mirror of
https://github.com/lancedb/lancedb.git
synced 2026-05-15 02:50:44 +00:00
[Node] initial support of nodejs remote sdk (#333)
This commit is contained in:
69
node/src/remote/client.ts
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69
node/src/remote/client.ts
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// Copyright 2023 LanceDB Developers.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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import axios from 'axios'
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import { tableFromIPC, type Table as ArrowTable } from 'apache-arrow'
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export class HttpLancedbClient {
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private readonly _url: string
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public constructor (url: string, private readonly _apiKey: string) {
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this._url = url
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}
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get uri (): string {
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return this._url
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}
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public async search (
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tableName: string,
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vector: number[],
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k: number,
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nprobes: number,
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refineFactor?: number,
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columns?: string[],
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filter?: string
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): Promise<ArrowTable<any>> {
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const response = await axios.post(
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`${this._url}/v1/table/${tableName}`,
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{
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vector,
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k,
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nprobes,
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refineFactor,
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columns,
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filter
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},
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{
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headers: {
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'Content-Type': 'application/json',
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'x-api-key': this._apiKey
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},
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responseType: 'arraybuffer',
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timeout: 10000
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}
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).catch((err) => {
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console.error('error: ', err)
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return err.response
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})
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if (response.status !== 200) {
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const errorData = new TextDecoder().decode(response.data)
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throw new Error(`Server Error, status: ${response.status as number}, message: ${response.statusText as string}: ${errorData}`)
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}
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const table = tableFromIPC(response.data)
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return table
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}
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}
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163
node/src/remote/index.ts
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163
node/src/remote/index.ts
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@@ -0,0 +1,163 @@
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// Copyright 2023 LanceDB Developers.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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import {
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type EmbeddingFunction, type Table, type VectorIndexParams, type Connection,
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type ConnectionOptions
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} from '../index'
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import { Query } from '../query'
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import { type Table as ArrowTable, Vector } from 'apache-arrow'
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import { HttpLancedbClient } from './client'
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/**
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* Remote connection.
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*/
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export class RemoteConnection implements Connection {
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private readonly _client: HttpLancedbClient
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private readonly _dbName: string
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constructor (opts: ConnectionOptions) {
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if (!opts.uri.startsWith('db://')) {
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throw new Error(`Invalid remote DB URI: ${opts.uri}`)
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}
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if (opts.apiKey === undefined || opts.region === undefined) {
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throw new Error('API key and region are not supported for remote connections')
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}
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this._dbName = opts.uri.slice('db://'.length)
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const server = `https://${this._dbName}.${opts.region}.api.lancedb.com`
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this._client = new HttpLancedbClient(server, opts.apiKey)
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}
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get uri (): string {
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// add the lancedb+ prefix back
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return 'db://' + this._client.uri
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}
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async tableNames (): Promise<string[]> {
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throw new Error('Not implemented')
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}
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async openTable (name: string): Promise<Table>
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async openTable<T> (name: string, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
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async openTable<T> (name: string, embeddings?: EmbeddingFunction<T>): Promise<Table<T>> {
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if (embeddings !== undefined) {
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return new RemoteTable(this._client, name, embeddings)
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} else {
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return new RemoteTable(this._client, name)
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}
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}
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async createTable (name: string, data: Array<Record<string, unknown>>): Promise<Table>
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
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async createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings?: EmbeddingFunction<T>): Promise<Table<T>> {
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throw new Error('Not implemented')
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}
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async createTableArrow (name: string, table: ArrowTable): Promise<Table> {
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throw new Error('Not implemented')
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}
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async dropTable (name: string): Promise<void> {
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throw new Error('Not implemented')
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}
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}
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export class RemoteQuery<T = number[]> extends Query<T> {
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constructor (query: T, private readonly _client: HttpLancedbClient,
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private readonly _name: string, embeddings?: EmbeddingFunction<T>) {
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super(query, undefined, embeddings)
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}
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// TODO: refactor this to a base class + queryImpl pattern
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async execute<T = Record<string, unknown>>(): Promise<T[]> {
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// TODO: remove as any hack once we refactor
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const embeddings = this._embeddings
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const query = (this as any)._query
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let queryVector: number[]
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if (embeddings !== undefined) {
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queryVector = (await embeddings.embed([query]))[0]
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} else {
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queryVector = query as number[]
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}
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const data = await this._client.search(
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this._name,
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queryVector,
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(this as any)._limit,
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(this as any)._nprobes,
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(this as any)._refineFactor,
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(this as any)._select,
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(this as any)._filter
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)
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return data.toArray().map((entry: Record<string, unknown>) => {
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const newObject: Record<string, unknown> = {}
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Object.keys(entry).forEach((key: string) => {
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if (entry[key] instanceof Vector) {
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newObject[key] = (entry[key] as Vector).toArray()
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} else {
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newObject[key] = entry[key]
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}
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})
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return newObject as unknown as T
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})
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}
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}
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// we are using extend until we have next next version release
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// Table and Connection has both been refactored to interfaces
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export class RemoteTable<T = number[]> implements Table<T> {
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private readonly _client: HttpLancedbClient
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private readonly _embeddings?: EmbeddingFunction<T>
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private readonly _name: string
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constructor (client: HttpLancedbClient, name: string)
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constructor (client: HttpLancedbClient, name: string, embeddings: EmbeddingFunction<T>)
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constructor (client: HttpLancedbClient, name: string, embeddings?: EmbeddingFunction<T>) {
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this._client = client
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this._name = name
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this._embeddings = embeddings
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}
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get name (): string {
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return this._name
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}
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search (query: T): Query<T> {
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return new RemoteQuery(query, this._client, this._name)//, this._embeddings_new)
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}
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async add (data: Array<Record<string, unknown>>): Promise<number> {
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throw new Error('Not implemented')
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}
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async overwrite (data: Array<Record<string, unknown>>): Promise<number> {
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throw new Error('Not implemented')
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}
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async createIndex (indexParams: VectorIndexParams): Promise<any> {
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throw new Error('Not implemented')
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}
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async countRows (): Promise<number> {
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throw new Error('Not implemented')
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}
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async delete (filter: string): Promise<void> {
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throw new Error('Not implemented')
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}
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}
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