Expose boost query (#250)
parent
ed7374c7bd
commit
c74990aeb8
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@ -178,4 +178,13 @@ impl Query {
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inner: Box::new(dismax_query),
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})
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}
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#[staticmethod]
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#[pyo3(signature = (query, boost))]
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pub(crate) fn boost_query(query: Query, boost: f32) -> PyResult<Query> {
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let inner = tv::query::BoostQuery::new(query.inner, boost);
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Ok(Query {
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inner: Box::new(inner),
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})
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}
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}
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@ -212,6 +212,10 @@ class Query:
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@staticmethod
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def disjunction_max_query(subqueries: Sequence[Query], tie_breaker: Optional[float] = None) -> Query:
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pass
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@staticmethod
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def boost_query(query: Query, boost: float) -> Query:
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pass
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class Order(Enum):
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@ -827,20 +827,20 @@ class TestQuery(object):
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(Occur.Must, query1),
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(Occur.Must, query2)
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])
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# no document should match both queries
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result = index.searcher().search(query, 10)
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assert len(result.hits) == 0
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query = Query.boolean_query([
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(Occur.Should, query1),
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(Occur.Should, query2)
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])
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# two documents should match, one for each query
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result = index.searcher().search(query, 10)
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assert len(result.hits) == 2
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titles = set()
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for _, doc_address in result.hits:
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titles.update(index.searcher().doc(doc_address)["title"])
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@ -848,31 +848,31 @@ class TestQuery(object):
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"The Old Man and the Sea" in titles and
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"Of Mice and Men" in titles
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)
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query = Query.boolean_query([
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(Occur.MustNot, query1),
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(Occur.Must, query1)
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])
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# must not should take precedence over must
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result = index.searcher().search(query, 10)
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assert len(result.hits) == 0
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query = Query.boolean_query((
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(Occur.Should, query1),
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(Occur.Should, query2)
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))
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# the Vec signature should fit the tuple signature
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result = index.searcher().search(query, 10)
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assert len(result.hits) == 2
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# test invalid queries
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with pytest.raises(ValueError, match = "expected tuple of length 2, but got tuple of length 3"):
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Query.boolean_query([
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(Occur.Must, Occur.Must, query1),
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])
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# test swapping the order of the tuple
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with pytest.raises(TypeError, match = r"'Query' object cannot be converted to 'Occur'"):
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Query.boolean_query([
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@ -899,3 +899,99 @@ class TestQuery(object):
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with pytest.raises(TypeError, match = r"'str' object cannot be converted to 'Query'"):
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query = Query.disjunction_max_query([query1, "not a query"], tie_breaker=0.5)
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def test_boost_query(self, ram_index):
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index = ram_index
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query1 = Query.term_query(index.schema, "title", "sea")
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boosted_query = Query.boost_query(query1, 2.0)
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# Normal boost query
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assert (
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repr(boosted_query)
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== """Query(Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=2))"""
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)
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query2 = Query.fuzzy_term_query(index.schema, "title", "ice")
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combined_query = Query.boolean_query([
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(Occur.Should, boosted_query),
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(Occur.Should, query2)
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])
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boosted_query = Query.boost_query(combined_query, 2.0)
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# Boosted boolean query
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assert (
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repr(boosted_query)
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== """Query(Boost(query=BooleanQuery { subqueries: [(Should, Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=2)), (Should, FuzzyTermQuery { term: Term(field=0, type=Str, "ice"), distance: 1, transposition_cost_one: true, prefix: false })] }, boost=2))"""
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)
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boosted_query = Query.boost_query(query1, 0.1)
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# Check for decimal boost values
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assert(
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repr(boosted_query)
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== """Query(Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=0.1))"""
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)
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boosted_query = Query.boost_query(query1, 0.0)
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# Check for zero boost values
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assert(
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repr(boosted_query)
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== """Query(Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=0))"""
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)
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result = index.searcher().search(boosted_query, 10)
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for _score, _ in result.hits:
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# the score should be 0.0
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assert _score == pytest.approx(0.0)
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boosted_query = Query.boost_query(
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Query.boost_query(
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query1, 0.1
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), 0.1
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)
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# Check for nested boost queries
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assert(
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repr(boosted_query)
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== """Query(Boost(query=Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=0.1), boost=0.1))"""
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)
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result = index.searcher().search(boosted_query, 10)
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for _score, _ in result.hits:
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# the score should be very small, due to
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# the unknown score of BM25, we can only check for the relative difference
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assert _score == pytest.approx(0.01, rel = 1)
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boosted_query = Query.boost_query(
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query1, -0.1
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)
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# Check for negative boost values
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assert(
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repr(boosted_query)
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== """Query(Boost(query=TermQuery(Term(field=0, type=Str, "sea")), boost=-0.1))"""
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)
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result = index.searcher().search(boosted_query, 10)
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# Even with a negative boost, the query should still match the document
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assert len(result.hits) == 1
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titles = set()
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for _score, doc_address in result.hits:
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# the score should be negative
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assert _score < 0
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titles.update(index.searcher().doc(doc_address)["title"])
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assert titles == {"The Old Man and the Sea"}
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# wrong query type
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with pytest.raises(TypeError, match = r"'int' object cannot be converted to 'Query'"):
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Query.boost_query(1, 0.1)
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# wrong boost type
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with pytest.raises(TypeError, match = r"argument 'boost': must be real number, not str"):
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Query.boost_query(query1, "0.1")
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# no boost type error
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with pytest.raises(TypeError, match = r"Query.boost_query\(\) missing 1 required positional argument: 'boost'"):
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Query.boost_query(query1)
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