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from __future__ import with_statement
import inspect
from datetime import datetime
from whoosh import analysis, fields, formats, qparser, query
from whoosh.compat import u, text_type, xrange
from whoosh.filedb.filestore import RamStorage
from whoosh.qparser import dateparse, default, plugins, syntax
from whoosh.util.times import adatetime
def _plugin_classes(ignore):
# Get all the subclasses of Plugin in whoosh.qparser.plugins
return [c for _, c in inspect.getmembers(plugins, inspect.isclass)
if plugins.Plugin in c.__bases__ and c not in ignore]
def test_combos():
qs = ('w:a "hi there"^4.2 AND x:b^2.3 OR c AND (y:d OR e) ' +
'(apple ANDNOT bear)^2.3')
init_args = {plugins.MultifieldPlugin: (["content", "title"],
{"content": 1.0, "title": 1.2}),
plugins.FieldAliasPlugin: ({"content": ("text", "body")},),
plugins.CopyFieldPlugin: ({"name": "phone"},),
plugins.PseudoFieldPlugin: ({"name": lambda x: x}),
}
pis = _plugin_classes(())
for i, plugin in enumerate(pis):
try:
pis[i] = plugin(*init_args.get(plugin, ()))
except TypeError:
raise TypeError("Error instantiating %s" % plugin)
count = 0
for i, first in enumerate(pis):
for j in xrange(len(pis)):
if i == j:
continue
plist = [p for p in pis[:j] if p is not first] + [first]
qp = qparser.QueryParser("text", None, plugins=plist)
qp.parse(qs)
count += 1
def test_field_alias():
qp = qparser.QueryParser("content", None)
qp.add_plugin(plugins.FieldAliasPlugin({"title": ("article", "caption")}))
q = qp.parse("alfa title:bravo article:charlie caption:delta")
assert text_type(q) == u("(content:alfa AND title:bravo AND title:charlie AND title:delta)")
def test_dateparser():
schema = fields.Schema(text=fields.TEXT, date=fields.DATETIME)
qp = default.QueryParser("text", schema)
errs = []
def cb(arg):
errs.append(arg)
basedate = datetime(2010, 9, 20, 15, 16, 6, 454000)
qp.add_plugin(dateparse.DateParserPlugin(basedate, callback=cb))
q = qp.parse(u("hello date:'last tuesday'"))
assert q.__class__ == query.And
assert q[1].__class__ == query.DateRange
assert q[1].startdate == adatetime(2010, 9, 14).floor()
assert q[1].enddate == adatetime(2010, 9, 14).ceil()
q = qp.parse(u("date:'3am to 5pm'"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 9, 20, 3).floor()
assert q.enddate == adatetime(2010, 9, 20, 17).ceil()
q = qp.parse(u("date:blah"))
assert q == query.NullQuery
assert errs[0] == "blah"
q = qp.parse(u("hello date:blarg"))
assert q.__unicode__() == "(text:hello AND <_NullQuery>)"
assert q[1].error == "blarg"
assert errs[1] == "blarg"
q = qp.parse(u("hello date:20055x10"))
assert q.__unicode__() == "(text:hello AND <_NullQuery>)"
assert q[1].error == "20055x10"
assert errs[2] == "20055x10"
q = qp.parse(u("hello date:'2005 19 32'"))
assert q.__unicode__() == "(text:hello AND <_NullQuery>)"
assert q[1].error == "2005 19 32"
assert errs[3] == "2005 19 32"
q = qp.parse(u("date:'march 24 to dec 12'"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 24).floor()
assert q.enddate == adatetime(2010, 12, 12).ceil()
q = qp.parse(u("date:('30 june' OR '10 july') quick"))
assert q.__class__ == query.And
assert len(q) == 2
assert q[0].__class__ == query.Or
assert q[0][0].__class__ == query.DateRange
assert q[0][1].__class__ == query.DateRange
def test_date_range():
schema = fields.Schema(text=fields.TEXT, date=fields.DATETIME)
qp = qparser.QueryParser("text", schema)
basedate = datetime(2010, 9, 20, 15, 16, 6, 454000)
qp.add_plugin(dateparse.DateParserPlugin(basedate))
q = qp.parse(u("date:['30 march' to 'next wednesday']"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 30).floor()
assert q.enddate == adatetime(2010, 9, 22).ceil()
q = qp.parse(u("date:[to 'next wednesday']"))
assert q.__class__ == query.DateRange
assert q.startdate is None
assert q.enddate == adatetime(2010, 9, 22).ceil()
q = qp.parse(u("date:['30 march' to]"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 30).floor()
assert q.enddate is None
q = qp.parse(u("date:[30 march to next wednesday]"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 30).floor()
assert q.enddate == adatetime(2010, 9, 22).ceil()
q = qp.parse(u("date:[to next wednesday]"))
assert q.__class__ == query.DateRange
assert q.startdate is None
assert q.enddate == adatetime(2010, 9, 22).ceil()
q = qp.parse(u("date:[30 march to]"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 30).floor()
assert q.enddate is None
def test_daterange_multi():
schema = fields.Schema(text=fields.TEXT, start=fields.DATETIME,
end=fields.DATETIME)
qp = qparser.QueryParser("text", schema)
basedate = datetime(2010, 9, 20, 15, 16, 6, 454000)
qp.add_plugin(dateparse.DateParserPlugin(basedate))
q = qp.parse("start:[2008 to] AND end:[2011 to 2011]")
assert q.__class__ == query.And
assert q[0].__class__ == query.DateRange
assert q[1].__class__ == query.DateRange
assert q[0].startdate == adatetime(2008).floor()
assert q[0].enddate is None
assert q[1].startdate == adatetime(2011).floor()
assert q[1].enddate == adatetime(2011).ceil()
def test_daterange_empty_field():
schema = fields.Schema(test=fields.DATETIME)
ix = RamStorage().create_index(schema)
writer = ix.writer()
writer.add_document(test=None)
writer.commit()
with ix.searcher() as s:
q = query.DateRange("test", datetime.fromtimestamp(0),
datetime.today())
r = s.search(q)
assert len(r) == 0
def test_free_dates():
a = analysis.StandardAnalyzer(stoplist=None)
schema = fields.Schema(text=fields.TEXT(analyzer=a), date=fields.DATETIME)
qp = qparser.QueryParser("text", schema)
basedate = datetime(2010, 9, 20, 15, 16, 6, 454000)
qp.add_plugin(dateparse.DateParserPlugin(basedate, free=True))
q = qp.parse(u("hello date:last tuesday"))
assert q.__class__ == query.And
assert len(q) == 2
assert q[0].__class__ == query.Term
assert q[0].text == "hello"
assert q[1].__class__ == query.DateRange
assert q[1].startdate == adatetime(2010, 9, 14).floor()
assert q[1].enddate == adatetime(2010, 9, 14).ceil()
q = qp.parse(u("date:mar 29 1972 hello"))
assert q.__class__ == query.And
assert len(q) == 2
assert q[0].__class__ == query.DateRange
assert q[0].startdate == adatetime(1972, 3, 29).floor()
assert q[0].enddate == adatetime(1972, 3, 29).ceil()
assert q[1].__class__ == query.Term
assert q[1].text == "hello"
q = qp.parse(u("date:2005 march 2"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2005, 3, 2).floor()
assert q.enddate == adatetime(2005, 3, 2).ceil()
q = qp.parse(u("date:'2005' march 2"))
assert q.__class__ == query.And
assert len(q) == 3
assert q[0].__class__ == query.DateRange
assert q[0].startdate == adatetime(2005).floor()
assert q[0].enddate == adatetime(2005).ceil()
assert q[1].__class__ == query.Term
assert q[1].fieldname == "text"
assert q[1].text == "march"
q = qp.parse(u("date:march 24 to dec 12"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 3, 24).floor()
assert q.enddate == adatetime(2010, 12, 12).ceil()
q = qp.parse(u("date:5:10pm"))
assert q.__class__ == query.DateRange
assert q.startdate == adatetime(2010, 9, 20, 17, 10).floor()
assert q.enddate == adatetime(2010, 9, 20, 17, 10).ceil()
q = qp.parse(u("(date:30 june OR date:10 july) quick"))
assert q.__class__ == query.And
assert len(q) == 2
assert q[0].__class__ == query.Or
assert q[0][0].__class__ == query.DateRange
assert q[0][1].__class__ == query.DateRange
def test_prefix_plugin():
schema = fields.Schema(id=fields.ID, text=fields.TEXT)
ix = RamStorage().create_index(schema)
w = ix.writer()
w.add_document(id=u("1"), text=u("alfa"))
w.add_document(id=u("2"), text=u("bravo"))
w.add_document(id=u("3"), text=u("buono"))
w.commit()
with ix.searcher() as s:
qp = qparser.QueryParser("text", schema)
qp.remove_plugin_class(plugins.WildcardPlugin)
qp.add_plugin(plugins.PrefixPlugin)
q = qp.parse(u("b*"))
r = s.search(q, limit=None)
assert len(r) == 2
q = qp.parse(u("br*"))
r = s.search(q, limit=None)
assert len(r) == 1
def test_custom_tokens():
qp = qparser.QueryParser("text", None)
qp.remove_plugin_class(plugins.OperatorsPlugin)
cp = plugins.OperatorsPlugin(And="&", Or="\\|", AndNot="&!", AndMaybe="&~",
Not="-")
qp.add_plugin(cp)
q = qp.parse("this | that")
assert q.__class__ == query.Or
assert q[0].__class__ == query.Term
assert q[0].text == "this"
assert q[1].__class__ == query.Term
assert q[1].text == "that"
q = qp.parse("this&!that")
assert q.__class__ == query.AndNot
assert q.a.__class__ == query.Term
assert q.a.text == "this"
assert q.b.__class__ == query.Term
assert q.b.text == "that"
q = qp.parse("alfa -bravo NOT charlie")
assert len(q) == 4
assert q[1].__class__ == query.Not
assert q[1].query.text == "bravo"
assert q[2].text == "NOT"
def test_copyfield():
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"b": "c"}, None))
assert (text_type(qp.parse("hello b:matt"))
== "(a:hello AND b:matt AND c:matt)")
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"b": "c"}, syntax.AndMaybeGroup))
assert (text_type(qp.parse("hello b:matt"))
== "(a:hello AND (b:matt ANDMAYBE c:matt))")
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"b": "c"}, syntax.RequireGroup))
assert (text_type(qp.parse("hello (there OR b:matt)"))
== "(a:hello AND (a:there OR (b:matt REQUIRE c:matt)))")
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"a": "c"}, syntax.OrGroup))
assert (text_type(qp.parse("hello there"))
== "((a:hello OR c:hello) AND (a:there OR c:there))")
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"b": "c"}, mirror=True))
assert (text_type(qp.parse("hello c:matt"))
== "(a:hello AND (c:matt OR b:matt))")
qp = qparser.QueryParser("a", None)
qp.add_plugin(plugins.CopyFieldPlugin({"c": "a"}, mirror=True))
assert (text_type(qp.parse("hello c:matt"))
== "((a:hello OR c:hello) AND (c:matt OR a:matt))")
ana = analysis.RegexAnalyzer(r"\w+") | analysis.DoubleMetaphoneFilter()
fmt = formats.Frequency()
ft = fields.FieldType(fmt, ana, multitoken_query="or")
schema = fields.Schema(name=fields.KEYWORD, name_phone=ft)
qp = qparser.QueryParser("name", schema)
qp.add_plugin(plugins.CopyFieldPlugin({"name": "name_phone"}))
target = ("((name:spruce OR name_phone:SPRS) "
"AND (name:view OR name_phone:F OR name_phone:FF))")
assert text_type(qp.parse(u("spruce view"))) == target
def test_gtlt():
schema = fields.Schema(a=fields.KEYWORD, b=fields.NUMERIC,
c=fields.KEYWORD,
d=fields.NUMERIC(float), e=fields.DATETIME)
qp = qparser.QueryParser("a", schema)
qp.add_plugin(plugins.GtLtPlugin())
qp.add_plugin(dateparse.DateParserPlugin())
q = qp.parse(u("a:hello b:>100 c:<=z there"))
assert q.__class__ == query.And
assert len(q) == 4
assert q[0] == query.Term("a", "hello")
assert q[1] == query.NumericRange("b", 100, None, startexcl=True)
assert q[2] == query.TermRange("c", None, 'z')
assert q[3] == query.Term("a", "there")
q = qp.parse(u("hello e:>'29 mar 2001' there"))
assert q.__class__ == query.And
assert len(q) == 3
assert q[0] == query.Term("a", "hello")
# As of this writing, date ranges don't support startexcl/endexcl
assert q[1] == query.DateRange("e", datetime(2001, 3, 29, 0, 0), None)
assert q[2] == query.Term("a", "there")
q = qp.parse(u("a:> alfa c:<= bravo"))
assert text_type(q) == "(a:a: AND a:alfa AND a:c: AND a:bravo)"
qp.remove_plugin_class(plugins.FieldsPlugin)
qp.remove_plugin_class(plugins.RangePlugin)
q = qp.parse(u("hello a:>500 there"))
assert text_type(q) == "(a:hello AND a:a: AND a:500 AND a:there)"
def test_regex():
schema = fields.Schema(a=fields.KEYWORD, b=fields.TEXT)
qp = qparser.QueryParser("a", schema)
qp.add_plugin(plugins.RegexPlugin())
q = qp.parse(u("a:foo-bar b:foo-bar"))
assert q.__unicode__() == '(a:foo-bar AND b:foo AND b:bar)'
q = qp.parse(u('a:r"foo-bar" b:r"foo-bar"'))
assert q.__unicode__() == '(a:r"foo-bar" AND b:r"foo-bar")'
def test_pseudofield():
schema = fields.Schema(a=fields.KEYWORD, b=fields.TEXT)
def regex_maker(node):
if node.has_text:
node = qparser.RegexPlugin.RegexNode(node.text)
node.set_fieldname("content")
return node
qp = qparser.QueryParser("a", schema)
qp.add_plugin(qparser.PseudoFieldPlugin({"regex": regex_maker}))
q = qp.parse(u("alfa regex:br.vo"))
assert q.__unicode__() == '(a:alfa AND content:r"br.vo")'
def rev_text(node):
if node.has_text:
# Create a word node for the reversed text
revtext = node.text[::-1] # Reverse the text
rnode = qparser.WordNode(revtext)
# Duplicate the original node's start and end char
rnode.set_range(node.startchar, node.endchar)
# Put the original node and the reversed node in an OrGroup
group = qparser.OrGroup([node, rnode])
# Need to set the fieldname here because the PseudoFieldPlugin
# removes the field name syntax
group.set_fieldname("reverse")
return group
qp = qparser.QueryParser("content", schema)
qp.add_plugin(qparser.PseudoFieldPlugin({"reverse": rev_text}))
q = qp.parse(u("alfa reverse:bravo"))
assert q.__unicode__() == '(content:alfa AND (reverse:bravo OR reverse:ovarb))'
def test_fuzzy_plugin():
ana = analysis.StandardAnalyzer("\\S+")
schema = fields.Schema(f=fields.TEXT(analyzer=ana))
qp = default.QueryParser("f", schema)
qp.add_plugin(plugins.FuzzyTermPlugin())
q = qp.parse("bob~")
assert q.__class__ == query.FuzzyTerm
assert q.field() == "f"
assert q.text == "bob"
assert q.maxdist == 1
q = qp.parse("Alfa Bravo~ Charlie")
assert q.__class__ == query.And
assert q[0].__class__ == query.Term
assert q[0].text == "alfa"
assert q[1].__class__ == query.FuzzyTerm
assert q[1].field() == "f"
assert q[1].text == "bravo"
assert q[1].maxdist == 1
assert q[2].__class__ == query.Term
assert q[2].text == "charlie"
q = qp.parse("Alfa Bravo~2 Charlie")
assert q.__class__ == query.And
assert q[0].__class__ == query.Term
assert q[0].text == "alfa"
assert q[1].__class__ == query.FuzzyTerm
assert q[1].field() == "f"
assert q[1].text == "bravo"
assert q[1].maxdist == 2
assert q[2].__class__ == query.Term
assert q[2].text == "charlie"
q = qp.parse("alfa ~2 bravo")
assert q.__class__ == query.And
assert q[0].__class__ == query.Term
assert q[0].text == "alfa"
assert q[1].__class__ == query.Term
assert q[1].text == "~2"
assert q[2].__class__ == query.Term
assert q[2].text == "bravo"
qp = default.QueryParser("f", None)
q = qp.parse("'bob~'")
assert q.__class__ == query.Term
assert q.field() == "f"
assert q.text == "bob~"
def test_fuzzy_prefix():
from whoosh import scoring
schema = fields.Schema(title=fields.TEXT(stored=True),
content=fields.TEXT(spelling=True))
ix = RamStorage().create_index(schema)
with ix.writer() as w:
# Match -> first
w.add_document(title=u("First"),
content=u("This is the first document we've added!"))
# No match
w.add_document(title=u("Second"),
content=u("The second one is even more interesting! filst"))
# Match -> first
w.add_document(title=u("Third"),
content=u("The world first line we've added!"))
# Match -> zeroth
w.add_document(title=u("Fourth"),
content=u("The second one is alaways comes after zeroth!"))
# Match -> fire is within 2 edits (transpose + delete) of first
w.add_document(title=u("Fifth"),
content=u("The fire is beautiful"))
from whoosh.qparser import QueryParser, FuzzyTermPlugin
parser = QueryParser("content", ix.schema)
parser.add_plugin(FuzzyTermPlugin())
q = parser.parse("first~2/3 OR zeroth", debug=False)
assert isinstance(q, query.Or)
ft = q[0]
assert isinstance(ft, query.FuzzyTerm)
assert ft.maxdist == 2
assert ft.prefixlength == 3
with ix.searcher(weighting=scoring.TF_IDF()) as searcher:
results = searcher.search(q)
assert len(results) == 4
assert (" ".join(sorted(hit["title"] for hit in results))
== "Fifth First Fourth Third")
def test_function_plugin():
class FakeQuery(query.Query):
def __init__(self, children, *args, **kwargs):
self.children = children
self.args = args
self.kwargs = kwargs
self.fieldname = None
def __hash__(self):
return hash(tuple(self.children)) ^ hash(self.args)
def __unicode__(self):
qs = "|".join(str(q) for q in self.children)
args = ",".join(self.args)
kwargs = ",".join(sorted("%s:%s" % item for item in self.kwargs.items()))
return u("<%s %s %s>") % (qs, args, kwargs)
__str__ = __unicode__
def fuzzy(qs, prefix=0, maxdist=2):
prefix = int(prefix)
maxdist = int(maxdist)
return query.FuzzyTerm(qs[0].fieldname, qs[0].text,
prefixlength=prefix, maxdist=maxdist)
fp = plugins.FunctionPlugin({"foo": FakeQuery, "fuzzy": fuzzy})
qp = default.QueryParser("f", None)
qp.add_plugin(fp)
def check(qstring, target):
q = qp.parse(u(qstring), normalize=False)
assert str(q) == target
check("alfa #foo charlie delta",
"(f:alfa AND < > AND f:charlie AND f:delta)")
check("alfa #foo(charlie delta) echo",
"(f:alfa AND <f:charlie|f:delta > AND f:echo)")
check("alfa #foo(charlie AND delta) echo",
"(f:alfa AND <(f:charlie AND f:delta) > AND f:echo)")
check("alfa #foo[a] charlie delta",
"(f:alfa AND < a > AND f:charlie AND f:delta)")
check("alfa #foo[a, b](charlie delta) echo",
"(f:alfa AND <f:charlie|f:delta a,b > AND f:echo)")
check("alfa #foo[a,b,c=d](charlie AND delta) echo",
"(f:alfa AND <(f:charlie AND f:delta) a,b c:d> AND f:echo)")
check("alfa #foo[a,b,c=d]() (charlie AND delta)",
"(f:alfa AND < a,b c:d> AND ((f:charlie AND f:delta)))")
check("alfa #foo[a=1,b=2](charlie AND delta)^2.0 echo",
"(f:alfa AND <(f:charlie AND f:delta) a:1,b:2,boost:2.0> AND f:echo)")
check("alfa #fuzzy[maxdist=2](bravo) charlie",
"(f:alfa AND f:bravo~2 AND f:charlie)")
def test_function_first():
from whoosh.query.spans import SpanFirst
def make_first(qs):
return SpanFirst(qs[0])
fp = plugins.FunctionPlugin({"first": make_first})
qp = default.QueryParser("f", None)
qp.add_plugin(fp)
q = qp.parse("#first(apples)")
assert isinstance(q, SpanFirst)
def test_sequence_plugin():
qp = default.QueryParser("f", None)
qp.remove_plugin_class(plugins.PhrasePlugin)
qp.add_plugin(plugins.FuzzyTermPlugin())
qp.add_plugin(plugins.SequencePlugin())
q = qp.parse(u('alfa "bravo charlie~2 (delta OR echo)" foxtrot'))
assert q.__unicode__() == "(f:alfa AND (f:bravo NEAR f:charlie~2 NEAR (f:delta OR f:echo)) AND f:foxtrot)"
assert q[1].__class__ == query.Sequence
q = qp.parse(u('alfa "bravo charlie~2 d?lt*'))
assert q[0].text == "alfa"
assert q[1].text == "bravo"
assert q[2].__class__ == query.FuzzyTerm
assert q[3].__class__ == query.Wildcard
q = qp.parse(u('alfa "bravo charlie~2" d?lt* "[a TO z] [0 TO 9]" echo'))
assert q.__unicode__() == "(f:alfa AND (f:bravo NEAR f:charlie~2) AND f:d?lt* AND (f:[a TO z] NEAR f:[0 TO 9]) AND f:echo)"
assert q[0].text == "alfa"
assert q[1].__class__ == query.Sequence
assert q[2].__class__ == query.Wildcard
assert q[3].__class__ == query.Sequence
assert q[3][0].__class__ == query.TermRange
assert q[3][1].__class__ == query.TermRange
assert q[4].text == "echo"
q = qp.parse(u('alfa "bravo charlie~3"~2 delta'))
assert q[1].__class__ == query.Sequence
assert q[1].slop == 2
assert q[1][1].__class__ == query.FuzzyTerm
assert q[1][1].maxdist == 3
def test_sequence_andmaybe():
qp = default.QueryParser("f", None)
qp.remove_plugin_class(plugins.PhrasePlugin)
qp.add_plugins([plugins.FuzzyTermPlugin(), plugins.SequencePlugin()])
q = qp.parse(u('Dahmen ANDMAYBE "Besov Spaces"'))
assert isinstance(q, query.AndMaybe)
assert q[0] == query.Term("f", u("Dahmen"))
assert q[1] == query.Sequence([query.Term("f", u("Besov")),
query.Term("f", u("Spaces"))])
def test_sequence_complex():
ana = analysis.StandardAnalyzer(stoplist=None)
schema = fields.Schema(title=fields.TEXT(stored=True),
path=fields.ID(stored=True),
content=fields.TEXT(stored=True, phrase=True,
analyzer=ana))
ix = RamStorage().create_index(schema)
with ix.writer() as w:
w.add_document(title=u"First document", path=u"/a",
content=u"This is the first document we've added!")
w.add_document(title=u"Second document", path=u"/b",
content=(u"In truth, he said, I would like to combine "
u"logical operators with proximity-based "
u"search in Whoosh!"))
with ix.searcher() as s:
qp = qparser.QueryParser("content", ix.schema)
qp.remove_plugin_class(plugins.PhrasePlugin)
qp.add_plugin(plugins.SequencePlugin())
qp.add_plugin(plugins.FuzzyTermPlugin())
q = qp.parse(u'"(he OR she OR we~) would*"~3')
r = s.search(q)
assert r.scored_length()
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