django/tests/postgres_tests/test_search.py

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"""
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 import connection
from django.db.models import F, Value
from django.test import modify_settings
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",
)
@modify_settings(INSTALLED_APPS={"append": "django.contrib.postgres"})
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):
searched = Line.objects.filter(dialogue__search="hearts")
self.assertSequenceEqual(searched, [self.verse2])
def test_search_two_terms(self):
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])
@modify_settings(INSTALLED_APPS={"append": "django.contrib.postgres"})
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))
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])
@modify_settings(INSTALLED_APPS={"append": "django.contrib.postgres"})
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):
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):
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"))
@modify_settings(INSTALLED_APPS={"append": "django.contrib.postgres"})
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"
)
searched = (
Line.objects.filter(scene=self.witch_scene)
.annotate(
rank=SearchRank(vector, SearchQuery("witch"), weights=[1, 0, 0, 0.5]),
)
.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 SearchVectorIndexTests(PostgreSQLTestCase):
def test_search_vector_index(self):
"""SearchVector generates IMMUTABLE SQL in order to be indexable."""
# This test should be moved to test_indexes and use a functional
# index instead once support lands (see #26167).
query = Line.objects.all().query
resolved = SearchVector("id", "dialogue", config="english").resolve_expression(
query
)
compiler = query.get_compiler(connection.alias)
sql, params = resolved.as_sql(compiler, connection)
# Indexed function must be IMMUTABLE.
with connection.cursor() as cursor:
cursor.execute(
"CREATE INDEX search_vector_index ON %s USING GIN (%s)"
% (Line._meta.db_table, sql),
params,
)
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)
@modify_settings(INSTALLED_APPS={"append": "django.contrib.postgres"})
class SearchHeadlineTests(GrailTestData, PostgreSQLTestCase):
def test_headline(self):
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):
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):
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):
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):
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>",
)