person.objects.prefetch_related(
                'houses__rooms',
                Prefetch('houses', queryset=House.objects.all(), to_attr='houses_lst')
            ),
            [['houses', 'rooms']]
        )

    def test_m2m(self):
        # Control lookups.
        with self.assertNumQueries(2):
            lst1 = self.traverse_qs(
                Person.objects.prefetch_related('houses'),
                [['houses']]
            )

        # Test lookups.
        with self.assertNumQueries(2):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(Prefetch('houses')),
                [['houses']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(2):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(Prefetch('houses', to_attr='houses_lst')),
                [['houses_lst']]
            )
        self.assertEqual(lst1, lst2)

    def test_reverse_m2m(self):
        # Control lookups.
        with self.assertNumQueries(2):
            lst1 = self.traverse_qs(
                House.objects.prefetch_related('occupants'),
                [['occupants']]
            )

        # Test lookups.
        with self.assertNumQueries(2):
            lst2 = self.traverse_qs(
                House.objects.prefetch_related(Prefetch('occupants')),
                [['occupants']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(2):
            lst2 = self.traverse_qs(
                House.objects.prefetch_related(Prefetch('occupants', to_attr='occupants_lst')),
                [['occupants_lst']]
            )
        self.assertEqual(lst1, lst2)

    def test_m2m_through_fk(self):
        # Control lookups.
        with self.assertNumQueries(3):
            lst1 = self.traverse_qs(
                Room.objects.prefetch_related('house__occupants'),
                [['house', 'occupants']]
            )

        # Test lookups.
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Room.objects.prefetch_related(Prefetch('house__occupants')),
                [['house', 'occupants']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Room.objects.prefetch_related(Prefetch('house__occupants', to_attr='occupants_lst')),
                [['house', 'occupants_lst']]
            )
        self.assertEqual(lst1, lst2)

    def test_m2m_through_gfk(self):
        TaggedItem.objects.create(tag="houses", content_object=self.house1)
        TaggedItem.objects.create(tag="houses", content_object=self.house2)

        # Control lookups.
        with self.assertNumQueries(3):
            lst1 = self.traverse_qs(
                TaggedItem.objects.filter(tag='houses').prefetch_related('content_object__rooms'),
                [['content_object', 'rooms']]
            )

        # Test lookups.
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                TaggedItem.objects.prefetch_related(
                    Prefetch('content_object'),
                    Prefetch('content_object__rooms', to_attr='rooms_lst')
                ),
                [['content_object', 'rooms_lst']]
            )
        self.assertEqual(lst1, lst2)

    def test_o2m_through_m2m(self):
        # Control lookups.
        with self.assertNumQueries(3):
            lst1 = self.traverse_qs(
                Person.objects.prefetch_related('houses', 'houses__rooms'),
                [['houses', 'rooms']]
            )

        # Test lookups.
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(Prefetch('houses'), 'houses__rooms'),
                [['houses', 'rooms']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(Prefetch('houses'), Prefetch('houses__rooms')),
                [['houses', 'rooms']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(Prefetch('houses', to_attr='houses_lst'), 'houses_lst__rooms'),
                [['houses_lst', 'rooms']]
            )
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(3):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(
                    Prefetch('houses', to_attr='houses_lst'),
                    Prefetch('houses_lst__rooms', to_attr='rooms_lst')
                ),
                [['houses_lst', 'rooms_lst']]
            )
        self.assertEqual(lst1, lst2)

    def test_generic_rel(self):
        bookmark = Bookmark.objects.create(url='http://www.djangoproject.com/')
        TaggedItem.objects.create(content_object=bookmark, tag='django')
        TaggedItem.objects.create(content_object=bookmark, favorite=bookmark, tag='python')

        # Control lookups.
        with self.assertNumQueries(4):
            lst1 = self.traverse_qs(
                Bookmark.objects.prefetch_related('tags', 'tags__content_object', 'favorite_tags'),
                [['tags', 'content_object'], ['favorite_tags']]
            )

        # Test lookups.
        with self.assertNumQueries(4):
            lst2 = self.traverse_qs(
                Bookmark.objects.prefetch_related(
                    Prefetch('tags', to_attr='tags_lst'),
                    Prefetch('tags_lst__content_object'),
                    Prefetch('favorite_tags'),
                ),
                [['tags_lst', 'content_object'], ['favorite_tags']]
            )
        self.assertEqual(lst1, lst2)

    def test_traverse_single_item_property(self):
        # Control lookups.
        with self.assertNumQueries(5):
            lst1 = self.traverse_qs(
                Person.objects.prefetch_related(
                    'houses__rooms',
                    'primary_house__occupants__houses',
                ),
                [['primary_house', 'occupants', 'houses']]
            )

        # Test lookups.
        with self.assertNumQueries(5):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(
                    'houses__rooms',
                    Prefetch('primary_house__occupants', to_attr='occupants_lst'),
                    'primary_house__occupants_lst__houses',
                ),
                [['primary_house', 'occupants_lst', 'houses']]
            )
        self.assertEqual(lst1, lst2)

    def test_traverse_multiple_items_property(self):
        # Control lookups.
        with self.assertNumQueries(4):
            lst1 = self.traverse_qs(
                Person.objects.prefetch_related(
                    'houses',
                    'all_houses__occupants__houses',
                ),
                [['all_houses', 'occupants', 'houses']]
            )

        # Test lookups.
        with self.assertNumQueries(4):
            lst2 = self.traverse_qs(
                Person.objects.prefetch_related(
                    'houses',
                    Prefetch('all_houses__occupants', to_attr='occupants_lst'),
                    'all_houses__occupants_lst__houses',
                ),
                [['all_houses', 'occupants_lst', 'houses']]
            )
        self.assertEqual(lst1, lst2)

    def test_custom_qs(self):
        # Test basic.
        with self.assertNumQueries(2):
            lst1 = list(Person.objects.prefetch_related('houses'))
        with self.assertNumQueries(2):
            lst2 = list(Person.objects.prefetch_related(
                Prefetch('houses', queryset=House.objects.all(), to_attr='houses_lst')))
        self.assertEqual(
            self.traverse_qs(lst1, [['houses']]),
            self.traverse_qs(lst2, [['houses_lst']])
        )

        # Test queryset filtering.
        with self.assertNumQueries(2):
            lst2 = list(
                Person.objects.prefetch_related(
                    Prefetch(
                        'houses',
                        queryset=House.objects.filter(pk__in=[self.house1.pk, self.house3.pk]),
                        to_attr='houses_lst',
                    )
                )
            )
        self.assertEqual(len(lst2[0].houses_lst), 1)
        self.assertEqual(lst2[0].houses_lst[0], self.house1)
        self.assertEqual(len(lst2[1].houses_lst), 1)
        self.assertEqual(lst2[1].houses_lst[0], self.house3)

        # Test flattened.
        with self.assertNumQueries(3):
            lst1 = list(Person.objects.prefetch_related('houses__rooms'))
        with self.assertNumQueries(3):
            lst2 = list(Person.objects.prefetch_related(
                Prefetch('houses__rooms', queryset=Room.objects.all(), to_attr='rooms_lst')))
        self.assertEqual(
            self.traverse_qs(lst1, [['houses', 'rooms']]),
            self.traverse_qs(lst2, [['houses', 'rooms_lst']])
        )

        # Test inner select_related.
        with self.assertNumQueries(3):
            lst1 = list(Person.objects.prefetch_related('houses__owner'))
        with self.assertNumQueries(2):
            lst2 = list(Person.objects.prefetch_related(
                Prefetch('houses', queryset=House.objects.select_related('owner'))))
        self.assertEqual(
            self.traverse_qs(lst1, [['houses', 'owner']]),
            self.traverse_qs(lst2, [['houses', 'owner']])
        )

        # Test inner prefetch.
        inner_rooms_qs = Room.objects.filter(pk__in=[self.room1_1.pk, self.room1_2.pk])
        houses_qs_prf = House.objects.prefetch_related(
            Prefetch('rooms', queryset=inner_rooms_qs, to_attr='rooms_lst'))
        with self.assertNumQueries(4):
            lst2 = list(Person.objects.prefetch_related(
                Prefetch('houses', queryset=houses_qs_prf.filter(pk=self.house1.pk), to_attr='houses_lst'),
                Prefetch('houses_lst__rooms_lst__main_room_of')
            ))

        self.assertEqual(len(lst2[0].houses_lst[0].rooms_lst), 2)
        self.assertEqual(lst2[0].houses_lst[0].rooms_lst[0], self.room1_1)
        self.assertEqual(lst2[0].houses_lst[0].rooms_lst[1], self.room1_2)
        self.assertEqual(lst2[0].houses_lst[0].rooms_lst[0].main_room_of, self.house1)
        self.assertEqual(len(lst2[1].houses_lst), 0)

        # Test ForwardManyToOneDescriptor.
        houses = House.objects.select_related('owner')
        with self.assertNumQueries(6):
            rooms = Room.objects.all().prefetch_related('house')
            lst1 = self.traverse_qs(rooms, [['house', 'owner']])
        with self.assertNumQueries(2):
            rooms = Room.objects.all().prefetch_related(Prefetch('house', queryset=houses.all()))
            lst2 = self.traverse_qs(rooms, [['house', 'owner']])
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(2):
            houses = House.objects.select_related('owner')
            rooms = Room.objects.all().prefetch_related(Prefetch('house', queryset=houses.all(), to_attr='house_attr'))
            lst2 = self.traverse_qs(rooms, [['house_attr', 'owner']])
        self.assertEqual(lst1, lst2)
        room = Room.objects.all().prefetch_related(
            Prefetch('house', queryset=houses.filter(address='DoesNotExist'))
        ).first()
        with self.assertRaises(ObjectDoesNotExist):
            getattr(room, 'house')
        room = Room.objects.all().prefetch_related(
            Prefetch('house', queryset=houses.filter(address='DoesNotExist'), to_attr='house_attr')
        ).first()
        self.assertIsNone(room.house_attr)
        rooms = Room.objects.all().prefetch_related(Prefetch('house', queryset=House.objects.only('name')))
        with self.assertNumQueries(2):
            getattr(rooms.first().house, 'name')
        with self.assertNumQueries(3):
            getattr(rooms.first().house, 'address')

        # Test ReverseOneToOneDescriptor.
        houses = House.objects.select_related('owner')
        with self.assertNumQueries(6):
            rooms = Room.objects.all().prefetch_related('main_room_of')
            lst1 = self.traverse_qs(rooms, [['main_room_of', 'owner']])
        with self.assertNumQueries(2):
            rooms = Room.objects.all().prefetch_related(Prefetch('main_room_of', queryset=houses.all()))
            lst2 = self.traverse_qs(rooms, [['main_room_of', 'owner']])
        self.assertEqual(lst1, lst2)
        with self.assertNumQueries(2):
            rooms = list(
                Room.objects.all().prefetch_related(
                    Prefetch('main_room_of', queryset=houses.all(), to_attr='main_room_of_attr')
                )
            )
            lst2 = self.traverse_qs(rooms, [['main_room_of_attr', 'owner']])
        self.assertEqual(lst1, lst2)
        room = Room.objects.filter(main_room_of__isnull=False).prefetch_related(
            Prefetch('main_room_of', queryset=houses.filter(address='DoesNotExist'))
        ).first()
        with self.assertRaises(ObjectDoesNotExist):
            getattr(room, 'main_room_of')
        room = Room.objects.filter(main_room_of__isnull=False).prefetch_related(
            Prefetch('main_room_of', queryset=houses.filter(address='DoesNotExist'), to_attr='main_room_of_attr')
        ).first()
        self.assertIsNone(room.main_room_of_attr)

        # The custom queryset filters should be applied to the queryset
        # instance returned by the manager.
        person = Person.objects.prefetch_related(
            Prefetch('houses', queryset=House.objects.filter(name='House 1')),
        ).get(pk=self.person1.pk)
        self.assertEqual(
            list(person.houses.all()),
            list(person.houses.all().all()),
        )

    def test_nested_prefetch_related_are_not_overwritten(self):
        # Regression test for #24873
        houses_2 = House.objects.prefetch_related(Prefetch('rooms'))
        persons = Person.objects.prefetch_related(Prefetch('houses', queryset=houses_2))
        houses = House.objects.prefetch_related(Prefetch('occupants', queryset=persons))
        list(houses)  # queryset must be evaluated once to reproduce the bug.
        self.assertEqual(
            houses.all()[0].occupants.all()[0].houses.all()[1].rooms.all()[0],
            self.room2_1
        )

    def test_nested_prefetch_related_with_duplicate_prefetcher(self):
        """
        Nested prefetches whose name clashes with descriptor names
        (Person.houses here) are allowed.
        """
        occupants = Person.objects.prefetch_related(
            Prefetch('houses', to_attr='some_attr_name'),
            Prefetch('houses', queryset=House.objects.prefetch_related('main_room')),
        )
        houses = House.objects.prefetch_related(Prefetch('occupants', queryset=occupants))
        with self.assertNumQueries(5):
            self.traverse_qs(list(houses), [['occupants', 'houses', 'main_room']])

    def test_values_queryset(self):
        msg = 'Prefetch querysets cannot use raw(), values(), and values_list().'
        with self.assertRaisesMessage(ValueError, msg):
            Prefetch('houses', House.objects.values('pk'))
        with self.assertRaisesMessage(ValueError, msg):
            Prefetch('houses', House.objects.values_list('pk'))
        # That error doesn't affect managers with custom ModelIterable subclasses
        self.assertIs(Teacher.objects_custom.all()._iterable_class, ModelIterableSubclass)
        Prefetch('teachers', Teacher.objects_custom.all())

    def test_raw_queryset(self):
        msg = 'Prefetch querysets cannot use raw(), values(), and values_list().'
        with self.assertRaisesMessage(ValueError, msg):
            Prefetch('houses', House.objects.raw('select pk from house'))

    def test_to_attr_doesnt_cache_through_attr_as_list(self):
        house = House.objects.prefetch_related(
            Prefetch('rooms', queryset=Room.objects.all(), to_attr='to_rooms'),
        ).get(pk=self.house3.pk)
        self.assertIsInstance(house.rooms.all(), QuerySet)

    def test_to_attr_cached_property(self):
        persons = Person.objects.prefetch_related(
            Prefetch('houses', House.objects.all(), to_attr='cached_all_houses'),
        )
        for person in persons:
            # To bypass caching at the related descriptor level, don't use
            # person.houses.all() here.
            all_houses = list(House.objects.filter(occupants=person))
            with self.assertNumQueries(0):
                self.assertEqual(person.cached_all_houses, all_houses)

    def test_filter_deferred(self):
        """
        Related filtering of prefetched querysets is deferred until necessary.
        """
        add_q = Query.add_q
        with mock.patch.object(
            Query,
            'add_q',
            autospec=True,
            side_effect=lambda self, q: add_q(self, q),
        ) as add_q_mock:
            list(House.objects.prefetch_related(
                Prefetch('occupants', queryset=Person.objects.all())
            ))
            self.assertEqual(add_q_mock.call_count, 1)


class DefaultManagerTests(TestCase):

    @classmethod
    def setUpTestData(cls):
        cls.qual1 = Qualification.objects.create(name='BA')
        cls.qual2 = Qualification.objects.create(name='BSci')
        cls.qual3 = Qualification.objects.create(name='MA')
        cls.qual4 = Qualification.objects.create(name='PhD')

        cls.teacher1 = Teacher.objects.create(name='Mr Cleese')
        cls.teacher2 = Teacher.objects.create(name='Mr Idle')
        cls.teacher3 = Teacher.objects.create(name='Mr Chapman')
        cls.teacher1.qualifications.add(cls.qual1, cls.qual2, cls.qual3, cls.qual4)
        cls.teacher2.qualifications.add(cls.qual1)
        cls.teacher3.qualifications.add(cls.qual2)

        cls.dept1 = Department.objects.create(name='English')
        cls.dept2 = Department.objects.create(name='Physics')
        cls.dept1.teachers.add(cls.teacher1, cls.teacher2)
        cls.dept2.teachers.add(cls.teacher1, cls.teacher3)

    def test_m2m_then_m2m(self):
        with self.assertNumQueries(3):
            # When we prefetch the teachers, and force the query, we don't want
            # the default manager on teachers to immediately get all the related
            # qualifications, since this will do one query per teacher.
            qs = Department.objects.prefetch_related('teachers')
            depts = "".join("%s department: %s\n" %
                            (dept.name, ", ".join(str(t) for t in dept.teachers.all()))
                            for dept in qs)

            self.assertEqual(depts,
                             "English department: Mr Cleese (BA, BSci, MA, PhD), Mr Idle (BA)\n"
                             "Physics department: Mr Cleese (BA, BSci, MA, PhD), Mr Chapman (BSci)\n")


class GenericRelationTests(TestCase):

    @classmethod
    def setUpTestData(cls):
        book1 = Book.objects.create(title="Winnie the Pooh")
        book2 = Book.objects.create(title="Do you like green eggs and spam?")
        book3 = Book.objects.create(title="Three Men In A Boat")

        reader1 = Reader.objects.create(name="me")
        reader2 = Reader.objects.create(name="you")
        reader3 = Reader.objects.create(name="someone")

        book1.read_by.add(reader1, reader2)
        book2.read_by.add(reader2)
        book3.read_by.add(reader3)

        cls.book1, cls.book2, cls.book3 = book1, book2, book3
        cls.reader1, cls.reader2, cls.reader3 = reader1, reader2, reader3

    def test_prefetch_GFK(self):
        TaggedItem.objects.create(tag="awesome", content_object=self.book1)
        TaggedItem.objects.create(tag="great", content_object=self.reader1)
        TaggedItem.objects.create(tag="outstanding", content_object=self.book2)
        TaggedItem.objects.create(tag="amazing", content_object=self.reader3)

        # 1 for TaggedItem table, 1 for Book table, 1 for Reader table
        with self.assertNumQueries(3):
            qs = TaggedItem.objects.prefetch_related('content_object')
            list(qs)

    def test_prefetch_GFK_nonint_pk(self):
        Comment.objects.create(comment="awesome", content_object=self.book1)

        # 1 for Comment table, 1 for Book table
        with self.assertNumQueries(2):
            qs = Comment.objects.prefetch_related('content_object')
            [c.content_object for c in qs]

    def test_prefetch_GFK_uuid_pk(self):
        article = Article.objects.create(name='Django')
        Comment.objects.create(comment='awesome', content_object_uuid=article)
        qs = Comment.objects.prefetch_related('content_object_uuid')
        self.assertEqual([c.content_object_uuid for c in qs], [article])

    def test_prefetch_GFK_fk_pk(self):
        book = Book.objects.create(title='Poems')
        book_with_year = BookWithYear.objects.create(book=book, published_year=2019)
        Comment.objects.create(comment='awesome', content_object=book_with_year)
        qs = Comment.objects.prefetch_related('content_object')
        self.assertEqual([c.content_object for c in qs], [book_with_year])

    def test_traverse_GFK(self):
        """
        A 'content_object' can be traversed with prefetch_related() and
        get to related objects on the other side (assuming it is suitably
        filtered)
        """
        TaggedItem.objects.create(tag="awesome", content_object=self.book1)
        TaggedItem.objects.create(tag="awesome", content_object=self.book2)
        TaggedItem.objects.create(tag="awesome", content_object=self.book3)
        TaggedItem.objects.create(tag="awesome", content_object=self.reader1)
        TaggedItem.objects.create(tag="awesome", content_object=self.reader2)

        ct = ContentType.objects.get_for_model(Book)

        # We get 3 queries - 1 for main query, 1 for content_objects since they
        # all use the same table, and 1 for the 'read_by' relation.
        with self.assertNumQueries(3):
            # If we limit to books, we know that they will have 'read_by'
            # attributes, so the following makes sense:
            qs = TaggedItem.objects.filter(content_type=ct, tag='awesome').prefetch_related('content_object__read_by')
            readers_of_awesome_books = {r.name for tag in qs
                                        for r in tag.content_object.read_by.all()}
            self.assertEqual(readers_of_awesome_books, {"me", "you", "someone"})

    def test_nullable_GFK(self):
        TaggedItem.objects.create(tag="awesome", content_object=self.book1,
                                  created_by=self.reader1)
        TaggedItem.objects.create(tag="great", content_object=self.book2)
        TaggedItem.objects.create(tag="rubbish", content_object=self.book3)

        with self.assertNumQueries(2):
            result = [t.created_by for t in TaggedItem.objects.prefetch_related('created_by')]

        self.assertEqual(result,
                         [t.created_by for t in TaggedItem.objects.all()])

    def test_generic_relation(self):
        bookmark = Bookmark.objects.create(url='http://www.djangoproject.com/')
        TaggedItem.objects.create(content_object=bookmark, tag='django')
        TaggedItem.objects.create(content_object=bookmark, tag='python')

        with self.assertNumQueries(2):
            tags = [t.tag for b in Bookmark.objects.prefetch_related('tags')
                    for t in b.tags.all()]
            self.assertEqual(sorted(tags), ["django", "python"])

    def test_charfield_GFK(self):
        b = Bookmark.objects.create(url='http://www.djangoproject.com/')
        TaggedItem.objects.create(content_object=b, tag='django')
        TaggedItem.objects.create(content_object=b, favorite=b, tag='python')

        with self.assertNumQueries(3):
            bookmark = Bookmark.objects.filter(pk=b.pk).prefetch_related('tags', 'favorite_tags')[0]
            self.assertEqual(sorted(i.tag for i in bookmark.tags.all()), ["django", "python"])
            self.assertEqual([i.tag for i in bookmark.favorite_tags.all()], ["python"])

    def test_custom_queryset(self):
        bookmark = Bookmark.objects.create(url='http://www.djangoproject.com/')
        django_tag = TaggedItem.objects.create(content_object=bookmark, tag='django')
        TaggedItem.objects.create(content_object=bookmark, tag='python')

        with self.assertNumQueries(2):
            bookmark = Bookmark.objects.prefetch_related(
                Prefetch('tags', TaggedItem.objects.filter(tag='django')),
            ).get()

        with self.assertNumQueries(0):
            self.assertEqual(list(bookmark.tags.all()), [django_tag])

        # The custom queryset filters should be applied to the queryset
        # instance returned by the manager.
        self.assertEqual(list(bookmark.tags.all()), list(bookmark.tags.all().all()))

    def test_deleted_GFK(self):
        TaggedItem.objects.create(tag='awesome', content_object=self.book1)
        TaggedItem.objects.create(tag='awesome', content_object=self.book2)
        ct = ContentType.objects.get_for_model(Book)

        book1_pk = self.book1.pk
        self.book1.delete()

        with self.assertNumQueries(2):
            qs = TaggedItem.objects.filter(tag='awesome').prefetch_related('content_object')
            result = [
                (tag.object_id, tag.content_type_id, tag.content_object) for tag in qs
            ]
            self.assertEqual(result, [
                (book1_pk, ct.pk, None),
                (self.book2.pk, ct.pk, self.book2),
            ])


class MultiTableInheritanceTest(TestCase):

    @classmethod
    def setUpTestData(cls):
        cls.book1 = BookWithYear.objects.create(title='Poems', published_year=2010)
        cls.book2 = BookWithYear.objects.create(title='More poems', published_year=2011)
        cls.author1 = AuthorWithAge.objects.create(name='Jane', first_book=cls.book1, age=50)
        cls.author2 = AuthorWithAge.objects.create(name='Tom', first_book=cls.book1, age=49)
        cls.author3 = AuthorWithAge.objects.create(name='Robert', first_book=cls.book2, age=48)
        cls.author_address = AuthorAddress.objects.create(author=cls.author1, address='SomeStreet 1')
        cls.book2.aged_authors.add(cls.author2, cls.author3)
        cls.br1 = BookReview.objects.create(book=cls.book1, notes='review book1')
        cls.br2 = BookReview.objects.create(book=cls.book2, notes='review book2')

    def test_foreignkey(self):
        with self.assertNumQueries(2):
            qs = AuthorWithAge.objects.prefetch_related('addresses')
            addresses = [[str(address) for address in obj.addresses.all()] for obj in qs]
        self.assertEqual(addresses, [[str(self.author_address)], [], []])

    def test_foreignkey_to_inherited(self):
        with self.assertNumQueries(2):
            qs = BookReview.objects.prefetch_related('book')
            titles = [obj.book.title for obj in qs]
        self.assertEqual(titles, ["Poems", "More poems"])

    def test_m2m_to_inheriting_model(self):
        qs = AuthorWithAge.objects.prefetch_related('books_with_year')
        with self.assertNumQueries(2):
            lst = [[str(book) for book in author.books_with_year.all()] for author in qs]
        qs = AuthorWithAge.objects.all()
        lst2 = [[str(book) for book in author.books_with_year.all()] for author in qs]
        self.assertEqual(lst, lst2)

        qs = BookWithYear.objects.prefetch_related('aged_authors')
        with self.assertNumQueries(2):
            lst = [[str(author) for author in book.aged_authors.all()] for book in qs]
        qs = BookWithYear.objects.all()
        lst2 = [[str(author) for author in book.aged_authors.all()] for book in qs]
        self.assertEqual(lst, lst2)

    def test_parent_link_prefetch(self):
        with self.assertNumQueries(2):
            [a.author for a in AuthorWithAge.objects.prefetch_related('author')]

    @override_settings(DEBUG=True)
    def test_child_link_prefetch(self):
        with self.assertNumQueries(2):
            authors = [a.authorwithage for a in Author.objects.prefetch_related('authorwithage')]

        # Regression for #18090: the prefetching query must include an IN clause.
        # Note that on Oracle the table name is upper case in the generated SQL,
        # thus the .lower() call.
        self.assertIn('authorwithage', connection.queries[-1]['sql'].lower())
        self.assertIn(' IN ', connection.queries[-1]['sql'])

        self.assertEqual(authors, [a.authorwithage for a in Author.objects.all()])


class ForeignKeyToFieldTest(TestCase):

    @classmethod
    def setUpTestData(cls):
        cls.book = Book.objects.create(title='Poems')
        cls.author1 = Author.objects.create(name='Jane', first_book=cls.book)
        cls.author2 = Author.objects.create(name='Tom', first_book=cls.book)
        cls.author3 = Author.objects.create(name='Robert', first_book=cls.book)
        cls.author_address = AuthorAddress.objects.create(author=cls.author1, address='SomeStreet 1')
        FavoriteAuthors.objects.create(author=cls.author1, likes_author=cls.author2)
        FavoriteAuthors.objects.create(author=cls.author2, likes_author=cls.author3)
        FavoriteAuthors.objects.create(author=cls.author3, likes_author=cls.author1)

    def test_foreignkey(self):
        with self.assertNumQueries(2):
            qs = Author.objects.prefetch_related('addresses')
            addresses = [[str(address) for address in obj.addresses.all()]
                         for obj in qs]
        self.assertEqual(addresses, [[str(self.author_address)], [], []])

    def test_m2m(self):
        with self.assertNumQueries(3):
            qs = Author.objects.all().prefetch_related('favorite_authors', 'favors_me')
            favorites = [(
                [str(i_like) for i_like in author.favorite_authors.all()],
                [str(likes_me) for likes_me in author.favors_me.all()]
            ) for author in qs]
            self.assertEqual(
                favorites,
                [
                    ([str(self.author2)], [str(self.author3)]),
                    ([str(self.author3)], [str(self.author1)]),
                    ([str(self.author1)], [str(self.author2)])
                ]
            )

    def test_m2m_manager_reused(self):
        author = Author.objects.prefetch_related(
            'favorite_authors',
            'favors_me',
        ).first()
        self.assertIs(author.favorite_authors, author.favorite_authors)
        self.assertIs(author.favors_me, author.favors_me)


class LookupOrderingTest(TestCase):
    """
    Test cases that demonstrate that ordering of lookups is important, and
    ensure it is preserved.
    """

    @classmethod
    def setUpTestData(cls):
        person1 = Person.objects.create(name='Joe')
        person2 = Person.objects.create(name='Mary')

        # Set main_room for each house before creating the next one for
        # databases where supports_nullable_unique_constraints is False.
        house1 = House.objects.create(address='123 Main St')
        room1_1 = Room.objects.create(name='Dining room', house=house1)
        Room.objects.create(name='Lounge', house=house1)
        Room.objects.create(name='Kitchen', house=house1)
        house1.main_room = room1_1
        house1.save()
        person1.houses.add(house1)

        house2 = House.objects.create(address='45 Side St')
        room2_1 = Room.objects.create(name='Dining room', house=house2)
        Room.objects.create(name='Lounge', house=house2)
        house2.main_room = room2_1
        house2.save()
        person1.houses.add(house2)

        house3 = House.objects.create(address='6 Downing St')
        room3_1 = Room.objects.create(name='Dining room', house=house3)
        Room.objects.create(name='Lounge', house=house3)
        Room.objects.create(name='Kitchen', house=house3)
        house3.main_room = room3_1
        house3.save()
        person2.houses.add(house3)

        house4 = House.objects.create(address='7 Regents St')
        room4_1 = Room.objects.create(name='Dining room', house=house4)
        Room.objects.create(name='Lounge', house=house4)
        house4.main_room = room4_1
        house4.save()
        person2.houses.add(house4)

    def test_order(self):
        with self.assertNumQueries(4):
            # The following two queries must be done in the same order as written,
            # otherwise 'primary_house' will cause non-prefetched lookups
            qs = Person.objects.prefetch_related('houses__rooms',
                                                 'primary_house__occupants')
            [list(p.primary_house.occupants.all()) for p in qs]


class NullableTest(TestCase):

    @classmethod
    def setUpTestData(cls):
        boss = Employee.objects.create(name="Peter")
        Employee.objects.create(name="Joe", boss=boss)
        Employee.objects.create(name="Angela", boss=boss)

    def test_traverse_nullable(self):
        # Because we use select_related() for 'boss', it doesn't need to be
        # prefetched, but we can still traverse it although it contains some nulls
        with self.assertNumQueries(2):
            qs = Employee.objects.select_related('boss').prefetch_related('boss__serfs')
            co_serfs = [list(e.boss.serfs.all()) if e.boss is not None else []
                        for e in qs]

        qs2 = Employee.objects.select_related('boss')
        co_serfs2 = [list(e.boss.serfs.all()) if e.boss is not None else [] for e in qs2]

        self.assertEqual(co_serfs, co_serfs2)

    def test_prefetch_nullable(self):
        # One for main employee, one for boss, one for serfs
        with self.assertNumQueries(3):
            qs = Employee.objects.prefetch_related('boss__serfs')
            co_serfs = [list(e.boss.serfs.all()) if e.boss is not None else []
                        for e in qs]

        qs2 = Employee.objects.all()
        co_serfs2 = [list(e.boss.serfs.all()) if e.boss is not None else [] for e in qs2]

        self.assertEqual(co_serfs, co_serfs2)

    def test_in_bulk(self):
        """
        In-bulk does correctly prefetch objects by not using .iterator()
        directly.
        """
        boss1 = Employee.objects.create(name="Peter")
        boss2 = Employee.objects.create(name="Jack")
        with self.assertNumQueries(2):
            # Prefetch is done and it does not cause any errors.
            bulk = Employee.objects.prefetch_related('serfs').in_bulk([boss1.pk, boss2.pk])
            for b in bulk.values():
                list(b.serfs.all())


class MultiDbTests(TestCase):
    databases = {'default', 'other'}

    def test_using_is_honored_m2m(self):
        B = Book.objects.using('other')
        A = Author.objects.using('other')
        book1 = B.create(title="Poems")
        book2 = B.create(title="Jane Eyre")
        book3 = B.create(title="Wuthering Heights")
        book4 = B.create(title="Sense and Sensibility")

        author1 = A.create(name="Charlotte", first_book=book1)
        author2 = A.create(name="Anne", first_book=book1)
        author3 = A.create(name="Emily", first_book=book1)
        author4 = A.create(name="Jane", first_book=book4)

        book1.authors.add(author1, author2, author3)
        book2.authors.add(author1)
        book3.authors.add(author3)
        book4.authors.add(author4)

        # Forward
        qs1 = B.prefetch_related('authors')
        with self.assertNumQueries(2, using='other'):
            books = "".join("%s (%s)\n" %
                            (book.title, ", ".join(a.name for a in book.authors.all()))
                            for book in qs1)
        self.assertEqual(books,
                         "Poems (Charlotte, Anne, Emily)\n"
                         "Jane Eyre (Charlotte)\n"
                         "Wuthering Heights (Emily)\n"
                         "Sense and Sensibility (Jane)\n")

        # Reverse
        qs2 = A.prefetch_related('books')
        with self.assertNumQueries(2, using='other'):
            authors = "".join("%s: %s\n" %
                              (author.name, ", ".join(b.title for b in author.books.all()))
                              for author in qs2)
        self.assertEqual(authors,
                         "Charlotte: Poems, Jane Eyre\n"
                         "Anne: Poems\n"
                         "Emily: Poems, Wuthering Heights\n"
                         "Jane: Sense and Sensibility\n")

    def test_using_is_honored_fkey(self):
        B = Book.objects.using('other')
        A = Author.objects.using('other')
        book1 = B.create(title="Poems")
        book2 = B.create(title="Sense and Sensibility")

        A.create(name="Charlotte Bronte", first_book=book1)
        A.create(name="Jane Austen", first_book=book2)

        # Forward
        with self.assertNumQueries(2, using='other'):
            books = ", ".join(a.first_book.title for a in A.prefetch_related('first_book'))
        self.assertEqual("Poems, Sense and Sensibility", books)

        # Reverse
        with self.assertNumQueries(2, using='other'):
            books = "".join("%s (%s)\n" %
                            (b.title, ", ".join(a.name for a in b.first_time_authors.all()))
                            for b in B.prefetch_related('first_time_authors'))
        self.assertEqual(books,
                         "Poems (Charlotte Bronte)\n"
                         "Sense and Sensibility (Jane Austen)\n")

    def test_using_is_honored_inheritance(self):
        B = BookWithYear.objects.using('other')
        A = AuthorWithAge.objects.using('other')
        book1 = B.create(title="Poems", published_year=2010)
        B.create(title="More poems", published_year=2011)
        A.create(name='Jane', first_book=book1, age=50)
        A.create(name='Tom', first_book=book1, age=49)

        # parent link
        with self.assertNumQueries(2, using='other'):
            authors = ", ".join(a.author.name for a in A.prefetch_related('author'))

        self.assertEqual(authors, "Jane, Tom")

        # child link
        with self.assertNumQueries(2, using='other'):
            ages = ", ".join(str(a.authorwithage.age) for a in A.prefetch_related('authorwithage'))

        self.assertEqual(ages, "50, 49")

    def test_using_is_honored_custom_qs(self):
        B = Book.objects.using('other')
        A = Author.objects.using('other')
        book1 = B.create(title="Poems")
        book2 = B.create(title="Sense and Sensibility")

        A.create(name="Charlotte Bronte", first_book=book1)
        A.create(name="Jane Austen", first_book=book2)

        # Implicit hinting
        with self.assertNumQueries(2, using='other'):
            prefetch = Prefetch('first_time_authors', queryset=Author.objects.all())
            books = "".join("%s (%s)\n" %
                            (b.title, ", ".join(a.name for a in b.first_time_authors.all()))
                            for b in B.prefetch_related(prefetch))
        self.assertEqual(books,
                         "Poems (Charlotte Bronte)\n"
                         "Sense and Sensibility (Jane Austen)\n")

        # Explicit using on the same db.
        with self.assertNumQueries(2, using='other'):
            prefetch = Prefetch('first_time_authors', queryset=Author.objects.using('other'))
            books = "".join("%s (%s)\n" %
                            (b.title, ", ".join(a.name for a in b.first_time_authors.all()))
                            for b in B.prefetch_related(prefetch))
        self.assertEqual(books,
                         "Poems (Charlotte Bronte)\n"
                         "Sense and Sensibility (Jane Austen)\n")

        # Explicit using on a different db.
        with self.assertNumQueries(1, using='default'), self.assertNumQueries(1, using='other'):
            prefetch = Prefetch('first_time_authors', queryset=Author.objects.using('default'))
            books = "".join("%s (%s)\n" %
                            (b.title, ", ".join(a.name for a in b.first_time_authors.all()))
                            for b in B.prefetch_related(prefetch))
        self.assertEqual(books,
                         "Poems ()\n"
                         "Sense and Sensibility ()\n")


class Ticket19607Tests(TestCase):
    @classmethod
    def setUpTestData(cls):
        LessonEntry.objects.bulk_create(
            LessonEntry(id=id_, name1=name1, name2=name2)
            for id_, name1, name2 in [
                (1, 'einfach', 'simple'),
                (2, 'schwierig', 'difficult'),
            ]
        )
        WordEntry.objects.bulk_create(
            WordEntry(id=id_, lesson_entry_id=lesson_entry_id, name=name)
            for id_, lesson_entry_id, name in [
                (1, 1, 'einfach'),
                (2, 1, 'simple'),
                (3, 2, 'schwierig'),
                (4, 2, 'difficult'),
            ]
        )

    def test_bug(self):
        list(WordEntry.objects.prefetch_related('lesson_entry', 'lesson_entry__wordentry_set'))


class Ticket21410Tests(TestCase):
    @classmethod
    def setUpTestData(cls):
        book1 = Book.objects.create(title='Poems')
        book2 = Book.objects.create(title='Jane Eyre')
        book3 = Book.objects.create(title='Wuthering Heights')
        book4 = Book.objects.create(title='Sense and Sensibility')

        author1 = Author2.objects.create(name='Charlotte', first_book=book1)
        author2 = Author2.objects.create(name='Anne', first_book=book1)
        author3 = Author2.objects.create(name='Emily', first_book=book1)
        author4 = Author2.objects.create(name='Jane', first_book=book4)

        author1.favorite_books.add(book1, book2, book3)
        author2.favorite_books.add(book1)
        author3.favorite_books.add(book2)
        author4.favorite_books.add(book3)

    def test_bug(self):
        list(Author2.objects.prefetch_related('first_book', 'favorite_books'))


class Ticket21760Tests(TestCase):

    @classmethod
    def setUpTestData(cls):
        cls.rooms = []
        for _ in range(3):
            house = House.objects.create()
            for _ in range(3):
                cls.rooms.append(Room.objects.create(house=house))
            # Set main_room for each house before creating the next one for
            # databases where supports_nullable_unique_constraints is False.
            house.main_room = cls.rooms[-3]
            house.save()

    def test_bug(self):
        prefetcher = get_prefetcher(self.rooms[0], 'house', 'house')[0]
        queryset = prefetcher.get_prefetch_queryset(list(Room.objects.all()))[0]
        self.assertNotIn(' JOIN ', str(queryset.query))


class DirectPrefetchedObjectCacheReuseTests(TestCase):
    """
    prefetch_related() reuses objects fetched in _prefetched_objects_cache.

    When objects are prefetched and not stored as an instance attribute (often
    intermediary relationships), they are saved to the
    _prefetched_objects_cache attribute. prefetch_related() takes
    _prefetched_objects_cache into account when determining whether an object
    has been fetched[1] and retrieves results from it when it is populated [2].

    [1]: #25546 (duplicate queries on nested Prefetch)
    [2]: #27554 (queryset evaluation fails with a mix of nested and flattened
        prefetches)
    """

    @classmethod
    def setUpTestData(cls):
        cls.book1, cls.book2 = [
            Book.objects.create(title='book1'),
            Book.objects.create(title='book2'),
        ]
        cls.author11, cls.author12, cls.author21 = [
            Author.objects.create(first_book=cls.book1, name='Author11'),
            Author.objects.create(first_book=cls.book1, name='Author12'),
            Author.objects.create(first_book=cls.book2, name='Author21'),
        ]
        cls.author1_address1, cls.author1_address2, cls.author2_address1 = [
            AuthorAddress.objects.create(author=cls.author11, address='Happy place'),
            AuthorAddress.objects.create(author=cls.author12, address='Haunted house'),
            AuthorAddress.objects.create(author=cls.author21, address='Happy place'),
        ]
        cls.bookwithyear1 = BookWithYear.objects.create(title='Poems', published_year=2010)
        cls.bookreview1 = BookReview.objects.create(book=cls.bookwithyear1)

    def test_detect_is_fetched(self):
        """
        Nested prefetch_related() shouldn't trigger duplicate queries for the same
        lookup.
        """
        with self.assertNumQueries(3):
            books = Book.objects.filter(
                title__in=['book1', 'book2'],
            ).prefetch_related(
                Prefetch(
                    'first_time_authors',
                    Author.objects.prefetch_related(
                        Prefetch(
                            'addresses',
                            AuthorAddress.objects.filter(address='Happy place'),
                        )
                    ),
                ),
            )
            book1, book2 = list(books)

        with self.assertNumQueries(0):
            self.assertSequenceEqual(book1.first_time_authors.all(), [self.author11, self.author12])
            self.assertSequenceEqual(book2.first_time_authors.all(), [self.author21])

            self.assertSequenceEqual(book1.first_time_authors.all()[0].addresses.all(), [self.author1_address1])
            self.assertSequenceEqual(book1.first_time_authors.all()[1].addresses.all(), [])
            self.assertSequenceEqual(book2.first_time_authors.all()[0].addresses.all(), [self.author2_address1])

        self.assertEqual(
            list(book1.first_time_authors.all()), list(book1.first_time_authors.all().all())
        )
        self.assertEqual(
            list(book2.first_time_authors.all()), list(book2.first_time_authors.all().all())
        )
        self.assertEqual(
            list(book1.first_time_authors.all()[0].addresses.all()),
            list(book1.first_time_authors.all()[0].addresses.all().all())
        )
        self.assertEqual(
            list(book1.first_time_authors.all()[1].addresses.all()),
            list(book1.first_time_authors.all()[1].addresses.all().all())
        )
        self.assertEqual(
            list(book2.first_time_authors.all()[0].addresses.all()),
            list(book2.first_time_authors.all()[0].addresses.all().all())
        )

    def test_detect_is_fetched_with_to_attr(self):
        with self.assertNumQueries(3):
            books = Book.objects.filter(
                title__in=['book1', 'book2'],
            ).prefetch_related(
                Prefetch(
                    'first_time_authors',
                    Author.objects.prefetch_related(
                        Prefetch(
                            'addresses',
                            AuthorAddress.objects.filter(address='Happy place'),
                            to_attr='happy_place',
                        )
                    ),
                    to_attr='first_authors',
                ),
            )
            book1, book2 = list(books)

        with self.assertNumQueries(0):
            self.assertEqual(book1.first_authors, [self.author11, self.author12])
            self.assertEqual(book2.first_authors, [self.author21])

            self.assertEqual(book1.first_authors[0].happy_place, [self.author1_address1])
            self.assertEqual(book1.first_authors[1].happy_place, [])
            self.assertEqual(book2.first_authors[0].happy_place, [self.author2_address1])

    def test_prefetch_reverse_foreign_key(self):
        with self.assertNumQueries(2):
            bookwithyear1, = BookWithYear.objects.prefetch_related('bookreview_set')
        with self.assertNumQueries(0):
            self.assertCountEqual(bookwithyear1.bookreview_set.all(), [self.bookreview1])
        with self.assertNumQueries(0):
            prefetch_related_objects([bookwithyear1], 'bookreview_set')

    def test_add_clears_prefetched_objects(self):
        bookwithyear = BookWithYear.objects.get(pk=self.bookwithyear1.pk)
        prefetch_related_objects([bookwithyear], 'bookreview_set')
        self.assertCountEqual(bookwithyear.bookreview_set.all(), [self.bookreview1])
        new_review = BookReview.objects.create()
        bookwithyear.bookreview_set.add(new_review)
        self.assertCountEqual(bookwithyear.bookreview_set.all(), [self.bookreview1, new_review])

    def test_remove_clears_prefetched_objects(self):
        bookwithyear = BookWithYear.objects.get(pk=self.bookwithyear1.pk)
        prefetch_related_objects([bookwithyear], 'bookreview_set')
        self.assertCountEqual(bookwithyear.bookreview_set.all(), [self.bookreview1])
        bookwithyear.bookreview_set.remove(self.bookreview1)
        self.assertCountEqual(bookwithyear.bookreview_set.all(), [])


class ReadPrefetchedObjectsCacheTests(TestCase):
    @classmethod
    def setUpTestData(cls):
        cls.book1 = Book.objects.create(title='Les confessions Volume I')
        cls.book2 = Book.objects.create(title='Candide')
        cls.author1 = AuthorWithAge.objects.create(name='Rousseau', first_book=cls.book1, age=70)
        cls.author2 = AuthorWithAge.objects.create(name='Voltaire', first_book=cls.book2, age=65)
        cls.book1.authors.add(cls.author1)
        cls.book2.authors.add(cls.author2)
        FavoriteAuthors.objects.create(author=cls.author1, likes_author=cls.author2)

    def test_retrieves_results_from_prefetched_objects_cache(self):
        """
        When intermediary results are prefetched without a destination
        attribute, they are saved in the RelatedManager's cache
        (_prefetched_objects_cache). prefetch_related() uses this cache
        (#27554).
        """
        authors = AuthorWithAge.objects.prefetch_related(
            Prefetch(
                'author',
                queryset=Author.objects.prefetch_related(
                    # Results are saved in the RelatedManager's cache
                    # (_prefetched_objects_cache) and do not replace the
                    # RelatedManager on Author instances (favorite_authors)
                    Prefetch('favorite_authors__first_book'),
                ),
            ),
        )
        with self.assertNumQueries(4):
            # AuthorWithAge -> Author -> FavoriteAuthors, Book
            self.assertSequenceEqual(authors, [self.author1, self.author2])


class NestedPrefetchTests(TestCase):
    @classmethod
    def setUpTestData(cls):
        house = House.objects.create(name='Big house', address='123 Main St')
        cls.room = Room.objects.create(name='Kitchen', house=house)

    def test_nested_prefetch_is_not_overwritten_by_related_object(self):
        """
        The prefetched relationship is used rather than populating the reverse
        relationship from the parent, when prefetching a set of child objects
        related to a set of parent objects and the child queryset itself
        specifies a prefetch back to the parent.
        """
        queryset = House.objects.only('name').prefetch_related(
            Prefetch('rooms', queryset=Room.objects.prefetch_related(
                Prefetch('house', queryset=House.objects.only('address')),
            )),
        )
        with self.assertNumQueries(3):
            house = queryset.first()

        self.assertIs(Room.house.is_cached(self.room), True)
        with self.assertNumQueries(0):
            house.rooms.first().house.address