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add create index to nodejs client (#89)
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@@ -21,7 +21,7 @@ import {
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import { fromRecordsToBuffer } from './arrow'
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// eslint-disable-next-line @typescript-eslint/no-var-requires
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const { databaseNew, databaseTableNames, databaseOpenTable, tableCreate, tableSearch, tableAdd } = require('../native.js')
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const { databaseNew, databaseTableNames, databaseOpenTable, tableCreate, tableSearch, tableAdd, tableCreateVectorIndex } = require('../native.js')
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/**
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* Connect to a LanceDB instance at the given URI
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@@ -118,8 +118,62 @@ export class Table {
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async overwrite (data: Array<Record<string, unknown>>): Promise<number> {
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return tableAdd.call(this._tbl, await fromRecordsToBuffer(data), WriteMode.Overwrite.toString())
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}
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async create_index (indexParams: VectorIndexParams): Promise<any> {
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return tableCreateVectorIndex.call(this._tbl, indexParams)
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}
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}
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interface IvfPQIndexConfig {
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/**
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* The column to be indexed
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*/
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column?: string
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/**
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* A unique name for the index
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*/
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index_name?: string
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/**
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* Metric type, L2 or Cosine
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*/
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metric_type?: MetricType
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/**
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* The number of partitions this index
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*/
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num_partitions?: number
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/**
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* The max number of iterations for kmeans training.
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*/
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max_iters?: number
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/**
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* Train as optimized product quantization.
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*/
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use_opq?: boolean
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/**
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* Number of subvectors to build PQ code
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*/
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num_sub_vectors?: number
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/**
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* The number of bits to present one PQ centroid.
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*/
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num_bits?: number
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/**
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* Max number of iterations to train OPQ, if `use_opq` is true.
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*/
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max_opq_iters?: number
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type: 'ivf_pq'
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}
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export type VectorIndexParams = IvfPQIndexConfig
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/**
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* A builder for nearest neighbor queries for LanceDB.
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*/
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@@ -68,7 +68,7 @@ describe('LanceDB client', function () {
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const uri = await createTestDB()
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const con = await lancedb.connect(uri)
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const table = await con.openTable('vectors')
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const results = await table.search([0.1, 0.3]).filter('id == 2').execute()
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const results = await table.search([0.1, 0.1]).filter('id == 2').execute()
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assert.equal(results.length, 1)
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assert.equal(results[0].id, 2)
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})
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@@ -131,6 +131,15 @@ describe('LanceDB client', function () {
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assert.equal(resultsAdd.length, 2)
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})
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})
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describe('when creating a vector index', function () {
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it('overwrite all records in a table', async function () {
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const uri = await createTestDB(32, 300)
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const con = await lancedb.connect(uri)
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const table = await con.openTable('vectors')
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await table.create_index({ type: 'ivf_pq', column: 'vector', num_partitions: 2, max_iters: 2 })
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}).timeout(10_000) // Timeout is high partially because GH macos runner is pretty slow
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})
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})
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describe('Query object', function () {
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@@ -147,14 +156,18 @@ describe('Query object', function () {
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})
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})
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async function createTestDB (): Promise<string> {
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async function createTestDB (numDimensions: number = 2, numRows: number = 2): Promise<string> {
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const dir = await track().mkdir('lancejs')
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const con = await lancedb.connect(dir)
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const data = [
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{ id: 1, vector: [0.1, 0.2], name: 'foo', price: 10, is_active: true },
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{ id: 2, vector: [1.1, 1.2], name: 'bar', price: 50, is_active: false }
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]
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const data = []
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for (let i = 0; i < numRows; i++) {
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const vector = []
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for (let j = 0; j < numDimensions; j++) {
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vector.push(i + (j * 0.1))
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}
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data.push({ id: i + 1, name: `name_${i}`, price: i + 10, is_active: (i % 2 === 0), vector })
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}
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await con.createTable('vectors', data)
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return dir
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