Skip to main content

DynamoDB-Backed Chat Memory

For longer-term persistence across chat sessions, you can swap out the default in-memory chatHistory that backs chat memory classes like BufferMemory for a DynamoDB instance.

Setup​

First, install the AWS DynamoDB client in your project:

npm install @aws-sdk/client-dynamodb
tip

See this section for general instructions on installing integration packages.

npm install @langchain/openai @langchain/community

Next, sign into your AWS account and create a DynamoDB table. Name the table langchain, and name your partition key id. Make sure your partition key is a string. You can leave sort key and the other settings alone.

You'll also need to retrieve an AWS access key and secret key for a role or user that has access to the table and add them to your environment variables.

Usage​

import { BufferMemory } from "langchain/memory";
import { DynamoDBChatMessageHistory } from "@langchain/community/stores/message/dynamodb";
import { ChatOpenAI } from "@langchain/openai";
import { ConversationChain } from "langchain/chains";

const memory = new BufferMemory({
  chatHistory: new DynamoDBChatMessageHistory({
    tableName: "langchain",
    partitionKey: "id",
    sessionId: new Date().toISOString(), // Or some other unique identifier for the conversation
    config: {
      region: "us-east-2",
      credentials: {
        accessKeyId: "<your AWS access key id>",
        secretAccessKey: "<your AWS secret access key>",
      },
    },
  }),
});

const model = new ChatOpenAI();
const chain = new ConversationChain({ llm: model, memory });

const res1 = await chain.invoke({ input: "Hi! I'm Jim." });
console.log({ res1 });
/*
{
  res1: {
    text: "Hello Jim! It's nice to meet you. My name is AI. How may I assist you today?"
  }
}
*/

const res2 = await chain.invoke({ input: "What did I just say my name was?" });
console.log({ res2 });

/*
{
  res1: {
    text: "You said your name was Jim."
  }
}
*/

API Reference:

Was this page helpful?


You can also leave detailed feedback on GitHub.