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Renamed tests
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127
test/t/003_ivfflat_recall.pl
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127
test/t/003_ivfflat_recall.pl
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use strict;
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use warnings;
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use PostgresNode;
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use TestLib;
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use Test::More;
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my $node;
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my @queries = ();
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my @expected;
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my $limit = 20;
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sub test_recall
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{
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my ($probes, $min, $operator) = @_;
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my $correct = 0;
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my $total = 0;
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my $explain = $node->safe_psql("postgres", qq(
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SET enable_seqscan = off;
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SET ivfflat.probes = $probes;
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EXPLAIN ANALYZE SELECT i FROM tst ORDER BY v $operator '$queries[0]' LIMIT $limit;
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));
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like($explain, qr/Index Scan using idx on tst/);
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for my $i (0 .. $#queries) {
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my $actual = $node->safe_psql("postgres", qq(
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SET enable_seqscan = off;
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SET ivfflat.probes = $probes;
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SELECT i FROM tst ORDER BY v $operator '$queries[$i]' LIMIT $limit;
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));
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my @actual_ids = split("\n", $actual);
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my %actual_set = map { $_ => 1 } @actual_ids;
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my @expected_ids = split("\n", $expected[$i]);
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foreach (@expected_ids) {
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if (exists($actual_set{$_})) {
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$correct++;
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}
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$total++;
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}
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}
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cmp_ok($correct / $total, ">=", $min, $operator);
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}
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# Initialize node
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$node = get_new_node('node');
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$node->init;
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$node->start;
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# Create table
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$node->safe_psql("postgres", "CREATE EXTENSION vector;");
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$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector(3));");
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$node->safe_psql("postgres",
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"INSERT INTO tst SELECT i, ARRAY[random(), random(), random()] FROM generate_series(1, 100000) i;"
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);
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# Generate queries
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for (1..20) {
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my $r1 = rand();
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my $r2 = rand();
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my $r3 = rand();
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push(@queries, "[$r1,$r2,$r3]");
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}
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# Check each index type
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my @operators = ("<->", "<#>", "<=>");
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foreach (@operators) {
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my $operator = $_;
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# Get exact results
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@expected = ();
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foreach (@queries) {
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my $res = $node->safe_psql("postgres", "SELECT i FROM tst ORDER BY v $operator '$_' LIMIT $limit;");
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push(@expected, $res);
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}
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my $opclass;
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if ($operator eq "<->") {
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$opclass = "vector_l2_ops";
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} elsif ($operator eq "<#>") {
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$opclass = "vector_ip_ops";
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} else {
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$opclass = "vector_cosine_ops";
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}
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# Build index serially
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$node->safe_psql("postgres", qq(
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SET max_parallel_maintenance_workers = 0;
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CREATE INDEX idx ON tst USING ivfflat (v $opclass);
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));
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# Test approximate results
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if ($operator ne "<#>") {
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# TODO fix test
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test_recall(1, 0.75, $operator);
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test_recall(10, 0.95, $operator);
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}
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# Account for equal distances
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test_recall(100, 0.995, $operator);
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$node->safe_psql("postgres", "DROP INDEX idx;");
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# Build index in parallel
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my ($ret, $stdout, $stderr) = $node->psql("postgres", qq(
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SET client_min_messages = DEBUG;
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SET min_parallel_table_scan_size = 1;
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CREATE INDEX idx ON tst USING ivfflat (v $opclass);
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));
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is($ret, 0, $stderr);
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like($stderr, qr/using \d+ parallel workers/);
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# Test approximate results
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if ($operator ne "<#>") {
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# TODO fix test
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test_recall(1, 0.75, $operator);
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test_recall(10, 0.95, $operator);
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}
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# Account for equal distances
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test_recall(100, 0.995, $operator);
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$node->safe_psql("postgres", "DROP INDEX idx;");
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}
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done_testing();
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