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django/tests/aggregation/tests.py

1110 lines
44 KiB
Python

import datetime
import re
from decimal import Decimal
from django.core.exceptions import FieldError
from django.db import connection
from django.db.models import (
Avg, Count, DecimalField, DurationField, F, FloatField, Func, IntegerField,
Max, Min, Sum, Value,
)
from django.test import TestCase
from django.test.utils import Approximate, CaptureQueriesContext
from django.utils import timezone
from .models import Author, Book, Publisher, Store
class AggregateTestCase(TestCase):
@classmethod
def setUpTestData(cls):
cls.a1 = Author.objects.create(name='Adrian Holovaty', age=34)
cls.a2 = Author.objects.create(name='Jacob Kaplan-Moss', age=35)
cls.a3 = Author.objects.create(name='Brad Dayley', age=45)
cls.a4 = Author.objects.create(name='James Bennett', age=29)
cls.a5 = Author.objects.create(name='Jeffrey Forcier', age=37)
cls.a6 = Author.objects.create(name='Paul Bissex', age=29)
cls.a7 = Author.objects.create(name='Wesley J. Chun', age=25)
cls.a8 = Author.objects.create(name='Peter Norvig', age=57)
cls.a9 = Author.objects.create(name='Stuart Russell', age=46)
cls.a1.friends.add(cls.a2, cls.a4)
cls.a2.friends.add(cls.a1, cls.a7)
cls.a4.friends.add(cls.a1)
cls.a5.friends.add(cls.a6, cls.a7)
cls.a6.friends.add(cls.a5, cls.a7)
cls.a7.friends.add(cls.a2, cls.a5, cls.a6)
cls.a8.friends.add(cls.a9)
cls.a9.friends.add(cls.a8)
cls.p1 = Publisher.objects.create(name='Apress', num_awards=3, duration=datetime.timedelta(days=1))
cls.p2 = Publisher.objects.create(name='Sams', num_awards=1, duration=datetime.timedelta(days=2))
cls.p3 = Publisher.objects.create(name='Prentice Hall', num_awards=7)
cls.p4 = Publisher.objects.create(name='Morgan Kaufmann', num_awards=9)
cls.p5 = Publisher.objects.create(name="Jonno's House of Books", num_awards=0)
cls.b1 = Book.objects.create(
isbn='159059725', name='The Definitive Guide to Django: Web Development Done Right',
pages=447, rating=4.5, price=Decimal('30.00'), contact=cls.a1, publisher=cls.p1,
pubdate=datetime.date(2007, 12, 6)
)
cls.b2 = Book.objects.create(
isbn='067232959', name='Sams Teach Yourself Django in 24 Hours',
pages=528, rating=3.0, price=Decimal('23.09'), contact=cls.a3, publisher=cls.p2,
pubdate=datetime.date(2008, 3, 3)
)
cls.b3 = Book.objects.create(
isbn='159059996', name='Practical Django Projects',
pages=300, rating=4.0, price=Decimal('29.69'), contact=cls.a4, publisher=cls.p1,
pubdate=datetime.date(2008, 6, 23)
)
cls.b4 = Book.objects.create(
isbn='013235613', name='Python Web Development with Django',
pages=350, rating=4.0, price=Decimal('29.69'), contact=cls.a5, publisher=cls.p3,
pubdate=datetime.date(2008, 11, 3)
)
cls.b5 = Book.objects.create(
isbn='013790395', name='Artificial Intelligence: A Modern Approach',
pages=1132, rating=4.0, price=Decimal('82.80'), contact=cls.a8, publisher=cls.p3,
pubdate=datetime.date(1995, 1, 15)
)
cls.b6 = Book.objects.create(
isbn='155860191', name='Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp',
pages=946, rating=5.0, price=Decimal('75.00'), contact=cls.a8, publisher=cls.p4,
pubdate=datetime.date(1991, 10, 15)
)
cls.b1.authors.add(cls.a1, cls.a2)
cls.b2.authors.add(cls.a3)
cls.b3.authors.add(cls.a4)
cls.b4.authors.add(cls.a5, cls.a6, cls.a7)
cls.b5.authors.add(cls.a8, cls.a9)
cls.b6.authors.add(cls.a8)
s1 = Store.objects.create(
name='Amazon.com',
original_opening=datetime.datetime(1994, 4, 23, 9, 17, 42),
friday_night_closing=datetime.time(23, 59, 59)
)
s2 = Store.objects.create(
name='Books.com',
original_opening=datetime.datetime(2001, 3, 15, 11, 23, 37),
friday_night_closing=datetime.time(23, 59, 59)
)
s3 = Store.objects.create(
name="Mamma and Pappa's Books",
original_opening=datetime.datetime(1945, 4, 25, 16, 24, 14),
friday_night_closing=datetime.time(21, 30)
)
s1.books.add(cls.b1, cls.b2, cls.b3, cls.b4, cls.b5, cls.b6)
s2.books.add(cls.b1, cls.b3, cls.b5, cls.b6)
s3.books.add(cls.b3, cls.b4, cls.b6)
def test_empty_aggregate(self):
self.assertEqual(Author.objects.all().aggregate(), {})
def test_aggregate_in_order_by(self):
msg = (
'Using an aggregate in order_by() without also including it in '
'annotate() is not allowed: Avg(F(book__rating)'
)
with self.assertRaisesMessage(FieldError, msg):
Author.objects.values('age').order_by(Avg('book__rating'))
def test_single_aggregate(self):
vals = Author.objects.aggregate(Avg("age"))
self.assertEqual(vals, {"age__avg": Approximate(37.4, places=1)})
def test_multiple_aggregates(self):
vals = Author.objects.aggregate(Sum("age"), Avg("age"))
self.assertEqual(vals, {"age__sum": 337, "age__avg": Approximate(37.4, places=1)})
def test_filter_aggregate(self):
vals = Author.objects.filter(age__gt=29).aggregate(Sum("age"))
self.assertEqual(vals, {'age__sum': 254})
def test_related_aggregate(self):
vals = Author.objects.aggregate(Avg("friends__age"))
self.assertEqual(vals, {'friends__age__avg': Approximate(34.07, places=2)})
vals = Book.objects.filter(rating__lt=4.5).aggregate(Avg("authors__age"))
self.assertEqual(vals, {'authors__age__avg': Approximate(38.2857, places=2)})
vals = Author.objects.all().filter(name__contains="a").aggregate(Avg("book__rating"))
self.assertEqual(vals, {'book__rating__avg': 4.0})
vals = Book.objects.aggregate(Sum("publisher__num_awards"))
self.assertEqual(vals, {'publisher__num_awards__sum': 30})
vals = Publisher.objects.aggregate(Sum("book__price"))
self.assertEqual(vals, {'book__price__sum': Decimal('270.27')})
def test_aggregate_multi_join(self):
vals = Store.objects.aggregate(Max("books__authors__age"))
self.assertEqual(vals, {'books__authors__age__max': 57})
vals = Author.objects.aggregate(Min("book__publisher__num_awards"))
self.assertEqual(vals, {'book__publisher__num_awards__min': 1})
def test_aggregate_alias(self):
vals = Store.objects.filter(name="Amazon.com").aggregate(amazon_mean=Avg("books__rating"))
self.assertEqual(vals, {'amazon_mean': Approximate(4.08, places=2)})
def test_annotate_basic(self):
self.assertQuerysetEqual(
Book.objects.annotate().order_by('pk'), [
"The Definitive Guide to Django: Web Development Done Right",
"Sams Teach Yourself Django in 24 Hours",
"Practical Django Projects",
"Python Web Development with Django",
"Artificial Intelligence: A Modern Approach",
"Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp"
],
lambda b: b.name
)
books = Book.objects.annotate(mean_age=Avg("authors__age"))
b = books.get(pk=self.b1.pk)
self.assertEqual(
b.name,
'The Definitive Guide to Django: Web Development Done Right'
)
self.assertEqual(b.mean_age, 34.5)
def test_annotate_defer(self):
qs = Book.objects.annotate(
page_sum=Sum("pages")).defer('name').filter(pk=self.b1.pk)
rows = [
(self.b1.id, "159059725", 447, "The Definitive Guide to Django: Web Development Done Right")
]
self.assertQuerysetEqual(
qs.order_by('pk'), rows,
lambda r: (r.id, r.isbn, r.page_sum, r.name)
)
def test_annotate_defer_select_related(self):
qs = Book.objects.select_related('contact').annotate(
page_sum=Sum("pages")).defer('name').filter(pk=self.b1.pk)
rows = [
(self.b1.id, "159059725", 447, "Adrian Holovaty",
"The Definitive Guide to Django: Web Development Done Right")
]
self.assertQuerysetEqual(
qs.order_by('pk'), rows,
lambda r: (r.id, r.isbn, r.page_sum, r.contact.name, r.name)
)
def test_annotate_m2m(self):
books = Book.objects.filter(rating__lt=4.5).annotate(Avg("authors__age")).order_by("name")
self.assertQuerysetEqual(
books, [
('Artificial Intelligence: A Modern Approach', 51.5),
('Practical Django Projects', 29.0),
('Python Web Development with Django', Approximate(30.3, places=1)),
('Sams Teach Yourself Django in 24 Hours', 45.0)
],
lambda b: (b.name, b.authors__age__avg),
)
books = Book.objects.annotate(num_authors=Count("authors")).order_by("name")
self.assertQuerysetEqual(
books, [
('Artificial Intelligence: A Modern Approach', 2),
('Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp', 1),
('Practical Django Projects', 1),
('Python Web Development with Django', 3),
('Sams Teach Yourself Django in 24 Hours', 1),
('The Definitive Guide to Django: Web Development Done Right', 2)
],
lambda b: (b.name, b.num_authors)
)
def test_backwards_m2m_annotate(self):
authors = Author.objects.filter(name__contains="a").annotate(Avg("book__rating")).order_by("name")
self.assertQuerysetEqual(
authors, [
('Adrian Holovaty', 4.5),
('Brad Dayley', 3.0),
('Jacob Kaplan-Moss', 4.5),
('James Bennett', 4.0),
('Paul Bissex', 4.0),
('Stuart Russell', 4.0)
],
lambda a: (a.name, a.book__rating__avg)
)
authors = Author.objects.annotate(num_books=Count("book")).order_by("name")
self.assertQuerysetEqual(
authors, [
('Adrian Holovaty', 1),
('Brad Dayley', 1),
('Jacob Kaplan-Moss', 1),
('James Bennett', 1),
('Jeffrey Forcier', 1),
('Paul Bissex', 1),
('Peter Norvig', 2),
('Stuart Russell', 1),
('Wesley J. Chun', 1)
],
lambda a: (a.name, a.num_books)
)
def test_reverse_fkey_annotate(self):
books = Book.objects.annotate(Sum("publisher__num_awards")).order_by("name")
self.assertQuerysetEqual(
books, [
('Artificial Intelligence: A Modern Approach', 7),
('Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp', 9),
('Practical Django Projects', 3),
('Python Web Development with Django', 7),
('Sams Teach Yourself Django in 24 Hours', 1),
('The Definitive Guide to Django: Web Development Done Right', 3)
],
lambda b: (b.name, b.publisher__num_awards__sum)
)
publishers = Publisher.objects.annotate(Sum("book__price")).order_by("name")
self.assertQuerysetEqual(
publishers, [
('Apress', Decimal("59.69")),
("Jonno's House of Books", None),
('Morgan Kaufmann', Decimal("75.00")),
('Prentice Hall', Decimal("112.49")),
('Sams', Decimal("23.09"))
],
lambda p: (p.name, p.book__price__sum)
)
def test_annotate_values(self):
books = list(Book.objects.filter(pk=self.b1.pk).annotate(mean_age=Avg("authors__age")).values())
self.assertEqual(
books, [
{
"contact_id": self.a1.id,
"id": self.b1.id,
"isbn": "159059725",
"mean_age": 34.5,
"name": "The Definitive Guide to Django: Web Development Done Right",
"pages": 447,
"price": Approximate(Decimal("30")),
"pubdate": datetime.date(2007, 12, 6),
"publisher_id": self.p1.id,
"rating": 4.5,
}
]
)
books = (
Book.objects
.filter(pk=self.b1.pk)
.annotate(mean_age=Avg('authors__age'))
.values('pk', 'isbn', 'mean_age')
)
self.assertEqual(
list(books), [
{
"pk": self.b1.pk,
"isbn": "159059725",
"mean_age": 34.5,
}
]
)
books = Book.objects.filter(pk=self.b1.pk).annotate(mean_age=Avg("authors__age")).values("name")
self.assertEqual(
list(books),
[{'name': 'The Definitive Guide to Django: Web Development Done Right'}],
)
books = Book.objects.filter(pk=self.b1.pk).values().annotate(mean_age=Avg('authors__age'))
self.assertEqual(
list(books), [
{
"contact_id": self.a1.id,
"id": self.b1.id,
"isbn": "159059725",
"mean_age": 34.5,
"name": "The Definitive Guide to Django: Web Development Done Right",
"pages": 447,
"price": Approximate(Decimal("30")),
"pubdate": datetime.date(2007, 12, 6),
"publisher_id": self.p1.id,
"rating": 4.5,
}
]
)
books = (
Book.objects
.values("rating")
.annotate(n_authors=Count("authors__id"), mean_age=Avg("authors__age"))
.order_by("rating")
)
self.assertEqual(
list(books), [
{
"rating": 3.0,
"n_authors": 1,
"mean_age": 45.0,
},
{
"rating": 4.0,
"n_authors": 6,
"mean_age": Approximate(37.16, places=1)
},
{
"rating": 4.5,
"n_authors": 2,
"mean_age": 34.5,
},
{
"rating": 5.0,
"n_authors": 1,
"mean_age": 57.0,
}
]
)
authors = Author.objects.annotate(Avg("friends__age")).order_by("name")
self.assertQuerysetEqual(
authors, [
('Adrian Holovaty', 32.0),
('Brad Dayley', None),
('Jacob Kaplan-Moss', 29.5),
('James Bennett', 34.0),
('Jeffrey Forcier', 27.0),
('Paul Bissex', 31.0),
('Peter Norvig', 46.0),
('Stuart Russell', 57.0),
('Wesley J. Chun', Approximate(33.66, places=1))
],
lambda a: (a.name, a.friends__age__avg)
)
def test_count(self):
vals = Book.objects.aggregate(Count("rating"))
self.assertEqual(vals, {"rating__count": 6})
vals = Book.objects.aggregate(Count("rating", distinct=True))
self.assertEqual(vals, {"rating__count": 4})
def test_count_star(self):
with self.assertNumQueries(1) as ctx:
Book.objects.aggregate(n=Count("*"))
sql = ctx.captured_queries[0]['sql']
self.assertIn('SELECT COUNT(*) ', sql)
def test_non_grouped_annotation_not_in_group_by(self):
"""
An annotation not included in values() before an aggregate should be
excluded from the group by clause.
"""
qs = (
Book.objects.annotate(xprice=F('price')).filter(rating=4.0).values('rating')
.annotate(count=Count('publisher_id', distinct=True)).values('count', 'rating').order_by('count')
)
self.assertEqual(list(qs), [{'rating': 4.0, 'count': 2}])
def test_grouped_annotation_in_group_by(self):
"""
An annotation included in values() before an aggregate should be
included in the group by clause.
"""
qs = (
Book.objects.annotate(xprice=F('price')).filter(rating=4.0).values('rating', 'xprice')
.annotate(count=Count('publisher_id', distinct=True)).values('count', 'rating').order_by('count')
)
self.assertEqual(
list(qs), [
{'rating': 4.0, 'count': 1},
{'rating': 4.0, 'count': 2},
]
)
def test_fkey_aggregate(self):
explicit = list(Author.objects.annotate(Count('book__id')))
implicit = list(Author.objects.annotate(Count('book')))
self.assertEqual(explicit, implicit)
def test_annotate_ordering(self):
books = Book.objects.values('rating').annotate(oldest=Max('authors__age')).order_by('oldest', 'rating')
self.assertEqual(
list(books), [
{'rating': 4.5, 'oldest': 35},
{'rating': 3.0, 'oldest': 45},
{'rating': 4.0, 'oldest': 57},
{'rating': 5.0, 'oldest': 57},
]
)
books = Book.objects.values("rating").annotate(oldest=Max("authors__age")).order_by("-oldest", "-rating")
self.assertEqual(
list(books), [
{'rating': 5.0, 'oldest': 57},
{'rating': 4.0, 'oldest': 57},
{'rating': 3.0, 'oldest': 45},
{'rating': 4.5, 'oldest': 35},
]
)
def test_aggregate_annotation(self):
vals = Book.objects.annotate(num_authors=Count("authors__id")).aggregate(Avg("num_authors"))
self.assertEqual(vals, {"num_authors__avg": Approximate(1.66, places=1)})
def test_avg_duration_field(self):
# Explicit `output_field`.
self.assertEqual(
Publisher.objects.aggregate(Avg('duration', output_field=DurationField())),
{'duration__avg': datetime.timedelta(days=1, hours=12)}
)
# Implicit `output_field`.
self.assertEqual(
Publisher.objects.aggregate(Avg('duration')),
{'duration__avg': datetime.timedelta(days=1, hours=12)}
)
def test_sum_duration_field(self):
self.assertEqual(
Publisher.objects.aggregate(Sum('duration', output_field=DurationField())),
{'duration__sum': datetime.timedelta(days=3)}
)
def test_sum_distinct_aggregate(self):
"""
Sum on a distinct() QuerySet should aggregate only the distinct items.
"""
authors = Author.objects.filter(book__in=[self.b5, self.b6])
self.assertEqual(authors.count(), 3)
distinct_authors = authors.distinct()
self.assertEqual(distinct_authors.count(), 2)
# Selected author ages are 57 and 46
age_sum = distinct_authors.aggregate(Sum('age'))
self.assertEqual(age_sum['age__sum'], 103)
def test_filtering(self):
p = Publisher.objects.create(name='Expensive Publisher', num_awards=0)
Book.objects.create(
name='ExpensiveBook1',
pages=1,
isbn='111',
rating=3.5,
price=Decimal("1000"),
publisher=p,
contact_id=self.a1.id,
pubdate=datetime.date(2008, 12, 1)
)
Book.objects.create(
name='ExpensiveBook2',
pages=1,
isbn='222',
rating=4.0,
price=Decimal("1000"),
publisher=p,
contact_id=self.a1.id,
pubdate=datetime.date(2008, 12, 2)
)
Book.objects.create(
name='ExpensiveBook3',
pages=1,
isbn='333',
rating=4.5,
price=Decimal("35"),
publisher=p,
contact_id=self.a1.id,
pubdate=datetime.date(2008, 12, 3)
)
publishers = Publisher.objects.annotate(num_books=Count("book__id")).filter(num_books__gt=1).order_by("pk")
self.assertQuerysetEqual(
publishers,
['Apress', 'Prentice Hall', 'Expensive Publisher'],
lambda p: p.name,
)
publishers = Publisher.objects.filter(book__price__lt=Decimal("40.0")).order_by("pk")
self.assertQuerysetEqual(
publishers, [
"Apress",
"Apress",
"Sams",
"Prentice Hall",
"Expensive Publisher",
],
lambda p: p.name
)
publishers = (
Publisher.objects
.annotate(num_books=Count("book__id"))
.filter(num_books__gt=1, book__price__lt=Decimal("40.0"))
.order_by("pk")
)
self.assertQuerysetEqual(
publishers,
['Apress', 'Prentice Hall', 'Expensive Publisher'],
lambda p: p.name,
)
publishers = (
Publisher.objects
.filter(book__price__lt=Decimal("40.0"))
.annotate(num_books=Count("book__id"))
.filter(num_books__gt=1)
.order_by("pk")
)
self.assertQuerysetEqual(publishers, ['Apress'], lambda p: p.name)
publishers = Publisher.objects.annotate(num_books=Count("book")).filter(num_books__range=[1, 3]).order_by("pk")
self.assertQuerysetEqual(
publishers, [
"Apress",
"Sams",
"Prentice Hall",
"Morgan Kaufmann",
"Expensive Publisher",
],
lambda p: p.name
)
publishers = Publisher.objects.annotate(num_books=Count("book")).filter(num_books__range=[1, 2]).order_by("pk")
self.assertQuerysetEqual(
publishers,
['Apress', 'Sams', 'Prentice Hall', 'Morgan Kaufmann'],
lambda p: p.name
)
publishers = Publisher.objects.annotate(num_books=Count("book")).filter(num_books__in=[1, 3]).order_by("pk")
self.assertQuerysetEqual(
publishers,
['Sams', 'Morgan Kaufmann', 'Expensive Publisher'],
lambda p: p.name,
)
publishers = Publisher.objects.annotate(num_books=Count("book")).filter(num_books__isnull=True)
self.assertEqual(len(publishers), 0)
def test_annotation(self):
vals = Author.objects.filter(pk=self.a1.pk).aggregate(Count("friends__id"))
self.assertEqual(vals, {"friends__id__count": 2})
books = Book.objects.annotate(num_authors=Count("authors__name")).filter(num_authors__exact=2).order_by("pk")
self.assertQuerysetEqual(
books, [
"The Definitive Guide to Django: Web Development Done Right",
"Artificial Intelligence: A Modern Approach",
],
lambda b: b.name
)
authors = (
Author.objects
.annotate(num_friends=Count("friends__id", distinct=True))
.filter(num_friends=0)
.order_by("pk")
)
self.assertQuerysetEqual(authors, ['Brad Dayley'], lambda a: a.name)
publishers = Publisher.objects.annotate(num_books=Count("book__id")).filter(num_books__gt=1).order_by("pk")
self.assertQuerysetEqual(publishers, ['Apress', 'Prentice Hall'], lambda p: p.name)
publishers = (
Publisher.objects
.filter(book__price__lt=Decimal("40.0"))
.annotate(num_books=Count("book__id"))
.filter(num_books__gt=1)
)
self.assertQuerysetEqual(publishers, ['Apress'], lambda p: p.name)
books = (
Book.objects
.annotate(num_authors=Count("authors__id"))
.filter(authors__name__contains="Norvig", num_authors__gt=1)
)
self.assertQuerysetEqual(
books,
['Artificial Intelligence: A Modern Approach'],
lambda b: b.name
)
def test_more_aggregation(self):
a = Author.objects.get(name__contains='Norvig')
b = Book.objects.get(name__contains='Done Right')
b.authors.add(a)
b.save()
vals = (
Book.objects
.annotate(num_authors=Count("authors__id"))
.filter(authors__name__contains="Norvig", num_authors__gt=1)
.aggregate(Avg("rating"))
)
self.assertEqual(vals, {"rating__avg": 4.25})
def test_even_more_aggregate(self):
publishers = Publisher.objects.annotate(
earliest_book=Min("book__pubdate"),
).exclude(earliest_book=None).order_by("earliest_book").values(
'earliest_book',
'num_awards',
'id',
'name',
)
self.assertEqual(
list(publishers), [
{
'earliest_book': datetime.date(1991, 10, 15),
'num_awards': 9,
'id': self.p4.id,
'name': 'Morgan Kaufmann'
},
{
'earliest_book': datetime.date(1995, 1, 15),
'num_awards': 7,
'id': self.p3.id,
'name': 'Prentice Hall'
},
{
'earliest_book': datetime.date(2007, 12, 6),
'num_awards': 3,
'id': self.p1.id,
'name': 'Apress'
},
{
'earliest_book': datetime.date(2008, 3, 3),
'num_awards': 1,
'id': self.p2.id,
'name': 'Sams'
}
]
)
vals = Store.objects.aggregate(Max("friday_night_closing"), Min("original_opening"))
self.assertEqual(
vals,
{
"friday_night_closing__max": datetime.time(23, 59, 59),
"original_opening__min": datetime.datetime(1945, 4, 25, 16, 24, 14),
}
)
def test_annotate_values_list(self):
books = (
Book.objects
.filter(pk=self.b1.pk)
.annotate(mean_age=Avg("authors__age"))
.values_list("pk", "isbn", "mean_age")
)
self.assertEqual(list(books), [(self.b1.id, '159059725', 34.5)])
books = Book.objects.filter(pk=self.b1.pk).annotate(mean_age=Avg("authors__age")).values_list("isbn")
self.assertEqual(list(books), [('159059725',)])
books = Book.objects.filter(pk=self.b1.pk).annotate(mean_age=Avg("authors__age")).values_list("mean_age")
self.assertEqual(list(books), [(34.5,)])
books = (
Book.objects
.filter(pk=self.b1.pk)
.annotate(mean_age=Avg("authors__age"))
.values_list("mean_age", flat=True)
)
self.assertEqual(list(books), [34.5])
books = Book.objects.values_list("price").annotate(count=Count("price")).order_by("-count", "price")
self.assertEqual(
list(books), [
(Decimal("29.69"), 2),
(Decimal('23.09'), 1),
(Decimal('30'), 1),
(Decimal('75'), 1),
(Decimal('82.8'), 1),
]
)
def test_dates_with_aggregation(self):
"""
.dates() returns a distinct set of dates when applied to a
QuerySet with aggregation.
Refs #18056. Previously, .dates() would return distinct (date_kind,
aggregation) sets, in this case (year, num_authors), so 2008 would be
returned twice because there are books from 2008 with a different
number of authors.
"""
dates = Book.objects.annotate(num_authors=Count("authors")).dates('pubdate', 'year')
self.assertQuerysetEqual(
dates, [
"datetime.date(1991, 1, 1)",
"datetime.date(1995, 1, 1)",
"datetime.date(2007, 1, 1)",
"datetime.date(2008, 1, 1)"
]
)
def test_values_aggregation(self):
# Refs #20782
max_rating = Book.objects.values('rating').aggregate(max_rating=Max('rating'))
self.assertEqual(max_rating['max_rating'], 5)
max_books_per_rating = Book.objects.values('rating').annotate(
books_per_rating=Count('id')
).aggregate(Max('books_per_rating'))
self.assertEqual(
max_books_per_rating,
{'books_per_rating__max': 3})
def test_ticket17424(self):
"""
Doing exclude() on a foreign model after annotate() doesn't crash.
"""
all_books = list(Book.objects.values_list('pk', flat=True).order_by('pk'))
annotated_books = Book.objects.order_by('pk').annotate(one=Count("id"))
# The value doesn't matter, we just need any negative
# constraint on a related model that's a noop.
excluded_books = annotated_books.exclude(publisher__name="__UNLIKELY_VALUE__")
# Try to generate query tree
str(excluded_books.query)
self.assertQuerysetEqual(excluded_books, all_books, lambda x: x.pk)
# Check internal state
self.assertIsNone(annotated_books.query.alias_map["aggregation_book"].join_type)
self.assertIsNone(excluded_books.query.alias_map["aggregation_book"].join_type)
def test_ticket12886(self):
"""
Aggregation over sliced queryset works correctly.
"""
qs = Book.objects.all().order_by('-rating')[0:3]
vals = qs.aggregate(average_top3_rating=Avg('rating'))['average_top3_rating']
self.assertAlmostEqual(vals, 4.5, places=2)
def test_ticket11881(self):
"""
Subqueries do not needlessly contain ORDER BY, SELECT FOR UPDATE or
select_related() stuff.
"""
qs = Book.objects.all().select_for_update().order_by(
'pk').select_related('publisher').annotate(max_pk=Max('pk'))
with CaptureQueriesContext(connection) as captured_queries:
qs.aggregate(avg_pk=Avg('max_pk'))
self.assertEqual(len(captured_queries), 1)
qstr = captured_queries[0]['sql'].lower()
self.assertNotIn('for update', qstr)
forced_ordering = connection.ops.force_no_ordering()
if forced_ordering:
# If the backend needs to force an ordering we make sure it's
# the only "ORDER BY" clause present in the query.
self.assertEqual(
re.findall(r'order by (\w+)', qstr),
[', '.join(f[1][0] for f in forced_ordering).lower()]
)
else:
self.assertNotIn('order by', qstr)
self.assertEqual(qstr.count(' join '), 0)
def test_decimal_max_digits_has_no_effect(self):
Book.objects.all().delete()
a1 = Author.objects.first()
p1 = Publisher.objects.first()
thedate = timezone.now()
for i in range(10):
Book.objects.create(
isbn="abcde{}".format(i), name="none", pages=10, rating=4.0,
price=9999.98, contact=a1, publisher=p1, pubdate=thedate)
book = Book.objects.aggregate(price_sum=Sum('price'))
self.assertEqual(book['price_sum'], Decimal("99999.80"))
def test_nonaggregate_aggregation_throws(self):
with self.assertRaisesMessage(TypeError, 'fail is not an aggregate expression'):
Book.objects.aggregate(fail=F('price'))
def test_nonfield_annotation(self):
book = Book.objects.annotate(val=Max(Value(2, output_field=IntegerField()))).first()
self.assertEqual(book.val, 2)
book = Book.objects.annotate(val=Max(Value(2), output_field=IntegerField())).first()
self.assertEqual(book.val, 2)
book = Book.objects.annotate(val=Max(2, output_field=IntegerField())).first()
self.assertEqual(book.val, 2)
def test_missing_output_field_raises_error(self):
with self.assertRaisesMessage(FieldError, 'Cannot resolve expression type, unknown output_field'):
Book.objects.annotate(val=Max(2)).first()
def test_annotation_expressions(self):
authors = Author.objects.annotate(combined_ages=Sum(F('age') + F('friends__age'))).order_by('name')
authors2 = Author.objects.annotate(combined_ages=Sum('age') + Sum('friends__age')).order_by('name')
for qs in (authors, authors2):
self.assertQuerysetEqual(
qs, [
('Adrian Holovaty', 132),
('Brad Dayley', None),
('Jacob Kaplan-Moss', 129),
('James Bennett', 63),
('Jeffrey Forcier', 128),
('Paul Bissex', 120),
('Peter Norvig', 103),
('Stuart Russell', 103),
('Wesley J. Chun', 176)
],
lambda a: (a.name, a.combined_ages)
)
def test_aggregation_expressions(self):
a1 = Author.objects.aggregate(av_age=Sum('age') / Count('*'))
a2 = Author.objects.aggregate(av_age=Sum('age') / Count('age'))
a3 = Author.objects.aggregate(av_age=Avg('age'))
self.assertEqual(a1, {'av_age': 37})
self.assertEqual(a2, {'av_age': 37})
self.assertEqual(a3, {'av_age': Approximate(37.4, places=1)})
def test_avg_decimal_field(self):
v = Book.objects.filter(rating=4).aggregate(avg_price=(Avg('price')))['avg_price']
self.assertIsInstance(v, float)
self.assertEqual(v, Approximate(47.39, places=2))
def test_order_of_precedence(self):
p1 = Book.objects.filter(rating=4).aggregate(avg_price=(Avg('price') + 2) * 3)
self.assertEqual(p1, {'avg_price': Approximate(148.18, places=2)})
p2 = Book.objects.filter(rating=4).aggregate(avg_price=Avg('price') + 2 * 3)
self.assertEqual(p2, {'avg_price': Approximate(53.39, places=2)})
def test_combine_different_types(self):
msg = 'Expression contains mixed types. You must set output_field.'
qs = Book.objects.annotate(sums=Sum('rating') + Sum('pages') + Sum('price'))
with self.assertRaisesMessage(FieldError, msg):
qs.first()
with self.assertRaisesMessage(FieldError, msg):
qs.first()
b1 = Book.objects.annotate(sums=Sum(F('rating') + F('pages') + F('price'),
output_field=IntegerField())).get(pk=self.b4.pk)
self.assertEqual(b1.sums, 383)
b2 = Book.objects.annotate(sums=Sum(F('rating') + F('pages') + F('price'),
output_field=FloatField())).get(pk=self.b4.pk)
self.assertEqual(b2.sums, 383.69)
b3 = Book.objects.annotate(sums=Sum(F('rating') + F('pages') + F('price'),
output_field=DecimalField())).get(pk=self.b4.pk)
self.assertEqual(b3.sums, Approximate(Decimal("383.69"), places=2))
def test_complex_aggregations_require_kwarg(self):
with self.assertRaisesMessage(TypeError, 'Complex annotations require an alias'):
Author.objects.annotate(Sum(F('age') + F('friends__age')))
with self.assertRaisesMessage(TypeError, 'Complex aggregates require an alias'):
Author.objects.aggregate(Sum('age') / Count('age'))
with self.assertRaisesMessage(TypeError, 'Complex aggregates require an alias'):
Author.objects.aggregate(Sum(1))
def test_aggregate_over_complex_annotation(self):
qs = Author.objects.annotate(
combined_ages=Sum(F('age') + F('friends__age')))
age = qs.aggregate(max_combined_age=Max('combined_ages'))
self.assertEqual(age['max_combined_age'], 176)
age = qs.aggregate(max_combined_age_doubled=Max('combined_ages') * 2)
self.assertEqual(age['max_combined_age_doubled'], 176 * 2)
age = qs.aggregate(
max_combined_age_doubled=Max('combined_ages') + Max('combined_ages'))
self.assertEqual(age['max_combined_age_doubled'], 176 * 2)
age = qs.aggregate(
max_combined_age_doubled=Max('combined_ages') + Max('combined_ages'),
sum_combined_age=Sum('combined_ages'))
self.assertEqual(age['max_combined_age_doubled'], 176 * 2)
self.assertEqual(age['sum_combined_age'], 954)
age = qs.aggregate(
max_combined_age_doubled=Max('combined_ages') + Max('combined_ages'),
sum_combined_age_doubled=Sum('combined_ages') + Sum('combined_ages'))
self.assertEqual(age['max_combined_age_doubled'], 176 * 2)
self.assertEqual(age['sum_combined_age_doubled'], 954 * 2)
def test_values_annotation_with_expression(self):
# ensure the F() is promoted to the group by clause
qs = Author.objects.values('name').annotate(another_age=Sum('age') + F('age'))
a = qs.get(name="Adrian Holovaty")
self.assertEqual(a['another_age'], 68)
qs = qs.annotate(friend_count=Count('friends'))
a = qs.get(name="Adrian Holovaty")
self.assertEqual(a['friend_count'], 2)
qs = qs.annotate(combined_age=Sum('age') + F('friends__age')).filter(
name="Adrian Holovaty").order_by('-combined_age')
self.assertEqual(
list(qs), [
{
"name": 'Adrian Holovaty',
"another_age": 68,
"friend_count": 1,
"combined_age": 69
},
{
"name": 'Adrian Holovaty',
"another_age": 68,
"friend_count": 1,
"combined_age": 63
}
]
)
vals = qs.values('name', 'combined_age')
self.assertEqual(
list(vals), [
{'name': 'Adrian Holovaty', 'combined_age': 69},
{'name': 'Adrian Holovaty', 'combined_age': 63},
]
)
def test_annotate_values_aggregate(self):
alias_age = Author.objects.annotate(
age_alias=F('age')
).values(
'age_alias',
).aggregate(sum_age=Sum('age_alias'))
age = Author.objects.values('age').aggregate(sum_age=Sum('age'))
self.assertEqual(alias_age['sum_age'], age['sum_age'])
def test_annotate_over_annotate(self):
author = Author.objects.annotate(
age_alias=F('age')
).annotate(
sum_age=Sum('age_alias')
).get(name="Adrian Holovaty")
other_author = Author.objects.annotate(
sum_age=Sum('age')
).get(name="Adrian Holovaty")
self.assertEqual(author.sum_age, other_author.sum_age)
def test_annotated_aggregate_over_annotated_aggregate(self):
with self.assertRaisesMessage(FieldError, "Cannot compute Sum('id__max'): 'id__max' is an aggregate"):
Book.objects.annotate(Max('id')).annotate(Sum('id__max'))
class MyMax(Max):
def as_sql(self, compiler, connection):
self.set_source_expressions(self.get_source_expressions()[0:1])
return super().as_sql(compiler, connection)
with self.assertRaisesMessage(FieldError, "Cannot compute Max('id__max'): 'id__max' is an aggregate"):
Book.objects.annotate(Max('id')).annotate(my_max=MyMax('id__max', 'price'))
def test_multi_arg_aggregate(self):
class MyMax(Max):
output_field = DecimalField()
def as_sql(self, compiler, connection):
copy = self.copy()
copy.set_source_expressions(copy.get_source_expressions()[0:1])
return super(MyMax, copy).as_sql(compiler, connection)
with self.assertRaisesMessage(TypeError, 'Complex aggregates require an alias'):
Book.objects.aggregate(MyMax('pages', 'price'))
with self.assertRaisesMessage(TypeError, 'Complex annotations require an alias'):
Book.objects.annotate(MyMax('pages', 'price'))
Book.objects.aggregate(max_field=MyMax('pages', 'price'))
def test_add_implementation(self):
class MySum(Sum):
pass
# test completely changing how the output is rendered
def lower_case_function_override(self, compiler, connection):
sql, params = compiler.compile(self.source_expressions[0])
substitutions = {'function': self.function.lower(), 'expressions': sql}
substitutions.update(self.extra)
return self.template % substitutions, params
setattr(MySum, 'as_' + connection.vendor, lower_case_function_override)
qs = Book.objects.annotate(
sums=MySum(F('rating') + F('pages') + F('price'), output_field=IntegerField())
)
self.assertEqual(str(qs.query).count('sum('), 1)
b1 = qs.get(pk=self.b4.pk)
self.assertEqual(b1.sums, 383)
# test changing the dict and delegating
def lower_case_function_super(self, compiler, connection):
self.extra['function'] = self.function.lower()
return super(MySum, self).as_sql(compiler, connection)
setattr(MySum, 'as_' + connection.vendor, lower_case_function_super)
qs = Book.objects.annotate(
sums=MySum(F('rating') + F('pages') + F('price'), output_field=IntegerField())
)
self.assertEqual(str(qs.query).count('sum('), 1)
b1 = qs.get(pk=self.b4.pk)
self.assertEqual(b1.sums, 383)
# test overriding all parts of the template
def be_evil(self, compiler, connection):
substitutions = {'function': 'MAX', 'expressions': '2'}
substitutions.update(self.extra)
return self.template % substitutions, ()
setattr(MySum, 'as_' + connection.vendor, be_evil)
qs = Book.objects.annotate(
sums=MySum(F('rating') + F('pages') + F('price'), output_field=IntegerField())
)
self.assertEqual(str(qs.query).count('MAX('), 1)
b1 = qs.get(pk=self.b4.pk)
self.assertEqual(b1.sums, 2)
def test_complex_values_aggregation(self):
max_rating = Book.objects.values('rating').aggregate(
double_max_rating=Max('rating') + Max('rating'))
self.assertEqual(max_rating['double_max_rating'], 5 * 2)
max_books_per_rating = Book.objects.values('rating').annotate(
books_per_rating=Count('id') + 5
).aggregate(Max('books_per_rating'))
self.assertEqual(
max_books_per_rating,
{'books_per_rating__max': 3 + 5})
def test_expression_on_aggregation(self):
# Create a plain expression
class Greatest(Func):
function = 'GREATEST'
def as_sqlite(self, compiler, connection, **extra_context):
return super().as_sql(compiler, connection, function='MAX', **extra_context)
qs = Publisher.objects.annotate(
price_or_median=Greatest(Avg('book__rating'), Avg('book__price'))
).filter(price_or_median__gte=F('num_awards')).order_by('num_awards')
self.assertQuerysetEqual(
qs, [1, 3, 7, 9], lambda v: v.num_awards)
qs2 = Publisher.objects.annotate(
rating_or_num_awards=Greatest(Avg('book__rating'), F('num_awards'),
output_field=FloatField())
).filter(rating_or_num_awards__gt=F('num_awards')).order_by('num_awards')
self.assertQuerysetEqual(
qs2, [1, 3], lambda v: v.num_awards)
def test_arguments_must_be_expressions(self):
msg = 'QuerySet.aggregate() received non-expression(s): %s.'
with self.assertRaisesMessage(TypeError, msg % FloatField()):
Book.objects.aggregate(FloatField())
with self.assertRaisesMessage(TypeError, msg % True):
Book.objects.aggregate(is_book=True)
with self.assertRaisesMessage(TypeError, msg % ', '.join([str(FloatField()), 'True'])):
Book.objects.aggregate(FloatField(), Avg('price'), is_book=True)