[Node] initial support of nodejs remote sdk (#333)

This commit is contained in:
Lei Xu
2023-07-18 16:15:27 -07:00
committed by GitHub
parent fb97b03a51
commit 980f910f50
7 changed files with 438 additions and 151 deletions

69
node/src/remote/client.ts Normal file
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// Copyright 2023 LanceDB Developers.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import axios from 'axios'
import { tableFromIPC, type Table as ArrowTable } from 'apache-arrow'
export class HttpLancedbClient {
private readonly _url: string
public constructor (url: string, private readonly _apiKey: string) {
this._url = url
}
get uri (): string {
return this._url
}
public async search (
tableName: string,
vector: number[],
k: number,
nprobes: number,
refineFactor?: number,
columns?: string[],
filter?: string
): Promise<ArrowTable<any>> {
const response = await axios.post(
`${this._url}/v1/table/${tableName}`,
{
vector,
k,
nprobes,
refineFactor,
columns,
filter
},
{
headers: {
'Content-Type': 'application/json',
'x-api-key': this._apiKey
},
responseType: 'arraybuffer',
timeout: 10000
}
).catch((err) => {
console.error('error: ', err)
return err.response
})
if (response.status !== 200) {
const errorData = new TextDecoder().decode(response.data)
throw new Error(`Server Error, status: ${response.status as number}, message: ${response.statusText as string}: ${errorData}`)
}
const table = tableFromIPC(response.data)
return table
}
}

163
node/src/remote/index.ts Normal file
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// Copyright 2023 LanceDB Developers.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import {
type EmbeddingFunction, type Table, type VectorIndexParams, type Connection,
type ConnectionOptions
} from '../index'
import { Query } from '../query'
import { type Table as ArrowTable, Vector } from 'apache-arrow'
import { HttpLancedbClient } from './client'
/**
* Remote connection.
*/
export class RemoteConnection implements Connection {
private readonly _client: HttpLancedbClient
private readonly _dbName: string
constructor (opts: ConnectionOptions) {
if (!opts.uri.startsWith('db://')) {
throw new Error(`Invalid remote DB URI: ${opts.uri}`)
}
if (opts.apiKey === undefined || opts.region === undefined) {
throw new Error('API key and region are not supported for remote connections')
}
this._dbName = opts.uri.slice('db://'.length)
const server = `https://${this._dbName}.${opts.region}.api.lancedb.com`
this._client = new HttpLancedbClient(server, opts.apiKey)
}
get uri (): string {
// add the lancedb+ prefix back
return 'db://' + this._client.uri
}
async tableNames (): Promise<string[]> {
throw new Error('Not implemented')
}
async openTable (name: string): Promise<Table>
async openTable<T> (name: string, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
async openTable<T> (name: string, embeddings?: EmbeddingFunction<T>): Promise<Table<T>> {
if (embeddings !== undefined) {
return new RemoteTable(this._client, name, embeddings)
} else {
return new RemoteTable(this._client, name)
}
}
async createTable (name: string, data: Array<Record<string, unknown>>): Promise<Table>
async createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings: EmbeddingFunction<T>): Promise<Table<T>>
async createTable<T> (name: string, data: Array<Record<string, unknown>>, embeddings?: EmbeddingFunction<T>): Promise<Table<T>> {
throw new Error('Not implemented')
}
async createTableArrow (name: string, table: ArrowTable): Promise<Table> {
throw new Error('Not implemented')
}
async dropTable (name: string): Promise<void> {
throw new Error('Not implemented')
}
}
export class RemoteQuery<T = number[]> extends Query<T> {
constructor (query: T, private readonly _client: HttpLancedbClient,
private readonly _name: string, embeddings?: EmbeddingFunction<T>) {
super(query, undefined, embeddings)
}
// TODO: refactor this to a base class + queryImpl pattern
async execute<T = Record<string, unknown>>(): Promise<T[]> {
// TODO: remove as any hack once we refactor
const embeddings = this._embeddings
const query = (this as any)._query
let queryVector: number[]
if (embeddings !== undefined) {
queryVector = (await embeddings.embed([query]))[0]
} else {
queryVector = query as number[]
}
const data = await this._client.search(
this._name,
queryVector,
(this as any)._limit,
(this as any)._nprobes,
(this as any)._refineFactor,
(this as any)._select,
(this as any)._filter
)
return data.toArray().map((entry: Record<string, unknown>) => {
const newObject: Record<string, unknown> = {}
Object.keys(entry).forEach((key: string) => {
if (entry[key] instanceof Vector) {
newObject[key] = (entry[key] as Vector).toArray()
} else {
newObject[key] = entry[key]
}
})
return newObject as unknown as T
})
}
}
// we are using extend until we have next next version release
// Table and Connection has both been refactored to interfaces
export class RemoteTable<T = number[]> implements Table<T> {
private readonly _client: HttpLancedbClient
private readonly _embeddings?: EmbeddingFunction<T>
private readonly _name: string
constructor (client: HttpLancedbClient, name: string)
constructor (client: HttpLancedbClient, name: string, embeddings: EmbeddingFunction<T>)
constructor (client: HttpLancedbClient, name: string, embeddings?: EmbeddingFunction<T>) {
this._client = client
this._name = name
this._embeddings = embeddings
}
get name (): string {
return this._name
}
search (query: T): Query<T> {
return new RemoteQuery(query, this._client, this._name)//, this._embeddings_new)
}
async add (data: Array<Record<string, unknown>>): Promise<number> {
throw new Error('Not implemented')
}
async overwrite (data: Array<Record<string, unknown>>): Promise<number> {
throw new Error('Not implemented')
}
async createIndex (indexParams: VectorIndexParams): Promise<any> {
throw new Error('Not implemented')
}
async countRows (): Promise<number> {
throw new Error('Not implemented')
}
async delete (filter: string): Promise<void> {
throw new Error('Not implemented')
}
}