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.
Setupβ
First, install the AWS DynamoDB client in your project:
- npm
- Yarn
- pnpm
npm install @aws-sdk/client-dynamodb
yarn add @aws-sdk/client-dynamodb
pnpm add @aws-sdk/client-dynamodb
- npm
- Yarn
- pnpm
npm install @langchain/openai @langchain/community
yarn add @langchain/openai @langchain/community
pnpm add @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.
Usageβ
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:
- BufferMemory from
langchain/memory
- DynamoDBChatMessageHistory from
@langchain/community/stores/message/dynamodb
- ChatOpenAI from
@langchain/openai
- ConversationChain from
langchain/chains