import { ChatOpenAI } from "@langchain/openai";
import {
AzureCosmosDBMongoChatMessageHistory,
AzureCosmosDBMongoChatHistoryDBConfig,
} from "@langchain/azure-cosmosdb";
import { RunnableWithMessageHistory } from "@langchain/core/runnables";
import { StringOutputParser } from "@langchain/core/output_parsers";
import {
ChatPromptTemplate,
MessagesPlaceholder,
} from "@langchain/core/prompts";
const model = new ChatOpenAI({
model: "gpt-3.5-turbo",
temperature: 0,
});
const prompt = ChatPromptTemplate.fromMessages([
[
"system",
"You are a helpful assistant. Answer all questions to the best of your ability.",
],
new MessagesPlaceholder("chat_history"),
["human", "{input}"],
]);
const chain = prompt.pipe(model).pipe(new StringOutputParser());
const dbcfg: AzureCosmosDBMongoChatHistoryDBConfig = {
connectionString: process.env.AZURE_COSMOSDB_MONGODB_CONNECTION_STRING,
databaseName: "langchain",
collectionName: "chathistory",
};
const chainWithHistory = new RunnableWithMessageHistory({
runnable: chain,
inputMessagesKey: "input",
historyMessagesKey: "chat_history",
getMessageHistory: async (sessionId) => {
const chatHistory = new AzureCosmosDBMongoChatMessageHistory(
dbcfg,
sessionId,
"user-id"
);
return chatHistory;
},
});
const res1 = await chainWithHistory.invoke(
{ input: "Hi! I'm Jim." },
{ configurable: { sessionId: "langchain-test-session" } }
);
console.log({ res1 });
/*
{ res1: 'Hi Jim! How can I assist you today?' }
*/
const res2 = await chainWithHistory.invoke(
{ input: "What did I just say my name was?" },
{ configurable: { sessionId: "langchain-test-session" } }
);
console.log({ res2 });
/*
{ res2: { response: 'You said your name was Jim.' }
*/
// Give this session a title
const chatHistory = (await chainWithHistory.getMessageHistory(
"langchain-test-session"
)) as AzureCosmosDBMongoChatMessageHistory;
await chatHistory.setContext({ title: "Introducing Jim" });
// List all session for the user
const sessions = await chatHistory.getAllSessions();
console.log(sessions);
/*
[
{
id: 'langchain-test-session',
user_id: 'user-id',
context: { title: 'Introducing Jim' }
}
]
*/