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Added test for streaming recall
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127
test/t/040_hnsw_streaming_recall.pl
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127
test/t/040_hnsw_streaming_recall.pl
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@@ -0,0 +1,127 @@
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use strict;
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use warnings FATAL => 'all';
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use PostgreSQL::Test::Cluster;
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use PostgreSQL::Test::Utils;
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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 $limit = 20;
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my @cs = (100, 1000);
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sub test_recall
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{
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my ($c, $ef_search, $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 hnsw.ef_search = $ef_search;
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SET hnsw.streaming = on;
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EXPLAIN ANALYZE SELECT i FROM tst WHERE i % $c = 0 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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{
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my $actual = $node->safe_psql("postgres", qq(
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SET enable_seqscan = off;
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SET hnsw.ef_search = $ef_search;
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SET hnsw.streaming = on;
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SELECT i FROM tst WHERE i % $c = 0 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 @expected_ids = split("\n", $expected[$i]);
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my %expected_set = map { $_ => 1 } @expected_ids;
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foreach (@actual_ids)
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{
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if (exists($expected_set{$_}))
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{
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$correct++;
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}
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}
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$total += $limit;
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}
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cmp_ok($correct / $total, ">=", $min, $operator);
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}
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# Initialize node
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$node = PostgreSQL::Test::Cluster->new('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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{
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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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my @opclasses = ("vector_l2_ops", "vector_cosine_ops");
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for my $i (0 .. $#operators)
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{
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my $operator = $operators[$i];
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my $opclass = $opclasses[$i];
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$node->safe_psql("postgres", qq(
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SET maintenance_work_mem = '128MB';
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CREATE INDEX idx ON tst USING hnsw (v $opclass);
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));
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foreach (@cs)
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{
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my $c = $_;
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# Get exact results
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@expected = ();
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foreach (@queries)
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{
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my $res = $node->safe_psql("postgres", qq(
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SET enable_indexscan = off;
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WITH top AS (
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SELECT v $operator '$_' AS distance FROM tst WHERE i % $c = 0 ORDER BY distance LIMIT $limit
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)
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SELECT i FROM tst WHERE (v $operator '$_') <= (SELECT MAX(distance) FROM top)
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));
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push(@expected, $res);
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}
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if ($c == 100)
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{
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test_recall($c, 40, 0.99, $operator);
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}
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else
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{
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if ($operator eq "<->")
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{
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test_recall($c, 40, 0.99, $operator);
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}
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else
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{
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test_recall($c, 40, 0.99, $operator);
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}
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}
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}
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$node->safe_psql("postgres", "DROP INDEX idx;");
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}
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done_testing();
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