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django/tests/postgres_tests/test_search.py

772 lines
28 KiB
Python

"""
Test PostgreSQL full text search.
These tests use dialogue from the 1975 film Monty Python and the Holy Grail.
All text copyright Python (Monty) Pictures. Thanks to sacred-texts.com for the
transcript.
"""
from django.db.models import F, Value
from . import PostgreSQLSimpleTestCase, PostgreSQLTestCase
from .models import Character, Line, LineSavedSearch, Scene
try:
from django.contrib.postgres.search import (
SearchConfig,
SearchHeadline,
SearchQuery,
SearchRank,
SearchVector,
)
except ImportError:
pass
class GrailTestData:
@classmethod
def setUpTestData(cls):
cls.robin = Scene.objects.create(
scene="Scene 10", setting="The dark forest of Ewing"
)
cls.minstrel = Character.objects.create(name="Minstrel")
verses = [
(
"Bravely bold Sir Robin, rode forth from Camelot. "
"He was not afraid to die, o Brave Sir Robin. "
"He was not at all afraid to be killed in nasty ways. "
"Brave, brave, brave, brave Sir Robin"
),
(
"He was not in the least bit scared to be mashed into a pulp, "
"Or to have his eyes gouged out, and his elbows broken. "
"To have his kneecaps split, and his body burned away, "
"And his limbs all hacked and mangled, brave Sir Robin!"
),
(
"His head smashed in and his heart cut out, "
"And his liver removed and his bowels unplugged, "
"And his nostrils ripped and his bottom burned off,"
"And his --"
),
]
cls.verses = [
Line.objects.create(
scene=cls.robin,
character=cls.minstrel,
dialogue=verse,
)
for verse in verses
]
cls.verse0, cls.verse1, cls.verse2 = cls.verses
cls.witch_scene = Scene.objects.create(
scene="Scene 5", setting="Sir Bedemir's Castle"
)
bedemir = Character.objects.create(name="Bedemir")
crowd = Character.objects.create(name="Crowd")
witch = Character.objects.create(name="Witch")
duck = Character.objects.create(name="Duck")
cls.bedemir0 = Line.objects.create(
scene=cls.witch_scene,
character=bedemir,
dialogue="We shall use my larger scales!",
dialogue_config="english",
)
cls.bedemir1 = Line.objects.create(
scene=cls.witch_scene,
character=bedemir,
dialogue="Right, remove the supports!",
dialogue_config="english",
)
cls.duck = Line.objects.create(
scene=cls.witch_scene, character=duck, dialogue=None
)
cls.crowd = Line.objects.create(
scene=cls.witch_scene, character=crowd, dialogue="A witch! A witch!"
)
cls.witch = Line.objects.create(
scene=cls.witch_scene, character=witch, dialogue="It's a fair cop."
)
trojan_rabbit = Scene.objects.create(
scene="Scene 8", setting="The castle of Our Master Ruiz' de lu la Ramper"
)
guards = Character.objects.create(name="French Guards")
cls.french = Line.objects.create(
scene=trojan_rabbit,
character=guards,
dialogue="Oh. Un beau cadeau. Oui oui.",
dialogue_config="french",
)
class SimpleSearchTest(GrailTestData, PostgreSQLTestCase):
def test_simple(self):
searched = Line.objects.filter(dialogue__search="elbows")
self.assertSequenceEqual(searched, [self.verse1])
def test_non_exact_match(self):
self.check_default_text_search_config()
searched = Line.objects.filter(dialogue__search="hearts")
self.assertSequenceEqual(searched, [self.verse2])
def test_search_two_terms(self):
self.check_default_text_search_config()
searched = Line.objects.filter(dialogue__search="heart bowel")
self.assertSequenceEqual(searched, [self.verse2])
def test_search_two_terms_with_partial_match(self):
searched = Line.objects.filter(dialogue__search="Robin killed")
self.assertSequenceEqual(searched, [self.verse0])
def test_search_query_config(self):
searched = Line.objects.filter(
dialogue__search=SearchQuery("nostrils", config="simple"),
)
self.assertSequenceEqual(searched, [self.verse2])
def test_search_with_F_expression(self):
# Non-matching query.
LineSavedSearch.objects.create(line=self.verse1, query="hearts")
# Matching query.
match = LineSavedSearch.objects.create(line=self.verse1, query="elbows")
for query_expression in [F("query"), SearchQuery(F("query"))]:
with self.subTest(query_expression):
searched = LineSavedSearch.objects.filter(
line__dialogue__search=query_expression,
)
self.assertSequenceEqual(searched, [match])
class SearchVectorFieldTest(GrailTestData, PostgreSQLTestCase):
def test_existing_vector(self):
Line.objects.update(dialogue_search_vector=SearchVector("dialogue"))
searched = Line.objects.filter(
dialogue_search_vector=SearchQuery("Robin killed")
)
self.assertSequenceEqual(searched, [self.verse0])
def test_existing_vector_config_explicit(self):
Line.objects.update(dialogue_search_vector=SearchVector("dialogue"))
searched = Line.objects.filter(
dialogue_search_vector=SearchQuery("cadeaux", config="french")
)
self.assertSequenceEqual(searched, [self.french])
def test_single_coalesce_expression(self):
searched = Line.objects.annotate(search=SearchVector("dialogue")).filter(
search="cadeaux"
)
self.assertNotIn("COALESCE(COALESCE", str(searched.query))
def test_values_with_percent(self):
searched = Line.objects.annotate(
search=SearchVector(Value("This week everything is 10% off"))
).filter(search="10 % off")
self.assertEqual(len(searched), 9)
class SearchConfigTests(PostgreSQLSimpleTestCase):
def test_from_parameter(self):
self.assertIsNone(SearchConfig.from_parameter(None))
self.assertEqual(SearchConfig.from_parameter("foo"), SearchConfig("foo"))
self.assertEqual(
SearchConfig.from_parameter(SearchConfig("bar")), SearchConfig("bar")
)
class MultipleFieldsTest(GrailTestData, PostgreSQLTestCase):
def test_simple_on_dialogue(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="elbows")
self.assertSequenceEqual(searched, [self.verse1])
def test_simple_on_scene(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="Forest")
self.assertCountEqual(searched, self.verses)
def test_non_exact_match(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="heart")
self.assertSequenceEqual(searched, [self.verse2])
def test_search_two_terms(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="heart forest")
self.assertSequenceEqual(searched, [self.verse2])
def test_terms_adjacent(self):
searched = Line.objects.annotate(
search=SearchVector("character__name", "dialogue"),
).filter(search="minstrel")
self.assertCountEqual(searched, self.verses)
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="minstrelbravely")
self.assertSequenceEqual(searched, [])
def test_search_with_null(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search="bedemir")
self.assertCountEqual(
searched, [self.bedemir0, self.bedemir1, self.crowd, self.witch, self.duck]
)
def test_search_with_non_text(self):
searched = Line.objects.annotate(
search=SearchVector("id"),
).filter(search=str(self.crowd.id))
self.assertSequenceEqual(searched, [self.crowd])
def test_phrase_search(self):
line_qs = Line.objects.annotate(search=SearchVector("dialogue"))
searched = line_qs.filter(
search=SearchQuery("burned body his away", search_type="phrase")
)
self.assertSequenceEqual(searched, [])
searched = line_qs.filter(
search=SearchQuery("his body burned away", search_type="phrase")
)
self.assertSequenceEqual(searched, [self.verse1])
def test_phrase_search_with_config(self):
line_qs = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue", config="french"),
)
searched = line_qs.filter(
search=SearchQuery("cadeau beau un", search_type="phrase", config="french"),
)
self.assertSequenceEqual(searched, [])
searched = line_qs.filter(
search=SearchQuery("un beau cadeau", search_type="phrase", config="french"),
)
self.assertSequenceEqual(searched, [self.french])
def test_raw_search(self):
line_qs = Line.objects.annotate(search=SearchVector("dialogue"))
searched = line_qs.filter(search=SearchQuery("Robin", search_type="raw"))
self.assertCountEqual(searched, [self.verse0, self.verse1])
searched = line_qs.filter(
search=SearchQuery("Robin & !'Camelot'", search_type="raw")
)
self.assertSequenceEqual(searched, [self.verse1])
def test_raw_search_with_config(self):
line_qs = Line.objects.annotate(
search=SearchVector("dialogue", config="french")
)
searched = line_qs.filter(
search=SearchQuery(
"'cadeaux' & 'beaux'", search_type="raw", config="french"
),
)
self.assertSequenceEqual(searched, [self.french])
def test_web_search(self):
line_qs = Line.objects.annotate(search=SearchVector("dialogue"))
searched = line_qs.filter(
search=SearchQuery(
'"burned body" "split kneecaps"',
search_type="websearch",
),
)
self.assertSequenceEqual(searched, [])
searched = line_qs.filter(
search=SearchQuery(
'"body burned" "kneecaps split" -"nostrils"',
search_type="websearch",
),
)
self.assertSequenceEqual(searched, [self.verse1])
searched = line_qs.filter(
search=SearchQuery(
'"Sir Robin" ("kneecaps" OR "Camelot")',
search_type="websearch",
),
)
self.assertSequenceEqual(searched, [self.verse0, self.verse1])
def test_web_search_with_config(self):
line_qs = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue", config="french"),
)
searched = line_qs.filter(
search=SearchQuery(
"cadeau -beau", search_type="websearch", config="french"
),
)
self.assertSequenceEqual(searched, [])
searched = line_qs.filter(
search=SearchQuery("beau cadeau", search_type="websearch", config="french"),
)
self.assertSequenceEqual(searched, [self.french])
def test_bad_search_type(self):
with self.assertRaisesMessage(
ValueError, "Unknown search_type argument 'foo'."
):
SearchQuery("kneecaps", search_type="foo")
def test_config_query_explicit(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue", config="french"),
).filter(search=SearchQuery("cadeaux", config="french"))
self.assertSequenceEqual(searched, [self.french])
def test_config_query_implicit(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue", config="french"),
).filter(search="cadeaux")
self.assertSequenceEqual(searched, [self.french])
def test_config_from_field_explicit(self):
searched = Line.objects.annotate(
search=SearchVector(
"scene__setting", "dialogue", config=F("dialogue_config")
),
).filter(search=SearchQuery("cadeaux", config=F("dialogue_config")))
self.assertSequenceEqual(searched, [self.french])
def test_config_from_field_implicit(self):
searched = Line.objects.annotate(
search=SearchVector(
"scene__setting", "dialogue", config=F("dialogue_config")
),
).filter(search="cadeaux")
self.assertSequenceEqual(searched, [self.french])
class TestCombinations(GrailTestData, PostgreSQLTestCase):
def test_vector_add(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting") + SearchVector("character__name"),
).filter(search="bedemir")
self.assertCountEqual(
searched, [self.bedemir0, self.bedemir1, self.crowd, self.witch, self.duck]
)
def test_vector_add_multi(self):
searched = Line.objects.annotate(
search=(
SearchVector("scene__setting")
+ SearchVector("character__name")
+ SearchVector("dialogue")
),
).filter(search="bedemir")
self.assertCountEqual(
searched, [self.bedemir0, self.bedemir1, self.crowd, self.witch, self.duck]
)
def test_vector_combined_mismatch(self):
msg = (
"SearchVector can only be combined with other SearchVector "
"instances, got NoneType."
)
with self.assertRaisesMessage(TypeError, msg):
Line.objects.filter(dialogue__search=None + SearchVector("character__name"))
def test_combine_different_vector_configs(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
search=(
SearchVector("dialogue", config="english")
+ SearchVector("dialogue", config="french")
),
).filter(
search=SearchQuery("cadeaux", config="french") | SearchQuery("nostrils")
)
self.assertCountEqual(searched, [self.french, self.verse2])
def test_query_and(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(search=SearchQuery("bedemir") & SearchQuery("scales"))
self.assertSequenceEqual(searched, [self.bedemir0])
def test_query_multiple_and(self):
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(
search=SearchQuery("bedemir")
& SearchQuery("scales")
& SearchQuery("nostrils")
)
self.assertSequenceEqual(searched, [])
searched = Line.objects.annotate(
search=SearchVector("scene__setting", "dialogue"),
).filter(
search=SearchQuery("shall") & SearchQuery("use") & SearchQuery("larger")
)
self.assertSequenceEqual(searched, [self.bedemir0])
def test_query_or(self):
searched = Line.objects.filter(
dialogue__search=SearchQuery("kneecaps") | SearchQuery("nostrils")
)
self.assertCountEqual(searched, [self.verse1, self.verse2])
def test_query_multiple_or(self):
searched = Line.objects.filter(
dialogue__search=SearchQuery("kneecaps")
| SearchQuery("nostrils")
| SearchQuery("Sir Robin")
)
self.assertCountEqual(searched, [self.verse1, self.verse2, self.verse0])
def test_query_invert(self):
searched = Line.objects.filter(
character=self.minstrel, dialogue__search=~SearchQuery("kneecaps")
)
self.assertCountEqual(searched, [self.verse0, self.verse2])
def test_combine_different_configs(self):
searched = Line.objects.filter(
dialogue__search=(
SearchQuery("cadeau", config="french")
| SearchQuery("nostrils", config="english")
)
)
self.assertCountEqual(searched, [self.french, self.verse2])
def test_combined_configs(self):
searched = Line.objects.filter(
dialogue__search=(
SearchQuery("nostrils", config="simple")
& SearchQuery("bowels", config="simple")
),
)
self.assertSequenceEqual(searched, [self.verse2])
def test_combine_raw_phrase(self):
self.check_default_text_search_config()
searched = Line.objects.filter(
dialogue__search=(
SearchQuery("burn:*", search_type="raw", config="simple")
| SearchQuery("rode forth from Camelot", search_type="phrase")
)
)
self.assertCountEqual(searched, [self.verse0, self.verse1, self.verse2])
def test_query_combined_mismatch(self):
msg = (
"SearchQuery can only be combined with other SearchQuery "
"instances, got NoneType."
)
with self.assertRaisesMessage(TypeError, msg):
Line.objects.filter(dialogue__search=None | SearchQuery("kneecaps"))
with self.assertRaisesMessage(TypeError, msg):
Line.objects.filter(dialogue__search=None & SearchQuery("kneecaps"))
class TestRankingAndWeights(GrailTestData, PostgreSQLTestCase):
def test_ranking(self):
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank(
SearchVector("dialogue"), SearchQuery("brave sir robin")
),
)
.order_by("rank")
)
self.assertSequenceEqual(searched, [self.verse2, self.verse1, self.verse0])
def test_rank_passing_untyped_args(self):
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank("dialogue", "brave sir robin"),
)
.order_by("rank")
)
self.assertSequenceEqual(searched, [self.verse2, self.verse1, self.verse0])
def test_weights_in_vector(self):
vector = SearchVector("dialogue", weight="A") + SearchVector(
"character__name", weight="D"
)
searched = (
Line.objects.filter(scene=self.witch_scene)
.annotate(
rank=SearchRank(vector, SearchQuery("witch")),
)
.order_by("-rank")[:2]
)
self.assertSequenceEqual(searched, [self.crowd, self.witch])
vector = SearchVector("dialogue", weight="D") + SearchVector(
"character__name", weight="A"
)
searched = (
Line.objects.filter(scene=self.witch_scene)
.annotate(
rank=SearchRank(vector, SearchQuery("witch")),
)
.order_by("-rank")[:2]
)
self.assertSequenceEqual(searched, [self.witch, self.crowd])
def test_ranked_custom_weights(self):
vector = SearchVector("dialogue", weight="D") + SearchVector(
"character__name", weight="A"
)
weights = [1.0, 0.0, 0.0, 0.5]
searched = (
Line.objects.filter(scene=self.witch_scene)
.annotate(
rank=SearchRank(vector, SearchQuery("witch"), weights=weights),
)
.order_by("-rank")[:2]
)
self.assertSequenceEqual(searched, [self.crowd, self.witch])
def test_ranking_chaining(self):
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank(
SearchVector("dialogue"), SearchQuery("brave sir robin")
),
)
.filter(rank__gt=0.3)
)
self.assertSequenceEqual(searched, [self.verse0])
def test_cover_density_ranking(self):
not_dense_verse = Line.objects.create(
scene=self.robin,
character=self.minstrel,
dialogue=(
"Bravely taking to his feet, he beat a very brave retreat. "
"A brave retreat brave Sir Robin."
),
)
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank(
SearchVector("dialogue"),
SearchQuery("brave robin"),
cover_density=True,
),
)
.order_by("rank", "-pk")
)
self.assertSequenceEqual(
searched,
[self.verse2, not_dense_verse, self.verse1, self.verse0],
)
def test_ranking_with_normalization(self):
short_verse = Line.objects.create(
scene=self.robin,
character=self.minstrel,
dialogue="A brave retreat brave Sir Robin.",
)
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank(
SearchVector("dialogue"),
SearchQuery("brave sir robin"),
# Divide the rank by the document length.
normalization=2,
),
)
.order_by("rank")
)
self.assertSequenceEqual(
searched,
[self.verse2, self.verse1, self.verse0, short_verse],
)
def test_ranking_with_masked_normalization(self):
short_verse = Line.objects.create(
scene=self.robin,
character=self.minstrel,
dialogue="A brave retreat brave Sir Robin.",
)
searched = (
Line.objects.filter(character=self.minstrel)
.annotate(
rank=SearchRank(
SearchVector("dialogue"),
SearchQuery("brave sir robin"),
# Divide the rank by the document length and by the number of
# unique words in document.
normalization=Value(2).bitor(Value(8)),
),
)
.order_by("rank")
)
self.assertSequenceEqual(
searched,
[self.verse2, self.verse1, self.verse0, short_verse],
)
class SearchQueryTests(PostgreSQLSimpleTestCase):
def test_str(self):
tests = (
(~SearchQuery("a"), "~SearchQuery(Value('a'))"),
(
(SearchQuery("a") | SearchQuery("b"))
& (SearchQuery("c") | SearchQuery("d")),
"((SearchQuery(Value('a')) || SearchQuery(Value('b'))) && "
"(SearchQuery(Value('c')) || SearchQuery(Value('d'))))",
),
(
SearchQuery("a") & (SearchQuery("b") | SearchQuery("c")),
"(SearchQuery(Value('a')) && (SearchQuery(Value('b')) || "
"SearchQuery(Value('c'))))",
),
(
(SearchQuery("a") | SearchQuery("b")) & SearchQuery("c"),
"((SearchQuery(Value('a')) || SearchQuery(Value('b'))) && "
"SearchQuery(Value('c')))",
),
(
SearchQuery("a")
& (SearchQuery("b") & (SearchQuery("c") | SearchQuery("d"))),
"(SearchQuery(Value('a')) && (SearchQuery(Value('b')) && "
"(SearchQuery(Value('c')) || SearchQuery(Value('d')))))",
),
)
for query, expected_str in tests:
with self.subTest(query=query):
self.assertEqual(str(query), expected_str)
class SearchHeadlineTests(GrailTestData, PostgreSQLTestCase):
def test_headline(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
headline=SearchHeadline(
F("dialogue"),
SearchQuery("brave sir robin"),
config=SearchConfig("english"),
),
).get(pk=self.verse0.pk)
self.assertEqual(
searched.headline,
"<b>Robin</b>. He was not at all afraid to be killed in nasty "
"ways. <b>Brave</b>, <b>brave</b>, <b>brave</b>, <b>brave</b> "
"<b>Sir</b> <b>Robin</b>",
)
def test_headline_untyped_args(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
headline=SearchHeadline("dialogue", "killed", config="english"),
).get(pk=self.verse0.pk)
self.assertEqual(
searched.headline,
"Robin. He was not at all afraid to be <b>killed</b> in nasty "
"ways. Brave, brave, brave, brave Sir Robin",
)
def test_headline_with_config(self):
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
SearchQuery("cadeaux", config="french"),
config="french",
),
).get(pk=self.french.pk)
self.assertEqual(
searched.headline,
"Oh. Un beau <b>cadeau</b>. Oui oui.",
)
def test_headline_with_config_from_field(self):
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
SearchQuery("cadeaux", config=F("dialogue_config")),
config=F("dialogue_config"),
),
).get(pk=self.french.pk)
self.assertEqual(
searched.headline,
"Oh. Un beau <b>cadeau</b>. Oui oui.",
)
def test_headline_separator_options(self):
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
"brave sir robin",
start_sel="<span>",
stop_sel="</span>",
),
).get(pk=self.verse0.pk)
self.assertEqual(
searched.headline,
"<span>Robin</span>. He was not at all afraid to be killed in "
"nasty ways. <span>Brave</span>, <span>brave</span>, <span>brave"
"</span>, <span>brave</span> <span>Sir</span> <span>Robin</span>",
)
def test_headline_highlight_all_option(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
SearchQuery("brave sir robin", config="english"),
highlight_all=True,
),
).get(pk=self.verse0.pk)
self.assertIn(
"<b>Bravely</b> bold <b>Sir</b> <b>Robin</b>, rode forth from "
"Camelot. He was not afraid to die, o ",
searched.headline,
)
def test_headline_short_word_option(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
SearchQuery("Camelot", config="english"),
short_word=5,
min_words=8,
),
).get(pk=self.verse0.pk)
self.assertEqual(
searched.headline,
(
"<b>Camelot</b>. He was not afraid to die, o Brave Sir Robin. He "
"was not at all afraid"
),
)
def test_headline_fragments_words_options(self):
self.check_default_text_search_config()
searched = Line.objects.annotate(
headline=SearchHeadline(
"dialogue",
SearchQuery("brave sir robin", config="english"),
fragment_delimiter="...<br>",
max_fragments=4,
max_words=3,
min_words=1,
),
).get(pk=self.verse0.pk)
self.assertEqual(
searched.headline,
"<b>Sir</b> <b>Robin</b>, rode...<br>"
"<b>Brave</b> <b>Sir</b> <b>Robin</b>...<br>"
"<b>Brave</b>, <b>brave</b>, <b>brave</b>...<br>"
"<b>brave</b> <b>Sir</b> <b>Robin</b>",
)