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			588 lines
		
	
	
		
			21 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			588 lines
		
	
	
		
			21 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| from __future__ import absolute_import
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| 
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| import datetime
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| from decimal import Decimal
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| 
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| from django.db.models import Avg, Sum, Count, Max, Min
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| from django.test import TestCase, Approximate
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| 
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| from .models import Author, Publisher, Book, Store
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| 
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| 
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| class BaseAggregateTestCase(TestCase):
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|     fixtures = ["aggregation.json"]
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| 
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|     def test_empty_aggregate(self):
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|         self.assertEqual(Author.objects.all().aggregate(), {})
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| 
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|     def test_single_aggregate(self):
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|         vals = Author.objects.aggregate(Avg("age"))
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|         self.assertEqual(vals, {"age__avg": Approximate(37.4, places=1)})
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| 
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|     def test_multiple_aggregates(self):
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|         vals = Author.objects.aggregate(Sum("age"), Avg("age"))
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|         self.assertEqual(vals, {"age__sum": 337, "age__avg": Approximate(37.4, places=1)})
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| 
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|     def test_filter_aggregate(self):
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|         vals = Author.objects.filter(age__gt=29).aggregate(Sum("age"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["age__sum"], 254)
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| 
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|     def test_related_aggregate(self):
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|         vals = Author.objects.aggregate(Avg("friends__age"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertAlmostEqual(vals["friends__age__avg"], 34.07, places=2)
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| 
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|         vals = Book.objects.filter(rating__lt=4.5).aggregate(Avg("authors__age"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertAlmostEqual(vals["authors__age__avg"], 38.2857, places=2)
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| 
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|         vals = Author.objects.all().filter(name__contains="a").aggregate(Avg("book__rating"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["book__rating__avg"], 4.0)
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| 
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|         vals = Book.objects.aggregate(Sum("publisher__num_awards"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["publisher__num_awards__sum"], 30)
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| 
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|         vals = Publisher.objects.aggregate(Sum("book__price"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["book__price__sum"], Decimal("270.27"))
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| 
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|     def test_aggregate_multi_join(self):
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|         vals = Store.objects.aggregate(Max("books__authors__age"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["books__authors__age__max"], 57)
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| 
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|         vals = Author.objects.aggregate(Min("book__publisher__num_awards"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertEqual(vals["book__publisher__num_awards__min"], 1)
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| 
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|     def test_aggregate_alias(self):
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|         vals = Store.objects.filter(name="Amazon.com").aggregate(amazon_mean=Avg("books__rating"))
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|         self.assertEqual(len(vals), 1)
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|         self.assertAlmostEqual(vals["amazon_mean"], 4.08, places=2)
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| 
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|     def test_annotate_basic(self):
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|         self.assertQuerysetEqual(
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|             Book.objects.annotate().order_by('pk'), [
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|                 "The Definitive Guide to Django: Web Development Done Right",
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|                 "Sams Teach Yourself Django in 24 Hours",
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|                 "Practical Django Projects",
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|                 "Python Web Development with Django",
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|                 "Artificial Intelligence: A Modern Approach",
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|                 "Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp"
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|             ],
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|             lambda b: b.name
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|         )
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| 
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|         books = Book.objects.annotate(mean_age=Avg("authors__age"))
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|         b = books.get(pk=1)
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|         self.assertEqual(
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|             b.name,
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|             'The Definitive Guide to Django: Web Development Done Right'
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|         )
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|         self.assertEqual(b.mean_age, 34.5)
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| 
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|     def test_annotate_m2m(self):
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|         books = Book.objects.filter(rating__lt=4.5).annotate(Avg("authors__age")).order_by("name")
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|         self.assertQuerysetEqual(
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|             books, [
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|                 ('Artificial Intelligence: A Modern Approach', 51.5),
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|                 ('Practical Django Projects', 29.0),
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|                 ('Python Web Development with Django', Approximate(30.3, places=1)),
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|                 ('Sams Teach Yourself Django in 24 Hours', 45.0)
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|             ],
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|             lambda b: (b.name, b.authors__age__avg),
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|         )
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| 
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|         books = Book.objects.annotate(num_authors=Count("authors")).order_by("name")
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|         self.assertQuerysetEqual(
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|             books, [
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|                 ('Artificial Intelligence: A Modern Approach', 2),
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|                 ('Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp', 1),
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|                 ('Practical Django Projects', 1),
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|                 ('Python Web Development with Django', 3),
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|                 ('Sams Teach Yourself Django in 24 Hours', 1),
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|                 ('The Definitive Guide to Django: Web Development Done Right', 2)
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|             ],
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|             lambda b: (b.name, b.num_authors)
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|         )
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| 
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|     def test_backwards_m2m_annotate(self):
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|         authors = Author.objects.filter(name__contains="a").annotate(Avg("book__rating")).order_by("name")
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|         self.assertQuerysetEqual(
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|             authors, [
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|                 ('Adrian Holovaty', 4.5),
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|                 ('Brad Dayley', 3.0),
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|                 ('Jacob Kaplan-Moss', 4.5),
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|                 ('James Bennett', 4.0),
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|                 ('Paul Bissex', 4.0),
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|                 ('Stuart Russell', 4.0)
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|             ],
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|             lambda a: (a.name, a.book__rating__avg)
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|         )
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| 
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|         authors = Author.objects.annotate(num_books=Count("book")).order_by("name")
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|         self.assertQuerysetEqual(
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|             authors, [
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|                 ('Adrian Holovaty', 1),
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|                 ('Brad Dayley', 1),
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|                 ('Jacob Kaplan-Moss', 1),
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|                 ('James Bennett', 1),
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|                 ('Jeffrey Forcier', 1),
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|                 ('Paul Bissex', 1),
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|                 ('Peter Norvig', 2),
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|                 ('Stuart Russell', 1),
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|                 ('Wesley J. Chun', 1)
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|             ],
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|             lambda a: (a.name, a.num_books)
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|         )
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| 
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|     def test_reverse_fkey_annotate(self):
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|         books = Book.objects.annotate(Sum("publisher__num_awards")).order_by("name")
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|         self.assertQuerysetEqual(
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|             books, [
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|                 ('Artificial Intelligence: A Modern Approach', 7),
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|                 ('Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp', 9),
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|                 ('Practical Django Projects', 3),
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|                 ('Python Web Development with Django', 7),
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|                 ('Sams Teach Yourself Django in 24 Hours', 1),
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|                 ('The Definitive Guide to Django: Web Development Done Right', 3)
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|             ],
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|             lambda b: (b.name, b.publisher__num_awards__sum)
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|         )
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| 
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|         publishers = Publisher.objects.annotate(Sum("book__price")).order_by("name")
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|         self.assertQuerysetEqual(
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|             publishers, [
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|                 ('Apress', Decimal("59.69")),
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|                 ("Jonno's House of Books", None),
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|                 ('Morgan Kaufmann', Decimal("75.00")),
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|                 ('Prentice Hall', Decimal("112.49")),
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|                 ('Sams', Decimal("23.09"))
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|             ],
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|             lambda p: (p.name, p.book__price__sum)
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|         )
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| 
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|     def test_annotate_values(self):
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|         books = list(Book.objects.filter(pk=1).annotate(mean_age=Avg("authors__age")).values())
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|         self.assertEqual(
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|             books, [
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|                 {
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|                     "contact_id": 1,
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|                     "id": 1,
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|                     "isbn": "159059725",
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|                     "mean_age": 34.5,
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|                     "name": "The Definitive Guide to Django: Web Development Done Right",
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|                     "pages": 447,
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|                     "price": Approximate(Decimal("30")),
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|                     "pubdate": datetime.date(2007, 12, 6),
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|                     "publisher_id": 1,
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|                     "rating": 4.5,
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|                 }
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|             ]
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|         )
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| 
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|         books = Book.objects.filter(pk=1).annotate(mean_age=Avg('authors__age')).values('pk', 'isbn', 'mean_age')
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "pk": 1,
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|                     "isbn": "159059725",
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|                     "mean_age": 34.5,
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|                 }
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|             ]
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|         )
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| 
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|         books = Book.objects.filter(pk=1).annotate(mean_age=Avg("authors__age")).values("name")
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "name": "The Definitive Guide to Django: Web Development Done Right"
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|                 }
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|             ]
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|         )
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| 
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|         books = Book.objects.filter(pk=1).values().annotate(mean_age=Avg('authors__age'))
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "contact_id": 1,
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|                     "id": 1,
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|                     "isbn": "159059725",
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|                     "mean_age": 34.5,
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|                     "name": "The Definitive Guide to Django: Web Development Done Right",
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|                     "pages": 447,
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|                     "price": Approximate(Decimal("30")),
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|                     "pubdate": datetime.date(2007, 12, 6),
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|                     "publisher_id": 1,
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|                     "rating": 4.5,
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|                 }
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|             ]
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|         )
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| 
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|         books = Book.objects.values("rating").annotate(n_authors=Count("authors__id"), mean_age=Avg("authors__age")).order_by("rating")
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "rating": 3.0,
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|                     "n_authors": 1,
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|                     "mean_age": 45.0,
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|                 },
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|                 {
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|                     "rating": 4.0,
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|                     "n_authors": 6,
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|                     "mean_age": Approximate(37.16, places=1)
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|                 },
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|                 {
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|                     "rating": 4.5,
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|                     "n_authors": 2,
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|                     "mean_age": 34.5,
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|                 },
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|                 {
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|                     "rating": 5.0,
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|                     "n_authors": 1,
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|                     "mean_age": 57.0,
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|                 }
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|             ]
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|         )
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| 
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|         authors = Author.objects.annotate(Avg("friends__age")).order_by("name")
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|         self.assertEqual(len(authors), 9)
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|         self.assertQuerysetEqual(
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|             authors, [
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|                 ('Adrian Holovaty', 32.0),
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|                 ('Brad Dayley', None),
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|                 ('Jacob Kaplan-Moss', 29.5),
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|                 ('James Bennett', 34.0),
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|                 ('Jeffrey Forcier', 27.0),
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|                 ('Paul Bissex', 31.0),
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|                 ('Peter Norvig', 46.0),
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|                 ('Stuart Russell', 57.0),
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|                 ('Wesley J. Chun', Approximate(33.66, places=1))
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|             ],
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|             lambda a: (a.name, a.friends__age__avg)
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|         )
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| 
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|     def test_count(self):
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|         vals = Book.objects.aggregate(Count("rating"))
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|         self.assertEqual(vals, {"rating__count": 6})
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| 
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|         vals = Book.objects.aggregate(Count("rating", distinct=True))
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|         self.assertEqual(vals, {"rating__count": 4})
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| 
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|     def test_fkey_aggregate(self):
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|         explicit = list(Author.objects.annotate(Count('book__id')))
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|         implicit = list(Author.objects.annotate(Count('book')))
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|         self.assertEqual(explicit, implicit)
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| 
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|     def test_annotate_ordering(self):
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|         books = Book.objects.values('rating').annotate(oldest=Max('authors__age')).order_by('oldest', 'rating')
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "rating": 4.5,
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|                     "oldest": 35,
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|                 },
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|                 {
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|                     "rating": 3.0,
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|                     "oldest": 45
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|                 },
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|                 {
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|                     "rating": 4.0,
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|                     "oldest": 57,
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|                 },
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|                 {
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|                     "rating": 5.0,
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|                     "oldest": 57,
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|                 }
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|             ]
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|         )
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| 
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|         books = Book.objects.values("rating").annotate(oldest=Max("authors__age")).order_by("-oldest", "-rating")
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|         self.assertEqual(
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|             list(books), [
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|                 {
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|                     "rating": 5.0,
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|                     "oldest": 57,
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|                 },
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|                 {
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|                     "rating": 4.0,
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|                     "oldest": 57,
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|                 },
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|                 {
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|                     "rating": 3.0,
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|                     "oldest": 45,
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|                 },
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|                 {
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|                     "rating": 4.5,
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|                     "oldest": 35,
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|                 }
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|             ]
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|         )
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| 
 | |
|     def test_aggregate_annotation(self):
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|         vals = Book.objects.annotate(num_authors=Count("authors__id")).aggregate(Avg("num_authors"))
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|         self.assertEqual(vals, {"num_authors__avg": Approximate(1.66, places=1)})
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| 
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|     def test_filtering(self):
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|         p = Publisher.objects.create(name='Expensive Publisher', num_awards=0)
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|         Book.objects.create(
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|             name='ExpensiveBook1',
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|             pages=1,
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|             isbn='111',
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|             rating=3.5,
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|             price=Decimal("1000"),
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|             publisher=p,
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|             contact_id=1,
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|             pubdate=datetime.date(2008,12,1)
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|         )
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|         Book.objects.create(
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|             name='ExpensiveBook2',
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|             pages=1,
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|             isbn='222',
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|             rating=4.0,
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|             price=Decimal("1000"),
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|             publisher=p,
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|             contact_id=1,
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|             pubdate=datetime.date(2008,12,2)
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|         )
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|         Book.objects.create(
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|             name='ExpensiveBook3',
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|             pages=1,
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|             isbn='333',
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|             rating=4.5,
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|             price=Decimal("35"),
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|             publisher=p,
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|             contact_id=1,
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|             pubdate=datetime.date(2008,12,3)
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|         )
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| 
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|         publishers = Publisher.objects.annotate(num_books=Count("book__id")).filter(num_books__gt=1).order_by("pk")
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|         self.assertQuerysetEqual(
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|             publishers, [
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|                 "Apress",
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|                 "Prentice Hall",
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|                 "Expensive Publisher",
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|             ],
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|             lambda p: p.name,
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|         )
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| 
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|         publishers = Publisher.objects.filter(book__price__lt=Decimal("40.0")).order_by("pk")
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|         self.assertQuerysetEqual(
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|             publishers, [
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|                 "Apress",
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|                 "Apress",
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|                 "Sams",
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|                 "Prentice Hall",
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|                 "Expensive Publisher",
 | |
|             ],
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|             lambda p: p.name
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|         )
 | |
| 
 | |
|         publishers = Publisher.objects.annotate(num_books=Count("book__id")).filter(num_books__gt=1, book__price__lt=Decimal("40.0")).order_by("pk")
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|         self.assertQuerysetEqual(
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|             publishers, [
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|                 "Apress",
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|                 "Prentice Hall",
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|                 "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")
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|         self.assertQuerysetEqual(
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|             publishers, [
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|                 "Apress",
 | |
|             ],
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|             lambda p: p.name
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|         )
 | |
| 
 | |
|         publishers = Publisher.objects.annotate(num_books=Count("book")).filter(num_books__range=[1, 3]).order_by("pk")
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|         self.assertQuerysetEqual(
 | |
|             publishers, [
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|                 "Apress",
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|                 "Sams",
 | |
|                 "Prentice Hall",
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|                 "Morgan Kaufmann",
 | |
|                 "Expensive Publisher",
 | |
|             ],
 | |
|             lambda p: p.name
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|         )
 | |
| 
 | |
|         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)
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|         self.assertEqual(len(publishers), 0)
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| 
 | |
|     def test_annotation(self):
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|         vals = Author.objects.filter(pk=1).aggregate(Count("friends__id"))
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|         self.assertEqual(vals, {"friends__id__count": 2})
 | |
| 
 | |
|         books = Book.objects.annotate(num_authors=Count("authors__name")).filter(num_authors__ge=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(
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|             books, [
 | |
|                 "Artificial Intelligence: A Modern Approach",
 | |
|             ],
 | |
|             lambda b: b.name
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|         )
 | |
| 
 | |
|     def test_more_aggregation(self):
 | |
|         a = Author.objects.get(name__contains='Norvig')
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|         b = Book.objects.get(name__contains='Done Right')
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|         b.authors.add(a)
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|         b.save()
 | |
| 
 | |
|         vals = Book.objects.annotate(num_authors=Count("authors__id")).filter(authors__name__contains="Norvig", num_authors__gt=1).aggregate(Avg("rating"))
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|         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()
 | |
|         self.assertEqual(
 | |
|             list(publishers), [
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|                 {
 | |
|                     'earliest_book': datetime.date(1991, 10, 15),
 | |
|                     'num_awards': 9,
 | |
|                     'id': 4,
 | |
|                     'name': 'Morgan Kaufmann'
 | |
|                 },
 | |
|                 {
 | |
|                     'earliest_book': datetime.date(1995, 1, 15),
 | |
|                     'num_awards': 7,
 | |
|                     'id': 3,
 | |
|                     'name': 'Prentice Hall'
 | |
|                 },
 | |
|                 {
 | |
|                     'earliest_book': datetime.date(2007, 12, 6),
 | |
|                     'num_awards': 3,
 | |
|                     'id': 1,
 | |
|                     'name': 'Apress'
 | |
|                 },
 | |
|                 {
 | |
|                     'earliest_book': datetime.date(2008, 3, 3),
 | |
|                     'num_awards': 1,
 | |
|                     'id': 2,
 | |
|                     '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=1).annotate(mean_age=Avg("authors__age")).values_list("pk", "isbn", "mean_age")
 | |
|         self.assertEqual(
 | |
|             list(books), [
 | |
|                 (1, "159059725", 34.5),
 | |
|             ]
 | |
|         )
 | |
| 
 | |
|         books = Book.objects.filter(pk=1).annotate(mean_age=Avg("authors__age")).values_list("isbn")
 | |
|         self.assertEqual(
 | |
|             list(books), [
 | |
|                 ('159059725',)
 | |
|             ]
 | |
|         )
 | |
| 
 | |
|         books = Book.objects.filter(pk=1).annotate(mean_age=Avg("authors__age")).values_list("mean_age")
 | |
|         self.assertEqual(
 | |
|             list(books), [
 | |
|                 (34.5,)
 | |
|             ]
 | |
|         )
 | |
| 
 | |
|         books = Book.objects.filter(pk=1).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):
 | |
|         """
 | |
|         Test that .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)"
 | |
|             ]
 | |
|         )
 |