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Condensed regression tests [skip ci]
This commit is contained in:
61
test/expected/btree.out
Normal file
61
test/expected/btree.out
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@@ -0,0 +1,61 @@
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SET enable_seqscan = off;
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-- vector
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CREATE TABLE t (val vector(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t (val);
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SELECT * FROM t WHERE val = '[1,2,3]';
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val
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---------
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[1,2,3]
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(1 row)
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SELECT * FROM t ORDER BY val;
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val
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---------
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[0,0,0]
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[1,1,1]
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[1,2,3]
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(4 rows)
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DROP TABLE t;
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-- halfvec
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CREATE TABLE t (val halfvec(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t (val);
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SELECT * FROM t WHERE val = '[1,2,3]';
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val
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---------
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[1,2,3]
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(1 row)
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SELECT * FROM t ORDER BY val;
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val
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---------
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[0,0,0]
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[1,1,1]
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[1,2,3]
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(4 rows)
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DROP TABLE t;
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-- sparsevec
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CREATE TABLE t (val sparsevec(3));
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INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
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CREATE INDEX ON t (val);
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SELECT * FROM t WHERE val = '{1:1,2:2,3:3}/3';
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val
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-----------------
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{1:1,2:2,3:3}/3
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(1 row)
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SELECT * FROM t ORDER BY val;
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val
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-----------------
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{}/3
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{1:1,2:1,3:1}/3
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{1:1,2:2,3:3}/3
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(4 rows)
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DROP TABLE t;
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@@ -1,4 +1,5 @@
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SET enable_seqscan = off;
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SET enable_seqscan = off;
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-- hamming
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CREATE TABLE t (val bit(3));
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CREATE TABLE t (val bit(3));
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INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
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INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
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CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
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CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
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@@ -19,7 +20,28 @@ SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <~> (SELECT NULL::bit)) t2;
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(1 row)
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(1 row)
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DROP TABLE t;
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DROP TABLE t;
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-- TODO move
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-- jaccard
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CREATE TABLE t (val bit(4));
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INSERT INTO t (val) VALUES (B'0000'), (B'1100'), (B'1111'), (NULL);
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CREATE INDEX ON t USING hnsw (val bit_jaccard_ops);
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INSERT INTO t (val) VALUES (B'1110');
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SELECT * FROM t ORDER BY val <%> B'1111';
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val
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------
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1111
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1110
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1100
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0000
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <%> (SELECT NULL::bit)) t2;
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count
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-------
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4
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(1 row)
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DROP TABLE t;
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-- varbit
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CREATE TABLE t (val varbit(3));
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CREATE TABLE t (val varbit(3));
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CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
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CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
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ERROR: type not supported for hnsw index
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ERROR: type not supported for hnsw index
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@@ -1,21 +0,0 @@
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SET enable_seqscan = off;
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CREATE TABLE t (val bit(4));
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INSERT INTO t (val) VALUES (B'0000'), (B'1100'), (B'1111'), (NULL);
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CREATE INDEX ON t USING hnsw (val bit_jaccard_ops);
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INSERT INTO t (val) VALUES (B'1110');
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SELECT * FROM t ORDER BY val <%> B'1111';
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val
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------
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1111
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1110
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1100
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0000
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <%> (SELECT NULL::bit)) t2;
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count
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-------
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4
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(1 row)
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DROP TABLE t;
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102
test/expected/hnsw_halfvec.out
Normal file
102
test/expected/hnsw_halfvec.out
Normal file
@@ -0,0 +1,102 @@
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SET enable_seqscan = off;
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-- L2
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CREATE TABLE t (val halfvec(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t USING hnsw (val halfvec_l2_ops);
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INSERT INTO t (val) VALUES ('[1,2,4]');
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SELECT * FROM t ORDER BY val <-> '[3,3,3]';
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val
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---------
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[1,2,3]
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[1,2,4]
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[1,1,1]
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[0,0,0]
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
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count
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-------
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4
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(1 row)
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SELECT COUNT(*) FROM t;
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count
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-------
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5
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(1 row)
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TRUNCATE t;
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SELECT * FROM t ORDER BY val <-> '[3,3,3]';
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val
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-----
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(0 rows)
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DROP TABLE t;
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-- inner product
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CREATE TABLE t (val halfvec(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t USING hnsw (val halfvec_ip_ops);
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INSERT INTO t (val) VALUES ('[1,2,4]');
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SELECT * FROM t ORDER BY val <#> '[3,3,3]';
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val
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---------
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[1,2,4]
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[1,2,3]
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[1,1,1]
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[0,0,0]
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
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count
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-------
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4
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(1 row)
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DROP TABLE t;
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-- cosine
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CREATE TABLE t (val halfvec(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t USING hnsw (val halfvec_cosine_ops);
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INSERT INTO t (val) VALUES ('[1,2,4]');
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SELECT * FROM t ORDER BY val <=> '[3,3,3]';
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val
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---------
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[1,1,1]
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[1,2,3]
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[1,2,4]
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(3 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
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count
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-------
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3
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(1 row)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
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count
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-------
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3
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(1 row)
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DROP TABLE t;
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-- L1
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CREATE TABLE t (val halfvec(3));
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INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
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CREATE INDEX ON t USING hnsw (val halfvec_l1_ops);
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INSERT INTO t (val) VALUES ('[1,2,4]');
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SELECT * FROM t ORDER BY val <+> '[3,3,3]';
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val
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---------
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[1,2,3]
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[1,2,4]
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[1,1,1]
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[0,0,0]
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::halfvec)) t2;
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count
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-------
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4
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(1 row)
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DROP TABLE t;
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112
test/expected/hnsw_sparsevec.out
Normal file
112
test/expected/hnsw_sparsevec.out
Normal file
@@ -0,0 +1,112 @@
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SET enable_seqscan = off;
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-- L2
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CREATE TABLE t (val sparsevec(3));
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INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
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CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
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INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
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SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
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val
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-----------------
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{1:1,2:2,3:3}/3
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{1:1,2:2,3:4}/3
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{1:1,2:1,3:1}/3
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{}/3
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::sparsevec)) t2;
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count
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-------
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4
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(1 row)
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SELECT COUNT(*) FROM t;
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count
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-------
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5
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(1 row)
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TRUNCATE t;
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SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
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val
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-----
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(0 rows)
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DROP TABLE t;
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-- inner product
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CREATE TABLE t (val sparsevec(3));
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INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
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CREATE INDEX ON t USING hnsw (val sparsevec_ip_ops);
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INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
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SELECT * FROM t ORDER BY val <#> '{1:3,2:3,3:3}/3';
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val
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-----------------
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{1:1,2:2,3:4}/3
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{1:1,2:2,3:3}/3
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{1:1,2:1,3:1}/3
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{}/3
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(4 rows)
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::sparsevec)) t2;
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count
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-------
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|
4
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(1 row)
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|
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DROP TABLE t;
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-- cosine
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CREATE TABLE t (val sparsevec(3));
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INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
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CREATE INDEX ON t USING hnsw (val sparsevec_cosine_ops);
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INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
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SELECT * FROM t ORDER BY val <=> '{1:3,2:3,3:3}/3';
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|
val
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|
-----------------
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{1:1,2:1,3:1}/3
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{1:1,2:2,3:3}/3
|
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|
{1:1,2:2,3:4}/3
|
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|
(3 rows)
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|
|
||||||
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SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '{}/3') t2;
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|
count
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||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::sparsevec)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
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||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
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|
-- L1
|
||||||
|
CREATE TABLE t (val sparsevec(3));
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||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l1_ops);
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||||||
|
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
||||||
|
SELECT * FROM t ORDER BY val <+> '{1:3,2:3,3:3}/3';
|
||||||
|
val
|
||||||
|
-----------------
|
||||||
|
{1:1,2:2,3:3}/3
|
||||||
|
{1:1,2:2,3:4}/3
|
||||||
|
{1:1,2:1,3:1}/3
|
||||||
|
{}/3
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::sparsevec)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
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||||||
|
-- non-zero elements
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||||||
|
CREATE TABLE t (val sparsevec(1001));
|
||||||
|
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
||||||
|
ERROR: sparsevec cannot have more than 1000 non-zero elements for hnsw index
|
||||||
|
TRUNCATE t;
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
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||||||
|
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
||||||
|
ERROR: sparsevec cannot have more than 1000 non-zero elements for hnsw index
|
||||||
|
DROP TABLE t;
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||||||
142
test/expected/hnsw_vector.out
Normal file
142
test/expected/hnsw_vector.out
Normal file
@@ -0,0 +1,142 @@
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|||||||
|
SET enable_seqscan = off;
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||||||
|
-- L2
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
5
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
-----
|
||||||
|
(0 rows)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- inner product
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_ip_ops);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,4]
|
||||||
|
[1,2,3]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- cosine
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_cosine_ops);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,1,1]
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
(3 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- L1
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l1_ops);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <+> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- unlogged
|
||||||
|
CREATE UNLOGGED TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(3 rows)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- options
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 1);
|
||||||
|
ERROR: value 1 out of bounds for option "m"
|
||||||
|
DETAIL: Valid values are between "2" and "100".
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 101);
|
||||||
|
ERROR: value 101 out of bounds for option "m"
|
||||||
|
DETAIL: Valid values are between "2" and "100".
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 3);
|
||||||
|
ERROR: value 3 out of bounds for option "ef_construction"
|
||||||
|
DETAIL: Valid values are between "4" and "1000".
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 1001);
|
||||||
|
ERROR: value 1001 out of bounds for option "ef_construction"
|
||||||
|
DETAIL: Valid values are between "4" and "1000".
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 16, ef_construction = 31);
|
||||||
|
ERROR: ef_construction must be greater than or equal to 2 * m
|
||||||
|
SHOW hnsw.ef_search;
|
||||||
|
hnsw.ef_search
|
||||||
|
----------------
|
||||||
|
40
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SET hnsw.ef_search = 0;
|
||||||
|
ERROR: 0 is outside the valid range for parameter "hnsw.ef_search" (1 .. 1000)
|
||||||
|
SET hnsw.ef_search = 1001;
|
||||||
|
ERROR: 1001 is outside the valid range for parameter "hnsw.ef_search" (1 .. 1000)
|
||||||
|
DROP TABLE t;
|
||||||
37
test/expected/ivfflat_bit.out
Normal file
37
test/expected/ivfflat_bit.out
Normal file
@@ -0,0 +1,37 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
-- hamming
|
||||||
|
CREATE TABLE t (val bit(3));
|
||||||
|
INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES (B'110');
|
||||||
|
SELECT * FROM t ORDER BY val <~> B'111';
|
||||||
|
val
|
||||||
|
-----
|
||||||
|
111
|
||||||
|
110
|
||||||
|
100
|
||||||
|
000
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <~> (SELECT NULL::bit)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- varbit
|
||||||
|
CREATE TABLE t (val varbit(3));
|
||||||
|
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
||||||
|
ERROR: type not supported for ivfflat index
|
||||||
|
CREATE INDEX ON t USING ivfflat ((val::bit(3)) bit_hamming_ops) WITH (lists = 1);
|
||||||
|
NOTICE: ivfflat index created with little data
|
||||||
|
DETAIL: This will cause low recall.
|
||||||
|
HINT: Drop the index until the table has more data.
|
||||||
|
CREATE INDEX ON t USING ivfflat ((val::bit(64001)) bit_hamming_ops) WITH (lists = 1);
|
||||||
|
ERROR: column cannot have more than 64000 dimensions for ivfflat index
|
||||||
|
CREATE INDEX ON t USING ivfflat ((val::bit(2)) bit_hamming_ops) WITH (lists = 5);
|
||||||
|
NOTICE: ivfflat index created with little data
|
||||||
|
DETAIL: This will cause low recall.
|
||||||
|
HINT: Drop the index until the table has more data.
|
||||||
|
DROP TABLE t;
|
||||||
84
test/expected/ivfflat_halfvec.out
Normal file
84
test/expected/ivfflat_halfvec.out
Normal file
@@ -0,0 +1,84 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
-- L2
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_l2_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
5
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
NOTICE: ivfflat index created with little data
|
||||||
|
DETAIL: This will cause low recall.
|
||||||
|
HINT: Drop the index until the table has more data.
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
-----
|
||||||
|
(0 rows)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- inner product
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_ip_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,4]
|
||||||
|
[1,2,3]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- cosine
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_cosine_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,1,1]
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
(3 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
112
test/expected/ivfflat_vector.out
Normal file
112
test/expected/ivfflat_vector.out
Normal file
@@ -0,0 +1,112 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
-- L2
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
5
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
NOTICE: ivfflat index created with little data
|
||||||
|
DETAIL: This will cause low recall.
|
||||||
|
HINT: Drop the index until the table has more data.
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
-----
|
||||||
|
(0 rows)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- inner product
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_ip_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,4]
|
||||||
|
[1,2,3]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(4 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
4
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- cosine
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_cosine_ops) WITH (lists = 1);
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,1,1]
|
||||||
|
[1,2,3]
|
||||||
|
[1,2,4]
|
||||||
|
(3 rows)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
||||||
|
count
|
||||||
|
-------
|
||||||
|
3
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- unlogged
|
||||||
|
CREATE UNLOGGED TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
val
|
||||||
|
---------
|
||||||
|
[1,2,3]
|
||||||
|
[1,1,1]
|
||||||
|
[0,0,0]
|
||||||
|
(3 rows)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
-- options
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 0);
|
||||||
|
ERROR: value 0 out of bounds for option "lists"
|
||||||
|
DETAIL: Valid values are between "1" and "32768".
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 32769);
|
||||||
|
ERROR: value 32769 out of bounds for option "lists"
|
||||||
|
DETAIL: Valid values are between "1" and "32768".
|
||||||
|
SHOW ivfflat.probes;
|
||||||
|
ivfflat.probes
|
||||||
|
----------------
|
||||||
|
1
|
||||||
|
(1 row)
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
34
test/sql/btree.sql
Normal file
34
test/sql/btree.sql
Normal file
@@ -0,0 +1,34 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- vector
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t (val);
|
||||||
|
|
||||||
|
SELECT * FROM t WHERE val = '[1,2,3]';
|
||||||
|
SELECT * FROM t ORDER BY val;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- halfvec
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t (val);
|
||||||
|
|
||||||
|
SELECT * FROM t WHERE val = '[1,2,3]';
|
||||||
|
SELECT * FROM t ORDER BY val;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- sparsevec
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t (val);
|
||||||
|
|
||||||
|
SELECT * FROM t WHERE val = '{1:1,2:2,3:3}/3';
|
||||||
|
SELECT * FROM t ORDER BY val;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t (val);
|
|
||||||
|
|
||||||
SELECT * FROM t WHERE val = '[1,2,3]';
|
|
||||||
SELECT * FROM t ORDER BY val;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val sparsevec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
|
||||||
CREATE INDEX ON t (val);
|
|
||||||
|
|
||||||
SELECT * FROM t WHERE val = '{1:1,2:2,3:3}/3';
|
|
||||||
SELECT * FROM t ORDER BY val;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t (val);
|
|
||||||
|
|
||||||
SELECT * FROM t WHERE val = '[1,2,3]';
|
|
||||||
SELECT * FROM t ORDER BY val;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,5 +1,7 @@
|
|||||||
SET enable_seqscan = off;
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- hamming
|
||||||
|
|
||||||
CREATE TABLE t (val bit(3));
|
CREATE TABLE t (val bit(3));
|
||||||
INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
|
INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
|
||||||
CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
|
CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
|
||||||
@@ -11,7 +13,21 @@ SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <~> (SELECT NULL::bit)) t2;
|
|||||||
|
|
||||||
DROP TABLE t;
|
DROP TABLE t;
|
||||||
|
|
||||||
-- TODO move
|
-- jaccard
|
||||||
|
|
||||||
|
CREATE TABLE t (val bit(4));
|
||||||
|
INSERT INTO t (val) VALUES (B'0000'), (B'1100'), (B'1111'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val bit_jaccard_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES (B'1110');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <%> B'1111';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <%> (SELECT NULL::bit)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- varbit
|
||||||
|
|
||||||
CREATE TABLE t (val varbit(3));
|
CREATE TABLE t (val varbit(3));
|
||||||
CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
|
CREATE INDEX ON t USING hnsw (val bit_hamming_ops);
|
||||||
CREATE INDEX ON t USING hnsw ((val::bit(3)) bit_hamming_ops);
|
CREATE INDEX ON t USING hnsw ((val::bit(3)) bit_hamming_ops);
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val bit(4));
|
|
||||||
INSERT INTO t (val) VALUES (B'0000'), (B'1100'), (B'1111'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val bit_jaccard_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES (B'1110');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <%> B'1111';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <%> (SELECT NULL::bit)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
58
test/sql/hnsw_halfvec.sql
Normal file
58
test/sql/hnsw_halfvec.sql
Normal file
@@ -0,0 +1,58 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- L2
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val halfvec_l2_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- inner product
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val halfvec_ip_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- cosine
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val halfvec_cosine_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- L1
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val halfvec_l1_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <+> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::halfvec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val halfvec_cosine_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val halfvec_ip_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val halfvec_l1_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <+> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::halfvec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,16 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val halfvec_l2_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
|
|
||||||
SELECT COUNT(*) FROM t;
|
|
||||||
|
|
||||||
TRUNCATE t;
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
CREATE TABLE t (val vector(3));
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 1);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 101);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 3);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 1001);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 16, ef_construction = 31);
|
|
||||||
|
|
||||||
SHOW hnsw.ef_search;
|
|
||||||
|
|
||||||
SET hnsw.ef_search = 0;
|
|
||||||
SET hnsw.ef_search = 1001;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
68
test/sql/hnsw_sparsevec.sql
Normal file
68
test/sql/hnsw_sparsevec.sql
Normal file
@@ -0,0 +1,68 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- L2
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::sparsevec)) t2;
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- inner product
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_ip_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <#> '{1:3,2:3,3:3}/3';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::sparsevec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- cosine
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_cosine_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <=> '{1:3,2:3,3:3}/3';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '{}/3') t2;
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::sparsevec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- L1
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l1_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <+> '{1:3,2:3,3:3}/3';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::sparsevec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- non-zero elements
|
||||||
|
|
||||||
|
CREATE TABLE t (val sparsevec(1001));
|
||||||
|
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
||||||
|
TRUNCATE t;
|
||||||
|
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
||||||
|
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val sparsevec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_cosine_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <=> '{1:3,2:3,3:3}/3';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '{}/3') t2;
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::sparsevec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val sparsevec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_ip_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <#> '{1:3,2:3,3:3}/3';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::sparsevec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val sparsevec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_l1_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <+> '{1:3,2:3,3:3}/3';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::sparsevec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,25 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val sparsevec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('{}/3'), ('{1:1,2:2,3:3}/3'), ('{1:1,2:1,3:1}/3'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('{1:1,2:2,3:4}/3');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::sparsevec)) t2;
|
|
||||||
SELECT COUNT(*) FROM t;
|
|
||||||
|
|
||||||
TRUNCATE t;
|
|
||||||
SELECT * FROM t ORDER BY val <-> '{1:3,2:3,3:3}/3';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
|
|
||||||
-- TODO move
|
|
||||||
CREATE TABLE t (val sparsevec(1001));
|
|
||||||
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
|
||||||
TRUNCATE t;
|
|
||||||
CREATE INDEX ON t USING hnsw (val sparsevec_l2_ops);
|
|
||||||
INSERT INTO t (val) VALUES (array_fill(1, ARRAY[1001])::vector::sparsevec);
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,9 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE UNLOGGED TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
84
test/sql/hnsw_vector.sql
Normal file
84
test/sql/hnsw_vector.sql
Normal file
@@ -0,0 +1,84 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- L2
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- inner product
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_ip_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- cosine
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_cosine_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- L1
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l1_ops);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <+> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::vector)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- unlogged
|
||||||
|
|
||||||
|
CREATE UNLOGGED TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- options
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 1);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 101);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 3);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (ef_construction = 1001);
|
||||||
|
CREATE INDEX ON t USING hnsw (val vector_l2_ops) WITH (m = 16, ef_construction = 31);
|
||||||
|
|
||||||
|
SHOW hnsw.ef_search;
|
||||||
|
|
||||||
|
SET hnsw.ef_search = 0;
|
||||||
|
SET hnsw.ef_search = 1001;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_cosine_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_ip_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l1_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <+> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <+> (SELECT NULL::vector)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,16 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING hnsw (val vector_l2_ops);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
|
||||||
SELECT COUNT(*) FROM t;
|
|
||||||
|
|
||||||
TRUNCATE t;
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,5 +1,7 @@
|
|||||||
SET enable_seqscan = off;
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- hamming
|
||||||
|
|
||||||
CREATE TABLE t (val bit(3));
|
CREATE TABLE t (val bit(3));
|
||||||
INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
|
INSERT INTO t (val) VALUES (B'000'), (B'100'), (B'111'), (NULL);
|
||||||
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
||||||
@@ -11,7 +13,8 @@ SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <~> (SELECT NULL::bit)) t2;
|
|||||||
|
|
||||||
DROP TABLE t;
|
DROP TABLE t;
|
||||||
|
|
||||||
-- TODO move
|
-- varbit
|
||||||
|
|
||||||
CREATE TABLE t (val varbit(3));
|
CREATE TABLE t (val varbit(3));
|
||||||
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
CREATE INDEX ON t USING ivfflat (val bit_hamming_ops) WITH (lists = 1);
|
||||||
CREATE INDEX ON t USING ivfflat ((val::bit(3)) bit_hamming_ops) WITH (lists = 1);
|
CREATE INDEX ON t USING ivfflat ((val::bit(3)) bit_hamming_ops) WITH (lists = 1);
|
||||||
45
test/sql/ivfflat_halfvec.sql
Normal file
45
test/sql/ivfflat_halfvec.sql
Normal file
@@ -0,0 +1,45 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- L2
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_l2_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- inner product
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_ip_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- cosine
|
||||||
|
|
||||||
|
CREATE TABLE t (val halfvec(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val halfvec_cosine_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val halfvec_cosine_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::halfvec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val halfvec_ip_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::halfvec)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,16 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val halfvec(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val halfvec_l2_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::halfvec)) t2;
|
|
||||||
SELECT COUNT(*) FROM t;
|
|
||||||
|
|
||||||
TRUNCATE t;
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,7 +0,0 @@
|
|||||||
CREATE TABLE t (val vector(3));
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 0);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 32769);
|
|
||||||
|
|
||||||
SHOW ivfflat.probes;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,9 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE UNLOGGED TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
65
test/sql/ivfflat_vector.sql
Normal file
65
test/sql/ivfflat_vector.sql
Normal file
@@ -0,0 +1,65 @@
|
|||||||
|
SET enable_seqscan = off;
|
||||||
|
|
||||||
|
-- L2
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
||||||
|
SELECT COUNT(*) FROM t;
|
||||||
|
|
||||||
|
TRUNCATE t;
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- inner product
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_ip_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- cosine
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_cosine_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
INSERT INTO t (val) VALUES ('[1,2,4]');
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
||||||
|
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- unlogged
|
||||||
|
|
||||||
|
CREATE UNLOGGED TABLE t (val vector(3));
|
||||||
|
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
||||||
|
|
||||||
|
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
|
|
||||||
|
-- options
|
||||||
|
|
||||||
|
CREATE TABLE t (val vector(3));
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 0);
|
||||||
|
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 32769);
|
||||||
|
|
||||||
|
SHOW ivfflat.probes;
|
||||||
|
|
||||||
|
DROP TABLE t;
|
||||||
@@ -1,13 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_cosine_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <=> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> '[0,0,0]') t2;
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <=> (SELECT NULL::vector)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,12 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_ip_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <#> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <#> (SELECT NULL::vector)) t2;
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
@@ -1,16 +0,0 @@
|
|||||||
SET enable_seqscan = off;
|
|
||||||
|
|
||||||
CREATE TABLE t (val vector(3));
|
|
||||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
|
||||||
CREATE INDEX ON t USING ivfflat (val vector_l2_ops) WITH (lists = 1);
|
|
||||||
|
|
||||||
INSERT INTO t (val) VALUES ('[1,2,4]');
|
|
||||||
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
SELECT COUNT(*) FROM (SELECT * FROM t ORDER BY val <-> (SELECT NULL::vector)) t2;
|
|
||||||
SELECT COUNT(*) FROM t;
|
|
||||||
|
|
||||||
TRUNCATE t;
|
|
||||||
SELECT * FROM t ORDER BY val <-> '[3,3,3]';
|
|
||||||
|
|
||||||
DROP TABLE t;
|
|
||||||
Reference in New Issue
Block a user