mirror of https://github.com/django/django.git
725 lines
32 KiB
Python
725 lines
32 KiB
Python
from django.db.models import (
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CharField, F, Func, IntegerField, OuterRef, Q, Subquery, Value,
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)
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from django.db.models.fields.json import KeyTextTransform, KeyTransform
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from django.db.models.functions import Cast, Concat, Substr
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from django.test.utils import Approximate, ignore_warnings
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from django.utils import timezone
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from django.utils.deprecation import RemovedInDjango50Warning
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from . import PostgreSQLTestCase
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from .models import AggregateTestModel, HotelReservation, Room, StatTestModel
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try:
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from django.contrib.postgres.aggregates import (
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ArrayAgg, BitAnd, BitOr, BoolAnd, BoolOr, Corr, CovarPop, JSONBAgg,
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RegrAvgX, RegrAvgY, RegrCount, RegrIntercept, RegrR2, RegrSlope,
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RegrSXX, RegrSXY, RegrSYY, StatAggregate, StringAgg,
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)
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from django.contrib.postgres.fields import ArrayField
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except ImportError:
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pass # psycopg2 is not installed
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class TestGeneralAggregate(PostgreSQLTestCase):
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@classmethod
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def setUpTestData(cls):
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cls.aggs = AggregateTestModel.objects.bulk_create([
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AggregateTestModel(boolean_field=True, char_field='Foo1', integer_field=0),
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AggregateTestModel(
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boolean_field=False,
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char_field='Foo2',
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integer_field=1,
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json_field={'lang': 'pl'},
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),
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AggregateTestModel(
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boolean_field=False,
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char_field='Foo4',
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integer_field=2,
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json_field={'lang': 'en'},
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),
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AggregateTestModel(
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boolean_field=True,
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char_field='Foo3',
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integer_field=0,
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json_field={'breed': 'collie'},
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),
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])
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@ignore_warnings(category=RemovedInDjango50Warning)
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def test_empty_result_set(self):
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AggregateTestModel.objects.all().delete()
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tests = [
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(ArrayAgg('char_field'), []),
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(ArrayAgg('integer_field'), []),
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(ArrayAgg('boolean_field'), []),
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(BitAnd('integer_field'), None),
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(BitOr('integer_field'), None),
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(BoolAnd('boolean_field'), None),
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(BoolOr('boolean_field'), None),
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(JSONBAgg('integer_field'), []),
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(StringAgg('char_field', delimiter=';'), ''),
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]
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for aggregation, expected_result in tests:
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with self.subTest(aggregation=aggregation):
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# Empty result with non-execution optimization.
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with self.assertNumQueries(0):
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values = AggregateTestModel.objects.none().aggregate(
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aggregation=aggregation,
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)
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self.assertEqual(values, {'aggregation': expected_result})
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# Empty result when query must be executed.
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with self.assertNumQueries(1):
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values = AggregateTestModel.objects.aggregate(
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aggregation=aggregation,
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)
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self.assertEqual(values, {'aggregation': expected_result})
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def test_default_argument(self):
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AggregateTestModel.objects.all().delete()
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tests = [
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(ArrayAgg('char_field', default=['<empty>']), ['<empty>']),
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(ArrayAgg('integer_field', default=[0]), [0]),
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(ArrayAgg('boolean_field', default=[False]), [False]),
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(BitAnd('integer_field', default=0), 0),
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(BitOr('integer_field', default=0), 0),
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(BoolAnd('boolean_field', default=False), False),
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(BoolOr('boolean_field', default=False), False),
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(JSONBAgg('integer_field', default=Value('["<empty>"]')), ['<empty>']),
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(StringAgg('char_field', delimiter=';', default=Value('<empty>')), '<empty>'),
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]
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for aggregation, expected_result in tests:
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with self.subTest(aggregation=aggregation):
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# Empty result with non-execution optimization.
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with self.assertNumQueries(0):
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values = AggregateTestModel.objects.none().aggregate(
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aggregation=aggregation,
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)
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self.assertEqual(values, {'aggregation': expected_result})
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# Empty result when query must be executed.
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with self.assertNumQueries(1):
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values = AggregateTestModel.objects.aggregate(
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aggregation=aggregation,
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)
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self.assertEqual(values, {'aggregation': expected_result})
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def test_convert_value_deprecation(self):
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AggregateTestModel.objects.all().delete()
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queryset = AggregateTestModel.objects.all()
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with self.assertWarnsMessage(RemovedInDjango50Warning, ArrayAgg.deprecation_msg):
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queryset.aggregate(aggregation=ArrayAgg('boolean_field'))
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with self.assertWarnsMessage(RemovedInDjango50Warning, JSONBAgg.deprecation_msg):
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queryset.aggregate(aggregation=JSONBAgg('integer_field'))
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with self.assertWarnsMessage(RemovedInDjango50Warning, StringAgg.deprecation_msg):
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queryset.aggregate(aggregation=StringAgg('char_field', delimiter=';'))
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# No warnings raised if default argument provided.
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self.assertEqual(
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queryset.aggregate(aggregation=ArrayAgg('boolean_field', default=None)),
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{'aggregation': None},
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)
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self.assertEqual(
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queryset.aggregate(aggregation=JSONBAgg('integer_field', default=None)),
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{'aggregation': None},
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)
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self.assertEqual(
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queryset.aggregate(
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aggregation=StringAgg('char_field', delimiter=';', default=None),
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),
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{'aggregation': None},
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)
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self.assertEqual(
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queryset.aggregate(aggregation=ArrayAgg('boolean_field', default=Value([]))),
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{'aggregation': []},
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)
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self.assertEqual(
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queryset.aggregate(aggregation=JSONBAgg('integer_field', default=Value('[]'))),
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{'aggregation': []},
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)
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self.assertEqual(
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queryset.aggregate(
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aggregation=StringAgg('char_field', delimiter=';', default=Value('')),
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),
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{'aggregation': ''},
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)
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def test_array_agg_charfield(self):
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values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('char_field'))
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self.assertEqual(values, {'arrayagg': ['Foo1', 'Foo2', 'Foo4', 'Foo3']})
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def test_array_agg_charfield_ordering(self):
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ordering_test_cases = (
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(F('char_field').desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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(F('char_field').asc(), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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(F('char_field'), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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([F('boolean_field'), F('char_field').desc()], ['Foo4', 'Foo2', 'Foo3', 'Foo1']),
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((F('boolean_field'), F('char_field').desc()), ['Foo4', 'Foo2', 'Foo3', 'Foo1']),
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('char_field', ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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('-char_field', ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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(Concat('char_field', Value('@')), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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(Concat('char_field', Value('@')).desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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(
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(Substr('char_field', 1, 1), F('integer_field'), Substr('char_field', 4, 1).desc()),
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['Foo3', 'Foo1', 'Foo2', 'Foo4'],
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),
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)
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for ordering, expected_output in ordering_test_cases:
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with self.subTest(ordering=ordering, expected_output=expected_output):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg('char_field', ordering=ordering)
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)
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self.assertEqual(values, {'arrayagg': expected_output})
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def test_array_agg_integerfield(self):
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values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('integer_field'))
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self.assertEqual(values, {'arrayagg': [0, 1, 2, 0]})
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def test_array_agg_integerfield_ordering(self):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg('integer_field', ordering=F('integer_field').desc())
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)
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self.assertEqual(values, {'arrayagg': [2, 1, 0, 0]})
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def test_array_agg_booleanfield(self):
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values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('boolean_field'))
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self.assertEqual(values, {'arrayagg': [True, False, False, True]})
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def test_array_agg_booleanfield_ordering(self):
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ordering_test_cases = (
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(F('boolean_field').asc(), [False, False, True, True]),
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(F('boolean_field').desc(), [True, True, False, False]),
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(F('boolean_field'), [False, False, True, True]),
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)
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for ordering, expected_output in ordering_test_cases:
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with self.subTest(ordering=ordering, expected_output=expected_output):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg('boolean_field', ordering=ordering)
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)
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self.assertEqual(values, {'arrayagg': expected_output})
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def test_array_agg_jsonfield(self):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg(
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KeyTransform('lang', 'json_field'),
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filter=Q(json_field__lang__isnull=False),
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),
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)
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self.assertEqual(values, {'arrayagg': ['pl', 'en']})
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def test_array_agg_jsonfield_ordering(self):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg(
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KeyTransform('lang', 'json_field'),
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filter=Q(json_field__lang__isnull=False),
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ordering=KeyTransform('lang', 'json_field'),
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),
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)
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self.assertEqual(values, {'arrayagg': ['en', 'pl']})
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def test_array_agg_filter(self):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg('integer_field', filter=Q(integer_field__gt=0)),
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)
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self.assertEqual(values, {'arrayagg': [1, 2]})
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def test_array_agg_lookups(self):
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aggr1 = AggregateTestModel.objects.create()
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aggr2 = AggregateTestModel.objects.create()
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StatTestModel.objects.create(related_field=aggr1, int1=1, int2=0)
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StatTestModel.objects.create(related_field=aggr1, int1=2, int2=0)
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StatTestModel.objects.create(related_field=aggr2, int1=3, int2=0)
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StatTestModel.objects.create(related_field=aggr2, int1=4, int2=0)
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qs = StatTestModel.objects.values('related_field').annotate(
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array=ArrayAgg('int1')
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).filter(array__overlap=[2]).values_list('array', flat=True)
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self.assertCountEqual(qs.get(), [1, 2])
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def test_bit_and_general(self):
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values = AggregateTestModel.objects.filter(
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integer_field__in=[0, 1]).aggregate(bitand=BitAnd('integer_field'))
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self.assertEqual(values, {'bitand': 0})
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def test_bit_and_on_only_true_values(self):
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values = AggregateTestModel.objects.filter(
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integer_field=1).aggregate(bitand=BitAnd('integer_field'))
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self.assertEqual(values, {'bitand': 1})
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def test_bit_and_on_only_false_values(self):
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values = AggregateTestModel.objects.filter(
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integer_field=0).aggregate(bitand=BitAnd('integer_field'))
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self.assertEqual(values, {'bitand': 0})
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def test_bit_or_general(self):
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values = AggregateTestModel.objects.filter(
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integer_field__in=[0, 1]).aggregate(bitor=BitOr('integer_field'))
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self.assertEqual(values, {'bitor': 1})
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def test_bit_or_on_only_true_values(self):
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values = AggregateTestModel.objects.filter(
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integer_field=1).aggregate(bitor=BitOr('integer_field'))
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self.assertEqual(values, {'bitor': 1})
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def test_bit_or_on_only_false_values(self):
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values = AggregateTestModel.objects.filter(
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integer_field=0).aggregate(bitor=BitOr('integer_field'))
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self.assertEqual(values, {'bitor': 0})
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def test_bool_and_general(self):
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values = AggregateTestModel.objects.aggregate(booland=BoolAnd('boolean_field'))
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self.assertEqual(values, {'booland': False})
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def test_bool_and_q_object(self):
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values = AggregateTestModel.objects.aggregate(
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booland=BoolAnd(Q(integer_field__gt=2)),
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)
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self.assertEqual(values, {'booland': False})
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def test_bool_or_general(self):
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values = AggregateTestModel.objects.aggregate(boolor=BoolOr('boolean_field'))
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self.assertEqual(values, {'boolor': True})
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def test_bool_or_q_object(self):
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values = AggregateTestModel.objects.aggregate(
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boolor=BoolOr(Q(integer_field__gt=2)),
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)
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self.assertEqual(values, {'boolor': False})
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def test_string_agg_requires_delimiter(self):
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with self.assertRaises(TypeError):
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AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field'))
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def test_string_agg_delimiter_escaping(self):
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values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter="'"))
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self.assertEqual(values, {'stringagg': "Foo1'Foo2'Foo4'Foo3"})
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def test_string_agg_charfield(self):
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values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter=';'))
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self.assertEqual(values, {'stringagg': 'Foo1;Foo2;Foo4;Foo3'})
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def test_string_agg_charfield_ordering(self):
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ordering_test_cases = (
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(F('char_field').desc(), 'Foo4;Foo3;Foo2;Foo1'),
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(F('char_field').asc(), 'Foo1;Foo2;Foo3;Foo4'),
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(F('char_field'), 'Foo1;Foo2;Foo3;Foo4'),
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('char_field', 'Foo1;Foo2;Foo3;Foo4'),
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('-char_field', 'Foo4;Foo3;Foo2;Foo1'),
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(Concat('char_field', Value('@')), 'Foo1;Foo2;Foo3;Foo4'),
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(Concat('char_field', Value('@')).desc(), 'Foo4;Foo3;Foo2;Foo1'),
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)
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for ordering, expected_output in ordering_test_cases:
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with self.subTest(ordering=ordering, expected_output=expected_output):
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values = AggregateTestModel.objects.aggregate(
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stringagg=StringAgg('char_field', delimiter=';', ordering=ordering)
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)
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self.assertEqual(values, {'stringagg': expected_output})
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def test_string_agg_jsonfield_ordering(self):
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values = AggregateTestModel.objects.aggregate(
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stringagg=StringAgg(
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KeyTextTransform('lang', 'json_field'),
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delimiter=';',
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ordering=KeyTextTransform('lang', 'json_field'),
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output_field=CharField(),
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),
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)
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self.assertEqual(values, {'stringagg': 'en;pl'})
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def test_string_agg_filter(self):
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values = AggregateTestModel.objects.aggregate(
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stringagg=StringAgg(
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'char_field',
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delimiter=';',
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filter=Q(char_field__endswith='3') | Q(char_field__endswith='1'),
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)
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)
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self.assertEqual(values, {'stringagg': 'Foo1;Foo3'})
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def test_orderable_agg_alternative_fields(self):
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values = AggregateTestModel.objects.aggregate(
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arrayagg=ArrayAgg('integer_field', ordering=F('char_field').asc())
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)
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self.assertEqual(values, {'arrayagg': [0, 1, 0, 2]})
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def test_jsonb_agg(self):
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values = AggregateTestModel.objects.aggregate(jsonbagg=JSONBAgg('char_field'))
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self.assertEqual(values, {'jsonbagg': ['Foo1', 'Foo2', 'Foo4', 'Foo3']})
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def test_jsonb_agg_charfield_ordering(self):
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ordering_test_cases = (
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(F('char_field').desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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(F('char_field').asc(), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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(F('char_field'), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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('char_field', ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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('-char_field', ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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(Concat('char_field', Value('@')), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
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(Concat('char_field', Value('@')).desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
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)
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for ordering, expected_output in ordering_test_cases:
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with self.subTest(ordering=ordering, expected_output=expected_output):
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values = AggregateTestModel.objects.aggregate(
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jsonbagg=JSONBAgg('char_field', ordering=ordering),
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)
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self.assertEqual(values, {'jsonbagg': expected_output})
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def test_jsonb_agg_integerfield_ordering(self):
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values = AggregateTestModel.objects.aggregate(
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jsonbagg=JSONBAgg('integer_field', ordering=F('integer_field').desc()),
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)
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self.assertEqual(values, {'jsonbagg': [2, 1, 0, 0]})
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def test_jsonb_agg_booleanfield_ordering(self):
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ordering_test_cases = (
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(F('boolean_field').asc(), [False, False, True, True]),
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(F('boolean_field').desc(), [True, True, False, False]),
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(F('boolean_field'), [False, False, True, True]),
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)
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for ordering, expected_output in ordering_test_cases:
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with self.subTest(ordering=ordering, expected_output=expected_output):
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values = AggregateTestModel.objects.aggregate(
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jsonbagg=JSONBAgg('boolean_field', ordering=ordering),
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)
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self.assertEqual(values, {'jsonbagg': expected_output})
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def test_jsonb_agg_jsonfield_ordering(self):
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values = AggregateTestModel.objects.aggregate(
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jsonbagg=JSONBAgg(
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KeyTransform('lang', 'json_field'),
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filter=Q(json_field__lang__isnull=False),
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ordering=KeyTransform('lang', 'json_field'),
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),
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)
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self.assertEqual(values, {'jsonbagg': ['en', 'pl']})
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def test_jsonb_agg_key_index_transforms(self):
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room101 = Room.objects.create(number=101)
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room102 = Room.objects.create(number=102)
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datetimes = [
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timezone.datetime(2018, 6, 20),
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timezone.datetime(2018, 6, 24),
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timezone.datetime(2018, 6, 28),
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]
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HotelReservation.objects.create(
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datespan=(datetimes[0].date(), datetimes[1].date()),
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start=datetimes[0],
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end=datetimes[1],
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room=room102,
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requirements={'double_bed': True, 'parking': True},
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)
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HotelReservation.objects.create(
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datespan=(datetimes[1].date(), datetimes[2].date()),
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start=datetimes[1],
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end=datetimes[2],
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room=room102,
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requirements={'double_bed': False, 'sea_view': True, 'parking': False},
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)
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HotelReservation.objects.create(
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datespan=(datetimes[0].date(), datetimes[2].date()),
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start=datetimes[0],
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end=datetimes[2],
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room=room101,
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requirements={'sea_view': False},
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)
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values = Room.objects.annotate(
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requirements=JSONBAgg(
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'hotelreservation__requirements',
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ordering='-hotelreservation__start',
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)
|
|
).filter(requirements__0__sea_view=True).values('number', 'requirements')
|
|
self.assertSequenceEqual(values, [
|
|
{'number': 102, 'requirements': [
|
|
{'double_bed': False, 'sea_view': True, 'parking': False},
|
|
{'double_bed': True, 'parking': True},
|
|
]},
|
|
])
|
|
|
|
def test_string_agg_array_agg_ordering_in_subquery(self):
|
|
stats = []
|
|
for i, agg in enumerate(AggregateTestModel.objects.order_by('char_field')):
|
|
stats.append(StatTestModel(related_field=agg, int1=i, int2=i + 1))
|
|
stats.append(StatTestModel(related_field=agg, int1=i + 1, int2=i))
|
|
StatTestModel.objects.bulk_create(stats)
|
|
|
|
for aggregate, expected_result in (
|
|
(
|
|
ArrayAgg('stattestmodel__int1', ordering='-stattestmodel__int2'),
|
|
[('Foo1', [0, 1]), ('Foo2', [1, 2]), ('Foo3', [2, 3]), ('Foo4', [3, 4])],
|
|
),
|
|
(
|
|
StringAgg(
|
|
Cast('stattestmodel__int1', CharField()),
|
|
delimiter=';',
|
|
ordering='-stattestmodel__int2',
|
|
),
|
|
[('Foo1', '0;1'), ('Foo2', '1;2'), ('Foo3', '2;3'), ('Foo4', '3;4')],
|
|
),
|
|
):
|
|
with self.subTest(aggregate=aggregate.__class__.__name__):
|
|
subquery = AggregateTestModel.objects.filter(
|
|
pk=OuterRef('pk'),
|
|
).annotate(agg=aggregate).values('agg')
|
|
values = AggregateTestModel.objects.annotate(
|
|
agg=Subquery(subquery),
|
|
).order_by('char_field').values_list('char_field', 'agg')
|
|
self.assertEqual(list(values), expected_result)
|
|
|
|
def test_string_agg_array_agg_filter_in_subquery(self):
|
|
StatTestModel.objects.bulk_create([
|
|
StatTestModel(related_field=self.aggs[0], int1=0, int2=5),
|
|
StatTestModel(related_field=self.aggs[0], int1=1, int2=4),
|
|
StatTestModel(related_field=self.aggs[0], int1=2, int2=3),
|
|
])
|
|
for aggregate, expected_result in (
|
|
(
|
|
ArrayAgg('stattestmodel__int1', filter=Q(stattestmodel__int2__gt=3)),
|
|
[('Foo1', [0, 1]), ('Foo2', None)],
|
|
),
|
|
(
|
|
StringAgg(
|
|
Cast('stattestmodel__int2', CharField()),
|
|
delimiter=';',
|
|
filter=Q(stattestmodel__int1__lt=2),
|
|
),
|
|
[('Foo1', '5;4'), ('Foo2', None)],
|
|
),
|
|
):
|
|
with self.subTest(aggregate=aggregate.__class__.__name__):
|
|
subquery = AggregateTestModel.objects.filter(
|
|
pk=OuterRef('pk'),
|
|
).annotate(agg=aggregate).values('agg')
|
|
values = AggregateTestModel.objects.annotate(
|
|
agg=Subquery(subquery),
|
|
).filter(
|
|
char_field__in=['Foo1', 'Foo2'],
|
|
).order_by('char_field').values_list('char_field', 'agg')
|
|
self.assertEqual(list(values), expected_result)
|
|
|
|
def test_string_agg_filter_in_subquery_with_exclude(self):
|
|
subquery = AggregateTestModel.objects.annotate(
|
|
stringagg=StringAgg(
|
|
'char_field',
|
|
delimiter=';',
|
|
filter=Q(char_field__endswith='1'),
|
|
)
|
|
).exclude(stringagg='').values('id')
|
|
self.assertSequenceEqual(
|
|
AggregateTestModel.objects.filter(id__in=Subquery(subquery)),
|
|
[self.aggs[0]],
|
|
)
|
|
|
|
def test_ordering_isnt_cleared_for_array_subquery(self):
|
|
inner_qs = AggregateTestModel.objects.order_by('-integer_field')
|
|
qs = AggregateTestModel.objects.annotate(
|
|
integers=Func(
|
|
Subquery(inner_qs.values('integer_field')),
|
|
function='ARRAY',
|
|
output_field=ArrayField(base_field=IntegerField()),
|
|
),
|
|
)
|
|
self.assertSequenceEqual(
|
|
qs.first().integers,
|
|
inner_qs.values_list('integer_field', flat=True),
|
|
)
|
|
|
|
|
|
class TestAggregateDistinct(PostgreSQLTestCase):
|
|
@classmethod
|
|
def setUpTestData(cls):
|
|
AggregateTestModel.objects.create(char_field='Foo')
|
|
AggregateTestModel.objects.create(char_field='Foo')
|
|
AggregateTestModel.objects.create(char_field='Bar')
|
|
|
|
def test_string_agg_distinct_false(self):
|
|
values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter=' ', distinct=False))
|
|
self.assertEqual(values['stringagg'].count('Foo'), 2)
|
|
self.assertEqual(values['stringagg'].count('Bar'), 1)
|
|
|
|
def test_string_agg_distinct_true(self):
|
|
values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter=' ', distinct=True))
|
|
self.assertEqual(values['stringagg'].count('Foo'), 1)
|
|
self.assertEqual(values['stringagg'].count('Bar'), 1)
|
|
|
|
def test_array_agg_distinct_false(self):
|
|
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('char_field', distinct=False))
|
|
self.assertEqual(sorted(values['arrayagg']), ['Bar', 'Foo', 'Foo'])
|
|
|
|
def test_array_agg_distinct_true(self):
|
|
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('char_field', distinct=True))
|
|
self.assertEqual(sorted(values['arrayagg']), ['Bar', 'Foo'])
|
|
|
|
def test_jsonb_agg_distinct_false(self):
|
|
values = AggregateTestModel.objects.aggregate(
|
|
jsonbagg=JSONBAgg('char_field', distinct=False),
|
|
)
|
|
self.assertEqual(sorted(values['jsonbagg']), ['Bar', 'Foo', 'Foo'])
|
|
|
|
def test_jsonb_agg_distinct_true(self):
|
|
values = AggregateTestModel.objects.aggregate(
|
|
jsonbagg=JSONBAgg('char_field', distinct=True),
|
|
)
|
|
self.assertEqual(sorted(values['jsonbagg']), ['Bar', 'Foo'])
|
|
|
|
|
|
class TestStatisticsAggregate(PostgreSQLTestCase):
|
|
@classmethod
|
|
def setUpTestData(cls):
|
|
StatTestModel.objects.create(
|
|
int1=1,
|
|
int2=3,
|
|
related_field=AggregateTestModel.objects.create(integer_field=0),
|
|
)
|
|
StatTestModel.objects.create(
|
|
int1=2,
|
|
int2=2,
|
|
related_field=AggregateTestModel.objects.create(integer_field=1),
|
|
)
|
|
StatTestModel.objects.create(
|
|
int1=3,
|
|
int2=1,
|
|
related_field=AggregateTestModel.objects.create(integer_field=2),
|
|
)
|
|
|
|
# Tests for base class (StatAggregate)
|
|
|
|
def test_missing_arguments_raises_exception(self):
|
|
with self.assertRaisesMessage(ValueError, 'Both y and x must be provided.'):
|
|
StatAggregate(x=None, y=None)
|
|
|
|
def test_correct_source_expressions(self):
|
|
func = StatAggregate(x='test', y=13)
|
|
self.assertIsInstance(func.source_expressions[0], Value)
|
|
self.assertIsInstance(func.source_expressions[1], F)
|
|
|
|
def test_alias_is_required(self):
|
|
class SomeFunc(StatAggregate):
|
|
function = 'TEST'
|
|
with self.assertRaisesMessage(TypeError, 'Complex aggregates require an alias'):
|
|
StatTestModel.objects.aggregate(SomeFunc(y='int2', x='int1'))
|
|
|
|
# Test aggregates
|
|
|
|
def test_empty_result_set(self):
|
|
StatTestModel.objects.all().delete()
|
|
tests = [
|
|
(Corr(y='int2', x='int1'), None),
|
|
(CovarPop(y='int2', x='int1'), None),
|
|
(CovarPop(y='int2', x='int1', sample=True), None),
|
|
(RegrAvgX(y='int2', x='int1'), None),
|
|
(RegrAvgY(y='int2', x='int1'), None),
|
|
(RegrCount(y='int2', x='int1'), 0),
|
|
(RegrIntercept(y='int2', x='int1'), None),
|
|
(RegrR2(y='int2', x='int1'), None),
|
|
(RegrSlope(y='int2', x='int1'), None),
|
|
(RegrSXX(y='int2', x='int1'), None),
|
|
(RegrSXY(y='int2', x='int1'), None),
|
|
(RegrSYY(y='int2', x='int1'), None),
|
|
]
|
|
for aggregation, expected_result in tests:
|
|
with self.subTest(aggregation=aggregation):
|
|
# Empty result with non-execution optimization.
|
|
with self.assertNumQueries(0):
|
|
values = StatTestModel.objects.none().aggregate(
|
|
aggregation=aggregation,
|
|
)
|
|
self.assertEqual(values, {'aggregation': expected_result})
|
|
# Empty result when query must be executed.
|
|
with self.assertNumQueries(1):
|
|
values = StatTestModel.objects.aggregate(
|
|
aggregation=aggregation,
|
|
)
|
|
self.assertEqual(values, {'aggregation': expected_result})
|
|
|
|
def test_default_argument(self):
|
|
StatTestModel.objects.all().delete()
|
|
tests = [
|
|
(Corr(y='int2', x='int1', default=0), 0),
|
|
(CovarPop(y='int2', x='int1', default=0), 0),
|
|
(CovarPop(y='int2', x='int1', sample=True, default=0), 0),
|
|
(RegrAvgX(y='int2', x='int1', default=0), 0),
|
|
(RegrAvgY(y='int2', x='int1', default=0), 0),
|
|
# RegrCount() doesn't support the default argument.
|
|
(RegrIntercept(y='int2', x='int1', default=0), 0),
|
|
(RegrR2(y='int2', x='int1', default=0), 0),
|
|
(RegrSlope(y='int2', x='int1', default=0), 0),
|
|
(RegrSXX(y='int2', x='int1', default=0), 0),
|
|
(RegrSXY(y='int2', x='int1', default=0), 0),
|
|
(RegrSYY(y='int2', x='int1', default=0), 0),
|
|
]
|
|
for aggregation, expected_result in tests:
|
|
with self.subTest(aggregation=aggregation):
|
|
# Empty result with non-execution optimization.
|
|
with self.assertNumQueries(0):
|
|
values = StatTestModel.objects.none().aggregate(
|
|
aggregation=aggregation,
|
|
)
|
|
self.assertEqual(values, {'aggregation': expected_result})
|
|
# Empty result when query must be executed.
|
|
with self.assertNumQueries(1):
|
|
values = StatTestModel.objects.aggregate(
|
|
aggregation=aggregation,
|
|
)
|
|
self.assertEqual(values, {'aggregation': expected_result})
|
|
|
|
def test_corr_general(self):
|
|
values = StatTestModel.objects.aggregate(corr=Corr(y='int2', x='int1'))
|
|
self.assertEqual(values, {'corr': -1.0})
|
|
|
|
def test_covar_pop_general(self):
|
|
values = StatTestModel.objects.aggregate(covarpop=CovarPop(y='int2', x='int1'))
|
|
self.assertEqual(values, {'covarpop': Approximate(-0.66, places=1)})
|
|
|
|
def test_covar_pop_sample(self):
|
|
values = StatTestModel.objects.aggregate(covarpop=CovarPop(y='int2', x='int1', sample=True))
|
|
self.assertEqual(values, {'covarpop': -1.0})
|
|
|
|
def test_regr_avgx_general(self):
|
|
values = StatTestModel.objects.aggregate(regravgx=RegrAvgX(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regravgx': 2.0})
|
|
|
|
def test_regr_avgy_general(self):
|
|
values = StatTestModel.objects.aggregate(regravgy=RegrAvgY(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regravgy': 2.0})
|
|
|
|
def test_regr_count_general(self):
|
|
values = StatTestModel.objects.aggregate(regrcount=RegrCount(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrcount': 3})
|
|
|
|
def test_regr_count_default(self):
|
|
msg = 'RegrCount does not allow default.'
|
|
with self.assertRaisesMessage(TypeError, msg):
|
|
RegrCount(y='int2', x='int1', default=0)
|
|
|
|
def test_regr_intercept_general(self):
|
|
values = StatTestModel.objects.aggregate(regrintercept=RegrIntercept(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrintercept': 4})
|
|
|
|
def test_regr_r2_general(self):
|
|
values = StatTestModel.objects.aggregate(regrr2=RegrR2(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrr2': 1})
|
|
|
|
def test_regr_slope_general(self):
|
|
values = StatTestModel.objects.aggregate(regrslope=RegrSlope(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrslope': -1})
|
|
|
|
def test_regr_sxx_general(self):
|
|
values = StatTestModel.objects.aggregate(regrsxx=RegrSXX(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrsxx': 2.0})
|
|
|
|
def test_regr_sxy_general(self):
|
|
values = StatTestModel.objects.aggregate(regrsxy=RegrSXY(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrsxy': -2.0})
|
|
|
|
def test_regr_syy_general(self):
|
|
values = StatTestModel.objects.aggregate(regrsyy=RegrSYY(y='int2', x='int1'))
|
|
self.assertEqual(values, {'regrsyy': 2.0})
|
|
|
|
def test_regr_avgx_with_related_obj_and_number_as_argument(self):
|
|
"""
|
|
This is more complex test to check if JOIN on field and
|
|
number as argument works as expected.
|
|
"""
|
|
values = StatTestModel.objects.aggregate(complex_regravgx=RegrAvgX(y=5, x='related_field__integer_field'))
|
|
self.assertEqual(values, {'complex_regravgx': 1.0})
|