Upstash Vector Node.js Client ·

@upstash/vector is an HTTP/REST based client for Typescript, built on top of Upstash REST API.

It is the only connectionless (HTTP based) Vector client and designed for:

Serverless functions (AWS Lambda ...)
Cloudflare Workers
Next.js, Jamstack ...
Client side web/mobile applications
WebAssembly
and other environments where HTTP is preferred over TCP.

Quick Start

Install

Node.js

npm install @upstash/vector

Create Index

Create a new index on Upstash

Basic Usage:

import { Index } from "@upstash/vector";

type Metadata = {
  title: string,
  genre: 'sci-fi' | 'fantasy' | 'horror' | 'action'
  category: "classic" | "modern"
}

const index = new Index<Metadata>({
  url: "<UPSTASH_VECTOR_REST_URL>",
  token: "<UPSTASH_VECTOR_REST_TOKEN>",
});

//Upsert Data
await index.upsert([{
  id: 'upstash-rocks',
  vector: [
    .... // embedding values
  ],
  metadata: {
    title: 'Lord of The Rings',
    genre: 'fantasy',
    category: 'classic'
  }
}])

//Query Data
const results = await index.query<Metadata>({
  vector: [
    ... // query embedding
  ],
  includeVectors: true,
  includeMetadata: true
  topK: 1,
})

//Update Data
await index.upsert({
  id: "upstash-rocks",
  metadata: {
    title: 'Star Wars',
    genre: 'sci-fi',
    category: 'classic'
  }
});

//Delete record
await index.delete("upstash-rocks");

//Delete many by id
await index.delete(["id-1", "id-2", "id-3"]);

//Fetch records by their IDs
await index.fetch(["id-1", "id-2"]);

//Fetch records with range
await index.range({
      cursor: 0,
      limit: 5,
      includeVectors: true,
});

//Reset index
await index.reset();

//Info about index
await index.info();

//Random vector based on stored vectors
await index.random();

Troubleshooting

We have a Discord for common problems. If you can't find a solution, please open an issue.

Docs

See the documentation for details.

Contributing

Install Bun

Vector Database

Create a new index on Upstash and copy the url and token.

Running tests

bun run test

Building

bun run build

0xdeadbad/vector-js