use strict; use warnings; use PostgresNode; use TestLib; use Test::More; my $node; my @queries = (); my @expected; my $limit = 20; sub test_recall { my ($min, $ef_search, $test_name) = @_; my $correct = 0; my $total = 0; my $explain = $node->safe_psql("postgres", qq( SET enable_seqscan = off; SET hnsw.ef_search = $ef_search; EXPLAIN ANALYZE SELECT i FROM tst ORDER BY v <-> '$queries[0]' LIMIT $limit; )); like($explain, qr/Index Scan/); for my $i (0 .. $#queries) { my $actual = $node->safe_psql("postgres", qq( SET enable_seqscan = off; SET hnsw.ef_search = $ef_search; SELECT i FROM tst ORDER BY v <-> '$queries[$i]' LIMIT $limit; )); my @actual_ids = split("\n", $actual); my %actual_set = map { $_ => 1 } @actual_ids; my @expected_ids = split("\n", $expected[$i]); foreach (@expected_ids) { if (exists($actual_set{$_})) { $correct++; } $total++; } } cmp_ok($correct / $total, ">=", $min, $test_name); } # Initialize node $node = get_new_node('node'); $node->init; $node->start; # Create table $node->safe_psql("postgres", "CREATE EXTENSION vector;"); $node->safe_psql("postgres", "CREATE TABLE tst (i int4, v sparsevec(3));"); $node->safe_psql("postgres", "ALTER TABLE tst SET (autovacuum_enabled = false);"); $node->safe_psql("postgres", "INSERT INTO tst SELECT i, ARRAY[random(), random(), random()]::vector::sparsevec(3) FROM generate_series(1, 10000) i;" ); # Add index $node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (v sparsevec_l2_ops) WITH (m = 4, ef_construction = 8);"); # Delete data $node->safe_psql("postgres", "DELETE FROM tst WHERE i > 2500;"); # Generate queries for (1 .. 20) { my $r1 = rand(); my $r2 = rand(); my $r3 = rand(); push(@queries, "{1:$r1,2:$r2,3:$r3}/3"); } # Get exact results @expected = (); foreach (@queries) { my $res = $node->safe_psql("postgres", qq( SET enable_indexscan = off; SELECT i FROM tst ORDER BY v <-> '$_' LIMIT $limit; )); push(@expected, $res); } test_recall(0.18, $limit, "before vacuum"); test_recall(0.95, 100, "before vacuum"); # TODO Test concurrent inserts with vacuum $node->safe_psql("postgres", "VACUUM tst;"); test_recall(0.95, $limit, "after vacuum"); done_testing();