Amazon Kendra Retriever

Amazon Kendra is an intelligent search service provided by Amazon Web Services (AWS). It utilizes advanced natural language processing (NLP) and machine learning algorithms to enable powerful search capabilities across various data sources within an organization. Kendra is designed to help users find the information they need quickly and accurately, improving productivity and decision-making.

With Kendra, users can search across a wide range of content types, including documents, FAQs, knowledge bases, manuals, and websites. It supports multiple languages and can understand complex queries, synonyms, and contextual meanings to provide highly relevant search results.

Setup

tip

See this section for general instructions on installing integration packages.

npm

npm i @aws-sdk/client-kendra @langchain/community

Yarn

yarn add @aws-sdk/client-kendra @langchain/community

pnpm

pnpm add @aws-sdk/client-kendra @langchain/community

Usage

import { AmazonKendraRetriever } from "@langchain/community/retrievers/amazon_kendra";

const retriever = new AmazonKendraRetriever({
  topK: 10,
  indexId: "YOUR_INDEX_ID",
  region: "us-east-2", // Your region
  clientOptions: {
    credentials: {
      accessKeyId: "YOUR_ACCESS_KEY_ID",
      secretAccessKey: "YOUR_SECRET_ACCESS_KEY",
    },
  },
});

const docs = await retriever.invoke("How are clouds formed?");

console.log(docs);

API Reference:

• AmazonKendraRetriever from @langchain/community/retrievers/amazon_kendra