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Fixed #24938 -- Added PostgreSQL trigram support.
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@ -3,7 +3,7 @@ from django.db.backends.signals import connection_created
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from django.db.models import CharField, TextField
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from django.utils.translation import ugettext_lazy as _
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from .lookups import SearchLookup, Unaccent
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from .lookups import SearchLookup, TrigramSimilar, Unaccent
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from .signals import register_hstore_handler
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@ -17,3 +17,5 @@ class PostgresConfig(AppConfig):
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TextField.register_lookup(Unaccent)
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CharField.register_lookup(SearchLookup)
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TextField.register_lookup(SearchLookup)
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CharField.register_lookup(TrigramSimilar)
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TextField.register_lookup(TrigramSimilar)
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@ -60,3 +60,8 @@ class SearchLookup(SearchVectorExact):
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self.lhs = SearchVector(self.lhs)
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lhs, lhs_params = super(SearchLookup, self).process_lhs(qn, connection)
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return lhs, lhs_params
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class TrigramSimilar(PostgresSimpleLookup):
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lookup_name = 'trigram_similar'
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operator = '%%'
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@ -40,3 +40,9 @@ class UnaccentExtension(CreateExtension):
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def __init__(self):
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self.name = 'unaccent'
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class TrigramExtension(CreateExtension):
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def __init__(self):
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self.name = 'pg_trgm'
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@ -185,3 +185,19 @@ class SearchRank(Func):
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SearchVectorField.register_lookup(SearchVectorExact)
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class TrigramBase(Func):
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def __init__(self, expression, string, **extra):
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if not hasattr(string, 'resolve_expression'):
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string = Value(string)
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super(TrigramBase, self).__init__(expression, string, output_field=FloatField(), **extra)
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class TrigramSimilarity(TrigramBase):
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function = 'SIMILARITY'
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class TrigramDistance(TrigramBase):
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function = ''
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arg_joiner = ' <-> '
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@ -2,6 +2,32 @@
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PostgreSQL specific lookups
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===========================
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Trigram similarity
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==================
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.. fieldlookup:: trigram_similar
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.. versionadded:: 1.10
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The ``trigram_similar`` lookup allows you to perform trigram lookups,
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measuring the number of trigrams (three consecutive characters) shared, using a
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dedicated PostgreSQL extension. A trigram lookup is given an expression and
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returns results that have a similarity measurement greater than the current
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similarity threshold.
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To use it, add ``'django.contrib.postgres'`` in your :setting:`INSTALLED_APPS`
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and activate the `pg_trgm extension
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<http://www.postgresql.org/docs/current/interactive/pgtrgm.html>`_ on
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PostgreSQL. You can install the extension using the
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:class:`~django.contrib.postgres.operations.TrigramExtension` migration
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operation.
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The ``trigram_similar`` lookup can be used on
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:class:`~django.db.models.CharField` and :class:`~django.db.models.TextField`::
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>>> City.objects.filter(name__trigram_similar="Middlesborough")
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['<City: Middlesbrough>']
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``Unaccent``
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============
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@ -27,6 +27,16 @@ the ``django.contrib.postgres.operations`` module.
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which will install the ``hstore`` extension and also immediately set up the
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connection to interpret hstore data.
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``TrigramExtension``
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====================
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.. class:: TrigramExtension()
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.. versionadded:: 1.10
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A subclass of :class:`~django.contrib.postgres.operations.CreateExtension`
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that installs the ``pg_trgm`` extension.
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``UnaccentExtension``
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=====================
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@ -189,3 +189,58 @@ if it were an annotated ``SearchVector``::
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[<Entry: Cheese on Toast recipes>, <Entry: Pizza recipes>]
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.. _PostgreSQL documentation: http://www.postgresql.org/docs/current/static/textsearch-features.html#TEXTSEARCH-UPDATE-TRIGGERS
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Trigram similarity
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==================
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Another approach to searching is trigram similarity. A trigram is a group of
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three consecutive characters. In addition to the :lookup:`trigram_similar`
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lookup, you can use a couple of other expressions.
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To use them, you need to activate the `pg_trgm extension
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<http://www.postgresql.org/docs/current/interactive/pgtrgm.html>`_ on
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PostgreSQL. You can install it using the
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:class:`~django.contrib.postgres.operations.TrigramExtension` migration
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operation.
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``TrigramSimilarity``
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---------------------
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.. class:: TrigramSimilarity(expression, string, **extra)
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.. versionadded:: 1.10
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Accepts a field name or expression, and a string or expression. Returns the
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trigram similarity between the two arguments.
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Usage example::
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>>> from django.contrib.postgres.search import TrigramSimilarity
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>>> Author.objects.create(name='Katy Stevens')
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>>> Author.objects.create(name='Stephen Keats')
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>>> test = 'Katie Stephens'
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>>> Author.objects.annotate(
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... similarity=TrigramSimilarity('name', test),
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... ).filter(similarity__gt=0.3).order_by('-similarity')
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[<Author: Katy Stephens>, <Author: Stephen Keats>]
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``TrigramDistance``
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-------------------
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.. class:: TrigramDistance(expression, string, **extra)
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.. versionadded:: 1.10
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Accepts a field name or expression, and a string or expression. Returns the
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trigram distance between the two arguments.
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Usage example::
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>>> from django.contrib.postgres.search import TrigramDistance
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>>> Author.objects.create(name='Katy Stevens')
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>>> Author.objects.create(name='Stephen Keats')
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>>> test = 'Katie Stephens'
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>>> Author.objects.annotate(
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... distance=TrigramDistance('name', test),
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... ).filter(distance__lte=0.7).order_by('distance')
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[<Author: Katy Stephens>, <Author: Stephen Keats>]
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@ -33,6 +33,10 @@ search engine. You can search across multiple fields in your relational
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database, combine the searches with other lookups, use different language
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configurations and weightings, and rank the results by relevance.
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It also now includes trigram support, using the :lookup:`trigram_similar`
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lookup, and the :class:`~django.contrib.postgres.search.TrigramSimilarity` and
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:class:`~django.contrib.postgres.search.TrigramDistance` expressions.
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Minor features
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--------------
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@ -55,11 +55,12 @@ use :lookup:`unaccented comparison <unaccent>`::
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This shows another issue, where we are matching against a different spelling of
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the name. In this case we have an asymmetry though - a search for ``Helen``
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will pick up ``Helena`` or ``Hélène``, but not the reverse. Another option
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would be to use a trigram comparison, which compares sequences of letters.
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would be to use a :lookup:`trigram_similar` comparison, which compares
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sequences of letters.
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For example::
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>>> Author.objects.filter(name__unaccent__lower__trigram='Hélène')
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>>> Author.objects.filter(name__unaccent__lower__trigram_similar='Hélène')
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[<Author: Helen Mirren>, <Actor: Hélène Joy>]
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Now we have a different problem - the longer name of "Helena Bonham Carter"
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@ -5,12 +5,13 @@ from django.db import migrations
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try:
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from django.contrib.postgres.operations import (
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CreateExtension, HStoreExtension, UnaccentExtension,
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CreateExtension, HStoreExtension, TrigramExtension, UnaccentExtension,
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)
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except ImportError:
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from django.test import mock
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CreateExtension = mock.Mock()
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HStoreExtension = mock.Mock()
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TrigramExtension = mock.Mock()
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UnaccentExtension = mock.Mock()
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@ -21,5 +22,6 @@ class Migration(migrations.Migration):
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# dash in its name.
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CreateExtension('uuid-ossp'),
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HStoreExtension(),
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TrigramExtension(),
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UnaccentExtension(),
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]
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53
tests/postgres_tests/test_trigram.py
Normal file
53
tests/postgres_tests/test_trigram.py
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@ -0,0 +1,53 @@
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from django.contrib.postgres.search import TrigramDistance, TrigramSimilarity
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from django.test import modify_settings
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from . import PostgreSQLTestCase
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from .models import CharFieldModel, TextFieldModel
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@modify_settings(INSTALLED_APPS={'append': 'django.contrib.postgres'})
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class TrigramTest(PostgreSQLTestCase):
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Model = CharFieldModel
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@classmethod
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def setUpTestData(cls):
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cls.Model.objects.bulk_create([
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cls.Model(field='Matthew'),
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cls.Model(field='Cat sat on mat.'),
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cls.Model(field='Dog sat on rug.'),
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])
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def test_trigram_search(self):
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self.assertQuerysetEqual(
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self.Model.objects.filter(field__trigram_similar='Mathew'),
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['Matthew'],
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transform=lambda instance: instance.field,
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)
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def test_trigram_similarity(self):
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search = 'Bat sat on cat.'
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self.assertQuerysetEqual(
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self.Model.objects.filter(
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field__trigram_similar=search,
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).annotate(similarity=TrigramSimilarity('field', search)).order_by('-similarity'),
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[('Cat sat on mat.', 0.625), ('Dog sat on rug.', 0.333333)],
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transform=lambda instance: (instance.field, instance.similarity),
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ordered=True,
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)
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def test_trigram_similarity_alternate(self):
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self.assertQuerysetEqual(
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self.Model.objects.annotate(
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distance=TrigramDistance('field', 'Bat sat on cat.'),
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).filter(distance__lte=0.7).order_by('distance'),
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[('Cat sat on mat.', 0.375), ('Dog sat on rug.', 0.666667)],
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transform=lambda instance: (instance.field, instance.distance),
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ordered=True,
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)
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class TrigramTextFieldTest(TrigramTest):
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"""
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TextField has the same behavior as CharField regarding trigram lookups.
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"""
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Model = TextFieldModel
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