use strict; use warnings FATAL => 'all'; use PostgreSQL::Test::Cluster; use PostgreSQL::Test::Utils; use Test::More; my $node; my @queries = (); my @expected; my $limit = 20; my $dim = 3; my $array_sql = join(",", ('random()') x $dim); my @cs = (50, 500); sub test_recall { my ($c, $ef_search, $min, $operator, $mode) = @_; my $correct = 0; my $total = 0; my $explain = $node->safe_psql("postgres", qq( SET enable_seqscan = off; SET hnsw.ef_search = $ef_search; SET hnsw.iterative_scan = $mode; EXPLAIN ANALYZE SELECT i FROM tst WHERE i % $c = 0 ORDER BY v $operator '$queries[0]' LIMIT $limit; )); like($explain, qr/Index Scan using idx on tst/); for my $i (0 .. $#queries) { my $actual = $node->safe_psql("postgres", qq( SET enable_seqscan = off; SET hnsw.ef_search = $ef_search; SET hnsw.iterative_scan = $mode; SELECT i FROM tst WHERE i % $c = 0 ORDER BY v $operator '$queries[$i]' LIMIT $limit; )); my @actual_ids = split("\n", $actual); my @expected_ids = split("\n", $expected[$i]); my %expected_set = map { $_ => 1 } @expected_ids; foreach (@actual_ids) { if (exists($expected_set{$_})) { $correct++; } } $total += $limit; } cmp_ok($correct / $total, ">=", $min, "$operator $mode $c"); } # Initialize node $node = PostgreSQL::Test::Cluster->new('node'); $node->init; $node->start; # Create table $node->safe_psql("postgres", "CREATE EXTENSION vector;"); $node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector($dim));"); $node->safe_psql("postgres", "INSERT INTO tst SELECT i, ARRAY[$array_sql] FROM generate_series(1, 50000) i;" ); # Generate queries for (1 .. 20) { my @r = (); for (1 .. $dim) { push(@r, rand()); } push(@queries, "[" . join(",", @r) . "]"); } # Check each index type my @operators = ("<->", "<=>"); my @opclasses = ("vector_l2_ops", "vector_cosine_ops"); for my $i (0 .. $#operators) { my $operator = $operators[$i]; my $opclass = $opclasses[$i]; $node->safe_psql("postgres", qq( SET maintenance_work_mem = '128MB'; CREATE INDEX idx ON tst USING hnsw (v $opclass); )); foreach (@cs) { my $c = $_; # Get exact results @expected = (); foreach (@queries) { my $res = $node->safe_psql("postgres", qq( SET enable_indexscan = off; WITH top AS ( SELECT v $operator '$_' AS distance FROM tst WHERE i % $c = 0 ORDER BY distance LIMIT $limit ) SELECT i FROM tst WHERE (v $operator '$_') <= (SELECT MAX(distance) FROM top) )); push(@expected, $res); } test_recall($c, 40, 0.99, $operator, "strict_order"); test_recall($c, 40, 0.99, $operator, "relaxed_order"); } $node->safe_psql("postgres", "DROP INDEX idx;"); } done_testing();