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bugfix(node): make WriteMode optional when specifying embeddings (#336)
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@@ -26,3 +26,9 @@ export interface EmbeddingFunction<T> {
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*/
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embed: (data: T[]) => Promise<number[][]>
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}
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export function isEmbeddingFunction<T> (value: any): value is EmbeddingFunction<T> {
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return Object.keys(value).length === 2 &&
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typeof value.sourceColumn === 'string' &&
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typeof value.embed === 'function'
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}
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@@ -20,10 +20,12 @@ import { fromRecordsToBuffer } from './arrow'
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import type { EmbeddingFunction } from './embedding/embedding_function'
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import { RemoteConnection } from './remote'
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import { Query } from './query'
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import { isEmbeddingFunction } from './embedding/embedding_function'
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// eslint-disable-next-line @typescript-eslint/no-var-requires
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const { databaseNew, databaseTableNames, databaseOpenTable, databaseDropTable, tableCreate, tableAdd, tableCreateVectorIndex, tableCountRows, tableDelete } = require('../native.js')
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export { Query }
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export type { EmbeddingFunction }
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export { OpenAIEmbeddingFunction } from './embedding/openai'
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@@ -100,10 +102,35 @@ export interface Connection {
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*
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* @param {string} name - The name of the table.
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* @param data - Non-empty Array of Records to be inserted into the table
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* @param {WriteMode} mode - The write mode to use when creating the table.
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*/
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createTable (name: string, data: Array<Record<string, unknown>>): Promise<Table>
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/**
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* Creates a new Table and initialize it with new data.
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*
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* @param {string} name - The name of the table.
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* @param data - Non-empty Array of Records to be inserted into the table
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* @param {WriteOptions} options - The write options to use when creating the table.
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*/
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createTable (name: string, data: Array<Record<string, unknown>>, options: WriteOptions): Promise<Table>
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/**
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* Creates a new Table and initialize it with new data.
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*
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* @param {string} name - The name of the table.
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* @param data - Non-empty Array of Records to be inserted into the table
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* @param {EmbeddingFunction} embeddings - An embedding function to use on this table
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*/
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createTable<T>(name: string, data: Array<Record<string, unknown>>, mode?: WriteMode, embeddings?: EmbeddingFunction<T>): Promise<Table<T>>
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createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
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/**
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* Creates a new Table and initialize it with new data.
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*
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* @param {string} name - The name of the table.
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* @param data - Non-empty Array of Records to be inserted into the table
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* @param {EmbeddingFunction} embeddings - An embedding function to use on this table
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* @param {WriteOptions} options - The write options to use when creating the table.
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*/
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createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings: EmbeddingFunction<T>, options: WriteOptions): Promise<Table<T>>
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createTableArrow(name: string, table: ArrowTable): Promise<Table>
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@@ -237,32 +264,19 @@ export class LocalConnection implements Connection {
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}
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}
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/**
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* Creates a new Table and initialize it with new data.
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*
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* @param name The name of the table.
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* @param data Non-empty Array of Records to be inserted into the Table
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* @param mode The write mode to use when creating the table.
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*/
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async createTable (name: string, data: Array<Record<string, unknown>>, mode?: WriteMode): Promise<Table>
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async createTable (name: string, data: Array<Record<string, unknown>>, mode: WriteMode): Promise<Table>
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/**
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* Creates a new Table and initialize it with new data.
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*
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* @param name The name of the table.
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* @param data Non-empty Array of Records to be inserted into the Table
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* @param mode The write mode to use when creating the table.
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* @param embeddings An embedding function to use on this Table
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*/
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, mode: WriteMode, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, mode: WriteMode, embeddings?: EmbeddingFunction<T>): Promise<Table<T>>
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, mode: WriteMode, embeddings?: EmbeddingFunction<T>): Promise<Table<T>> {
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if (mode === undefined) {
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mode = WriteMode.Create
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, optsOrEmbedding?: WriteOptions | EmbeddingFunction<T>, opt?: WriteOptions): Promise<Table<T>> {
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let writeOptions: WriteOptions = new DefaultWriteOptions()
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if (opt !== undefined && isWriteOptions(opt)) {
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writeOptions = opt
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} else if (optsOrEmbedding !== undefined && isWriteOptions(optsOrEmbedding)) {
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writeOptions = optsOrEmbedding
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}
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const createArgs = [this._db, name, await fromRecordsToBuffer(data, embeddings), mode.toLowerCase()]
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let embeddings: undefined | EmbeddingFunction<T>
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if (optsOrEmbedding !== undefined && isEmbeddingFunction(optsOrEmbedding)) {
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embeddings = optsOrEmbedding
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}
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const createArgs = [this._db, name, await fromRecordsToBuffer(data, embeddings), writeOptions.writeMode?.toString()]
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if (this._options.awsCredentials !== undefined) {
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createArgs.push(this._options.awsCredentials.accessKeyId)
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createArgs.push(this._options.awsCredentials.secretKey)
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@@ -459,6 +473,23 @@ export enum WriteMode {
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Append = 'append'
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}
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/**
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* Write options when creating a Table.
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*/
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export interface WriteOptions {
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/** A {@link WriteMode} to use on this operation */
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writeMode?: WriteMode
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}
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export class DefaultWriteOptions implements WriteOptions {
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writeMode = WriteMode.Create
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}
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export function isWriteOptions (value: any): value is WriteOptions {
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return Object.keys(value).length === 1 &&
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(value.writeMode === undefined || typeof value.writeMode === 'string')
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}
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/**
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* Distance metrics type.
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*/
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@@ -18,8 +18,7 @@ import * as chai from 'chai'
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import * as chaiAsPromised from 'chai-as-promised'
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import * as lancedb from '../index'
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import { type AwsCredentials, type EmbeddingFunction, MetricType, WriteMode } from '../index'
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import { Query } from '../query'
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import { type AwsCredentials, type EmbeddingFunction, MetricType, Query, WriteMode, DefaultWriteOptions, isWriteOptions } from '../index'
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const expect = chai.expect
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const assert = chai.assert
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@@ -145,7 +144,7 @@ describe('LanceDB client', function () {
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]
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const tableName = 'overwrite'
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await con.createTable(tableName, data, WriteMode.Create)
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await con.createTable(tableName, data, { writeMode: WriteMode.Create })
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const newData = [
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{ id: 1, vector: [0.1, 0.2], price: 10 },
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@@ -155,7 +154,7 @@ describe('LanceDB client', function () {
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await expect(con.createTable(tableName, newData)).to.be.rejectedWith(Error, 'already exists')
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const table = await con.createTable(tableName, newData, WriteMode.Overwrite)
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const table = await con.createTable(tableName, newData, { writeMode: WriteMode.Overwrite })
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assert.equal(table.name, tableName)
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assert.equal(await table.countRows(), 3)
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})
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@@ -260,7 +259,7 @@ describe('LanceDB client', function () {
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{ price: 10, name: 'foo' },
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{ price: 50, name: 'bar' }
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]
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const table = await con.createTable('vectors', data, WriteMode.Create, embeddings)
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const table = await con.createTable('vectors', data, embeddings, { writeMode: WriteMode.Create })
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const results = await table.search('foo').execute()
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assert.equal(results.length, 2)
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})
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@@ -318,3 +317,20 @@ describe('Drop table', function () {
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assert.deepEqual(await con.tableNames(), ['t2'])
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})
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})
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describe('WriteOptions', function () {
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context('#isWriteOptions', function () {
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it('should not match empty object', function () {
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assert.equal(isWriteOptions({}), false)
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})
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it('should match write options', function () {
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assert.equal(isWriteOptions({ writeMode: WriteMode.Create }), true)
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})
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it('should match undefined write mode', function () {
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assert.equal(isWriteOptions({ writeMode: undefined }), true)
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})
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it('should match default write options', function () {
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assert.equal(isWriteOptions(new DefaultWriteOptions()), true)
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})
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})
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})
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