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Merge pull request #69241 from rschu1ze/ann-subquery
Add testcase for ANN index usage with subquery
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@ -111,13 +111,14 @@ ANN indexes are built during column insertion and merge. As a result, `INSERT` a
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tables. ANNIndexes are ideally used only with immutable or rarely changed data, respectively when are far more read requests than write
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requests.
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ANN indexes support these queries:
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ANN indexes support this type of query:
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``` sql
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WITH [...] AS reference_vector
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SELECT *
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FROM table
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[WHERE ...]
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ORDER BY Distance(vectors, Point)
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WHERE ... -- WHERE clause is optional
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ORDER BY Distance(vectors, reference_vector)
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LIMIT N
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```
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@ -4,3 +4,39 @@ It is possible to create parts with different Array vector sizes but there will
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Correctness of index with > 1 mark
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1 [1,0] 0
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9000 [9000,0] 0
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Issue #69085: Reference vector computed by a subquery
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Expression (Projection)
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Limit (preliminary LIMIT (without OFFSET))
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Sorting (Sorting for ORDER BY)
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Expression (Before ORDER BY)
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ReadFromMergeTree (default.tab)
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Indexes:
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PrimaryKey
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Condition: true
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Parts: 1/1
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Granules: 4/4
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Skip
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Name: idx
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Description: vector_similarity GRANULARITY 2
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Parts: 1/1
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Granules: 2/4
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Expression (Projection)
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Limit (preliminary LIMIT (without OFFSET))
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Sorting (Sorting for ORDER BY)
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Expression (Before ORDER BY)
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ReadFromMergeTree (default.tab)
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Indexes:
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PrimaryKey
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Condition: true
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Parts: 1/1
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Granules: 4/4
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Expression (Projection)
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Limit (preliminary LIMIT (without OFFSET))
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Sorting (Sorting for ORDER BY)
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Expression (Before ORDER BY)
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ReadFromMergeTree (default.tab)
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Indexes:
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PrimaryKey
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Condition: true
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Parts: 1/1
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Granules: 4/4
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@ -53,3 +53,50 @@ ORDER BY L2Distance(vec, reference_vec)
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LIMIT 1;
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DROP TABLE tab;
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SELECT 'Issue #69085: Reference vector computed by a subquery';
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CREATE TABLE tab(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'f16', 0, 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
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INSERT INTO tab VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
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-- works
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EXPLAIN indexes = 1
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WITH [0., 2.] AS reference_vec
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SELECT
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id,
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vec,
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cosineDistance(vec, reference_vec) AS distance
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FROM tab
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ORDER BY distance
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LIMIT 1
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SETTINGS enable_analyzer = 0;
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-- does not work
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EXPLAIN indexes = 1
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WITH (
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SELECT vec
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FROM tab
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LIMIT 1
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) AS reference_vec
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SELECT
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id,
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vec,
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cosineDistance(vec, reference_vec) AS distance
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FROM tab
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ORDER BY distance
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LIMIT 1
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SETTINGS enable_analyzer = 0;
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-- does not work as well
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EXPLAIN indexes = 1
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WITH (
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SELECT [0., 2.]
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) AS reference_vec
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SELECT
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id,
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vec,
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cosineDistance(vec, reference_vec) AS distance
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FROM tab
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ORDER BY distance
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LIMIT 1
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SETTINGS enable_analyzer = 0;
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