|
| 1 | +import assert from 'node:assert'; |
| 2 | +import test from 'node:test'; |
| 3 | +import Client from 'pg-native'; |
| 4 | +import pgvector from 'pgvector/pg'; |
| 5 | +import { SparseVector } from 'pgvector'; |
| 6 | + |
| 7 | +function isDeno() { |
| 8 | + return typeof Deno !== 'undefined'; |
| 9 | +} |
| 10 | + |
| 11 | +test('pg-native example', {skip: isDeno()}, () => { |
| 12 | + const client = new Client(); |
| 13 | + client.connectSync('postgres://localhost/pgvector_node_test'); |
| 14 | + |
| 15 | + client.querySync('CREATE EXTENSION IF NOT EXISTS vector'); |
| 16 | + client.querySync('DROP TABLE IF EXISTS pg_native_items'); |
| 17 | + client.querySync('CREATE TABLE pg_native_items (id serial PRIMARY KEY, embedding vector(3), half_embedding halfvec(3), binary_embedding bit(3), sparse_embedding sparsevec(3))'); |
| 18 | + |
| 19 | + const params = [ |
| 20 | + pgvector.toSql([1, 1, 1]), pgvector.toSql([1, 1, 1]), '000', new SparseVector([1, 1, 1]), |
| 21 | + pgvector.toSql([2, 2, 2]), pgvector.toSql([2, 2, 2]), '101', new SparseVector([2, 2, 2]), |
| 22 | + pgvector.toSql([1, 1, 2]), pgvector.toSql([1, 1, 2]), '111', new SparseVector([1, 1, 2]), |
| 23 | + null, null, null, null |
| 24 | + ]; |
| 25 | + client.querySync('INSERT INTO pg_native_items (embedding, half_embedding, binary_embedding, sparse_embedding) VALUES ($1, $2, $3, $4), ($5, $6, $7, $8), ($9, $10, $11, $12), ($13, $14, $15, $16)', params); |
| 26 | + |
| 27 | + const rows = client.querySync('SELECT * FROM pg_native_items ORDER BY embedding <-> $1 LIMIT 5', [pgvector.toSql([1, 1, 1])]); |
| 28 | + assert.deepEqual(rows.map(v => v.id), [1, 3, 2, 4]); |
| 29 | + assert.deepEqual(pgvector.fromSql(rows[0].embedding), [1, 1, 1]); |
| 30 | + assert.deepEqual(pgvector.fromSql(rows[0].half_embedding), [1, 1, 1]); |
| 31 | + assert.deepEqual(rows[0].binary_embedding, '000'); |
| 32 | + assert.deepEqual(pgvector.fromSql(rows[0].sparse_embedding).toArray(), [1, 1, 1]); |
| 33 | + |
| 34 | + client.querySync('CREATE INDEX ON pg_native_items USING hnsw (embedding vector_l2_ops)'); |
| 35 | + |
| 36 | + client.end(); |
| 37 | +}); |
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