django1/tests/postgres_tests/test_aggregates.py

597 lines
26 KiB
Python

import json
from django.db.models import CharField, F, OuterRef, Q, Subquery, Value
from django.db.models.fields.json import KeyTextTransform, KeyTransform
from django.db.models.functions import Cast, Concat, Substr
from django.test.utils import Approximate
from . import PostgreSQLTestCase
from .models import AggregateTestModel, StatTestModel
try:
from django.contrib.postgres.aggregates import (
ArrayAgg, BitAnd, BitOr, BoolAnd, BoolOr, Corr, CovarPop, JSONBAgg,
RegrAvgX, RegrAvgY, RegrCount, RegrIntercept, RegrR2, RegrSlope,
RegrSXX, RegrSXY, RegrSYY, StatAggregate, StringAgg,
)
except ImportError:
pass # psycopg2 is not installed
class TestGeneralAggregate(PostgreSQLTestCase):
@classmethod
def setUpTestData(cls):
cls.aggs = AggregateTestModel.objects.bulk_create([
AggregateTestModel(boolean_field=True, char_field='Foo1', integer_field=0),
AggregateTestModel(
boolean_field=False,
char_field='Foo2',
integer_field=1,
json_field={'lang': 'pl'},
),
AggregateTestModel(
boolean_field=False,
char_field='Foo4',
integer_field=2,
json_field={'lang': 'en'},
),
AggregateTestModel(
boolean_field=True,
char_field='Foo3',
integer_field=0,
json_field={'breed': 'collie'},
),
])
def test_array_agg_charfield(self):
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('char_field'))
self.assertEqual(values, {'arrayagg': ['Foo1', 'Foo2', 'Foo4', 'Foo3']})
def test_array_agg_charfield_ordering(self):
ordering_test_cases = (
(F('char_field').desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
(F('char_field').asc(), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
(F('char_field'), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
([F('boolean_field'), F('char_field').desc()], ['Foo4', 'Foo2', 'Foo3', 'Foo1']),
((F('boolean_field'), F('char_field').desc()), ['Foo4', 'Foo2', 'Foo3', 'Foo1']),
('char_field', ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
('-char_field', ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
(Concat('char_field', Value('@')), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
(Concat('char_field', Value('@')).desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
(
(Substr('char_field', 1, 1), F('integer_field'), Substr('char_field', 4, 1).desc()),
['Foo3', 'Foo1', 'Foo2', 'Foo4'],
),
)
for ordering, expected_output in ordering_test_cases:
with self.subTest(ordering=ordering, expected_output=expected_output):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg('char_field', ordering=ordering)
)
self.assertEqual(values, {'arrayagg': expected_output})
def test_array_agg_integerfield(self):
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('integer_field'))
self.assertEqual(values, {'arrayagg': [0, 1, 2, 0]})
def test_array_agg_integerfield_ordering(self):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg('integer_field', ordering=F('integer_field').desc())
)
self.assertEqual(values, {'arrayagg': [2, 1, 0, 0]})
def test_array_agg_booleanfield(self):
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('boolean_field'))
self.assertEqual(values, {'arrayagg': [True, False, False, True]})
def test_array_agg_booleanfield_ordering(self):
ordering_test_cases = (
(F('boolean_field').asc(), [False, False, True, True]),
(F('boolean_field').desc(), [True, True, False, False]),
(F('boolean_field'), [False, False, True, True]),
)
for ordering, expected_output in ordering_test_cases:
with self.subTest(ordering=ordering, expected_output=expected_output):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg('boolean_field', ordering=ordering)
)
self.assertEqual(values, {'arrayagg': expected_output})
def test_array_agg_jsonfield(self):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg(
KeyTransform('lang', 'json_field'),
filter=Q(json_field__lang__isnull=False),
),
)
self.assertEqual(values, {'arrayagg': ['pl', 'en']})
def test_array_agg_jsonfield_ordering(self):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg(
KeyTransform('lang', 'json_field'),
filter=Q(json_field__lang__isnull=False),
ordering=KeyTransform('lang', 'json_field'),
),
)
self.assertEqual(values, {'arrayagg': ['en', 'pl']})
def test_array_agg_filter(self):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg('integer_field', filter=Q(integer_field__gt=0)),
)
self.assertEqual(values, {'arrayagg': [1, 2]})
def test_array_agg_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('char_field'))
self.assertEqual(values, {'arrayagg': []})
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('integer_field'))
self.assertEqual(values, {'arrayagg': []})
values = AggregateTestModel.objects.aggregate(arrayagg=ArrayAgg('boolean_field'))
self.assertEqual(values, {'arrayagg': []})
def test_array_agg_lookups(self):
aggr1 = AggregateTestModel.objects.create()
aggr2 = AggregateTestModel.objects.create()
StatTestModel.objects.create(related_field=aggr1, int1=1, int2=0)
StatTestModel.objects.create(related_field=aggr1, int1=2, int2=0)
StatTestModel.objects.create(related_field=aggr2, int1=3, int2=0)
StatTestModel.objects.create(related_field=aggr2, int1=4, int2=0)
qs = StatTestModel.objects.values('related_field').annotate(
array=ArrayAgg('int1')
).filter(array__overlap=[2]).values_list('array', flat=True)
self.assertCountEqual(qs.get(), [1, 2])
def test_bit_and_general(self):
values = AggregateTestModel.objects.filter(
integer_field__in=[0, 1]).aggregate(bitand=BitAnd('integer_field'))
self.assertEqual(values, {'bitand': 0})
def test_bit_and_on_only_true_values(self):
values = AggregateTestModel.objects.filter(
integer_field=1).aggregate(bitand=BitAnd('integer_field'))
self.assertEqual(values, {'bitand': 1})
def test_bit_and_on_only_false_values(self):
values = AggregateTestModel.objects.filter(
integer_field=0).aggregate(bitand=BitAnd('integer_field'))
self.assertEqual(values, {'bitand': 0})
def test_bit_and_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(bitand=BitAnd('integer_field'))
self.assertEqual(values, {'bitand': None})
def test_bit_or_general(self):
values = AggregateTestModel.objects.filter(
integer_field__in=[0, 1]).aggregate(bitor=BitOr('integer_field'))
self.assertEqual(values, {'bitor': 1})
def test_bit_or_on_only_true_values(self):
values = AggregateTestModel.objects.filter(
integer_field=1).aggregate(bitor=BitOr('integer_field'))
self.assertEqual(values, {'bitor': 1})
def test_bit_or_on_only_false_values(self):
values = AggregateTestModel.objects.filter(
integer_field=0).aggregate(bitor=BitOr('integer_field'))
self.assertEqual(values, {'bitor': 0})
def test_bit_or_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(bitor=BitOr('integer_field'))
self.assertEqual(values, {'bitor': None})
def test_bool_and_general(self):
values = AggregateTestModel.objects.aggregate(booland=BoolAnd('boolean_field'))
self.assertEqual(values, {'booland': False})
def test_bool_and_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(booland=BoolAnd('boolean_field'))
self.assertEqual(values, {'booland': None})
def test_bool_and_q_object(self):
values = AggregateTestModel.objects.aggregate(
booland=BoolAnd(Q(integer_field__gt=2)),
)
self.assertEqual(values, {'booland': False})
def test_bool_or_general(self):
values = AggregateTestModel.objects.aggregate(boolor=BoolOr('boolean_field'))
self.assertEqual(values, {'boolor': True})
def test_bool_or_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(boolor=BoolOr('boolean_field'))
self.assertEqual(values, {'boolor': None})
def test_bool_or_q_object(self):
values = AggregateTestModel.objects.aggregate(
boolor=BoolOr(Q(integer_field__gt=2)),
)
self.assertEqual(values, {'boolor': False})
def test_string_agg_requires_delimiter(self):
with self.assertRaises(TypeError):
AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field'))
def test_string_agg_delimiter_escaping(self):
values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter="'"))
self.assertEqual(values, {'stringagg': "Foo1'Foo2'Foo4'Foo3"})
def test_string_agg_charfield(self):
values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter=';'))
self.assertEqual(values, {'stringagg': 'Foo1;Foo2;Foo4;Foo3'})
def test_string_agg_charfield_ordering(self):
ordering_test_cases = (
(F('char_field').desc(), 'Foo4;Foo3;Foo2;Foo1'),
(F('char_field').asc(), 'Foo1;Foo2;Foo3;Foo4'),
(F('char_field'), 'Foo1;Foo2;Foo3;Foo4'),
('char_field', 'Foo1;Foo2;Foo3;Foo4'),
('-char_field', 'Foo4;Foo3;Foo2;Foo1'),
(Concat('char_field', Value('@')), 'Foo1;Foo2;Foo3;Foo4'),
(Concat('char_field', Value('@')).desc(), 'Foo4;Foo3;Foo2;Foo1'),
)
for ordering, expected_output in ordering_test_cases:
with self.subTest(ordering=ordering, expected_output=expected_output):
values = AggregateTestModel.objects.aggregate(
stringagg=StringAgg('char_field', delimiter=';', ordering=ordering)
)
self.assertEqual(values, {'stringagg': expected_output})
def test_string_agg_jsonfield_ordering(self):
values = AggregateTestModel.objects.aggregate(
stringagg=StringAgg(
KeyTextTransform('lang', 'json_field'),
delimiter=';',
ordering=KeyTextTransform('lang', 'json_field'),
output_field=CharField(),
),
)
self.assertEqual(values, {'stringagg': 'en;pl'})
def test_string_agg_filter(self):
values = AggregateTestModel.objects.aggregate(
stringagg=StringAgg(
'char_field',
delimiter=';',
filter=Q(char_field__endswith='3') | Q(char_field__endswith='1'),
)
)
self.assertEqual(values, {'stringagg': 'Foo1;Foo3'})
def test_string_agg_empty_result(self):
AggregateTestModel.objects.all().delete()
values = AggregateTestModel.objects.aggregate(stringagg=StringAgg('char_field', delimiter=';'))
self.assertEqual(values, {'stringagg': ''})
def test_orderable_agg_alternative_fields(self):
values = AggregateTestModel.objects.aggregate(
arrayagg=ArrayAgg('integer_field', ordering=F('char_field').asc())
)
self.assertEqual(values, {'arrayagg': [0, 1, 0, 2]})
def test_json_agg(self):
values = AggregateTestModel.objects.aggregate(jsonagg=JSONBAgg('char_field'))
self.assertEqual(values, {'jsonagg': ['Foo1', 'Foo2', 'Foo4', 'Foo3']})
def test_json_agg_empty(self):
values = AggregateTestModel.objects.none().aggregate(jsonagg=JSONBAgg('integer_field'))
self.assertEqual(values, json.loads('{"jsonagg": []}'))
def test_json_agg_charfield_ordering(self):
ordering_test_cases = (
(F('char_field').desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
(F('char_field').asc(), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
(F('char_field'), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
('char_field', ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
('-char_field', ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
(Concat('char_field', Value('@')), ['Foo1', 'Foo2', 'Foo3', 'Foo4']),
(Concat('char_field', Value('@')).desc(), ['Foo4', 'Foo3', 'Foo2', 'Foo1']),
)
for ordering, expected_output in ordering_test_cases:
with self.subTest(ordering=ordering, expected_output=expected_output):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg('char_field', ordering=ordering),
)
self.assertEqual(values, {'jsonagg': expected_output})
def test_json_agg_integerfield_ordering(self):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg('integer_field', ordering=F('integer_field').desc()),
)
self.assertEqual(values, {'jsonagg': [2, 1, 0, 0]})
def test_json_agg_booleanfield_ordering(self):
ordering_test_cases = (
(F('boolean_field').asc(), [False, False, True, True]),
(F('boolean_field').desc(), [True, True, False, False]),
(F('boolean_field'), [False, False, True, True]),
)
for ordering, expected_output in ordering_test_cases:
with self.subTest(ordering=ordering, expected_output=expected_output):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg('boolean_field', ordering=ordering),
)
self.assertEqual(values, {'jsonagg': expected_output})
def test_json_agg_jsonfield_ordering(self):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg(
KeyTransform('lang', 'json_field'),
filter=Q(json_field__lang__isnull=False),
ordering=KeyTransform('lang', 'json_field'),
),
)
self.assertEqual(values, {'jsonagg': ['en', 'pl']})
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]],
)
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_json_agg_distinct_false(self):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg('char_field', distinct=False),
)
self.assertEqual(sorted(values['jsonagg']), ['Bar', 'Foo', 'Foo'])
def test_json_agg_distinct_true(self):
values = AggregateTestModel.objects.aggregate(
jsonagg=JSONBAgg('char_field', distinct=True),
)
self.assertEqual(sorted(values['jsonagg']), ['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_corr_general(self):
values = StatTestModel.objects.aggregate(corr=Corr(y='int2', x='int1'))
self.assertEqual(values, {'corr': -1.0})
def test_corr_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(corr=Corr(y='int2', x='int1'))
self.assertEqual(values, {'corr': None})
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_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(covarpop=CovarPop(y='int2', x='int1'))
self.assertEqual(values, {'covarpop': None})
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_covar_pop_sample_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(covarpop=CovarPop(y='int2', x='int1', sample=True))
self.assertEqual(values, {'covarpop': None})
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_avgx_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regravgx=RegrAvgX(y='int2', x='int1'))
self.assertEqual(values, {'regravgx': None})
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_avgy_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regravgy=RegrAvgY(y='int2', x='int1'))
self.assertEqual(values, {'regravgy': None})
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_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrcount=RegrCount(y='int2', x='int1'))
self.assertEqual(values, {'regrcount': 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_intercept_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrintercept=RegrIntercept(y='int2', x='int1'))
self.assertEqual(values, {'regrintercept': None})
def test_regr_r2_general(self):
values = StatTestModel.objects.aggregate(regrr2=RegrR2(y='int2', x='int1'))
self.assertEqual(values, {'regrr2': 1})
def test_regr_r2_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrr2=RegrR2(y='int2', x='int1'))
self.assertEqual(values, {'regrr2': None})
def test_regr_slope_general(self):
values = StatTestModel.objects.aggregate(regrslope=RegrSlope(y='int2', x='int1'))
self.assertEqual(values, {'regrslope': -1})
def test_regr_slope_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrslope=RegrSlope(y='int2', x='int1'))
self.assertEqual(values, {'regrslope': None})
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_sxx_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrsxx=RegrSXX(y='int2', x='int1'))
self.assertEqual(values, {'regrsxx': None})
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_sxy_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrsxy=RegrSXY(y='int2', x='int1'))
self.assertEqual(values, {'regrsxy': None})
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_syy_empty_result(self):
StatTestModel.objects.all().delete()
values = StatTestModel.objects.aggregate(regrsyy=RegrSYY(y='int2', x='int1'))
self.assertEqual(values, {'regrsyy': None})
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})