GitHub - pgvector/pgvector-perl: pgvector examples for Perl

pgvector examples for Perl

Supports DBD::Pg

Getting Started

Follow the instructions for your database library:

DBD::Pg

Or check out some examples:

Embeddings with OpenAI
Binary embeddings with Cohere
Hybrid search with Ollama (Reciprocal Rank Fusion)
Sparse search with Text Embeddings Inference

DBD::Pg

Enable the extension

$dbh->do('CREATE EXTENSION IF NOT EXISTS vector');

Create a table

$dbh->do('CREATE TABLE items (id bigserial PRIMARY KEY, embedding vector(3))');

Insert vectors

sub vector {
    return '[' . join(',', @{$_[0]}) . ']';
}

my $sth = $dbh->prepare('INSERT INTO items (embedding) VALUES ($1), ($2), ($3)');
my @embedding1 = (1, 1, 1);
my @embedding2 = (2, 2, 2);
my @embedding3 = (1, 1, 2);
$sth->execute(vector(\@embedding1), vector(\@embedding2), vector(\@embedding3));

Get the nearest neighbors

my $sth = $dbh->prepare('SELECT * FROM items ORDER BY embedding <-> $1 LIMIT 5');
my @embedding = (1, 1, 1);
$sth->execute(vector(\@embedding));
while (my @row = $sth->fetchrow_array()) {
    print($row[1] . "\n");
}

Add an approximate index

$dbh->do('CREATE INDEX ON items USING hnsw (embedding vector_l2_ops)');
# or
$dbh->do('CREATE INDEX ON items USING ivfflat (embedding vector_l2_ops) WITH (lists = 100)');

Use vector_ip_ops for inner product and vector_cosine_ops for cosine distance

See a full example

Contributing

Everyone is encouraged to help improve this project. Here are a few ways you can help:

Report bugs
Fix bugs and submit pull requests
Write, clarify, or fix documentation
Suggest or add new features

To get started with development:

git clone https://github.com/pgvector/pgvector-perl.git
cd pgvector-perl
createdb pgvector_perl_test
cpan DBD::Pg
perl example.pl

To run an example:

cd examples/openai
createdb pgvector_example
perl example.pl