Flowise/packages/components/nodes/memory/MongoDBMemory/MongoDBMemory.ts

197 lines
7.1 KiB
TypeScript

import { MongoClient, Collection, Document } from 'mongodb'
import { MongoDBChatMessageHistory } from 'langchain/stores/message/mongodb'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, BaseMessage } from 'langchain/schema'
import { convertBaseMessagetoIMessage, getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
let mongoClientSingleton = null
const getMongoClient = async (mongoDBConnectUrl) => {
if (!mongoClientSingleton) {
mongoClientSingleton = new MongoClient(mongoDBConnectUrl, { useNewUrlParser: true, useUnifiedTopology: true })
await mongoClientSingleton.connect()
}
return mongoClientSingleton
}
class MongoDB_Memory implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
credential: INodeParams
inputs: INodeParams[]
constructor() {
this.label = 'MongoDB Atlas Chat Memory';
this.name = 'MongoDBAtlasChatMemory';
this.version = 1.0;
this.type = 'MongoDBAtlasChatMemory';
this.icon = 'mongodb.svg';
this.category = 'Memory';
this.description = 'Stores the conversation in MongoDB Atlas';
this.baseClasses = [this.type, ...getBaseClasses(BufferMemory)];
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
credentialNames: ['mongoDBUrlApi']
};
this.inputs = [
{
label: 'Database',
name: 'databaseName',
placeholder: '<DB_NAME>',
type: 'string'
},
{
label: 'Collection Name',
name: 'collectionName',
placeholder: '<COLLECTION_NAME>',
type: 'string'
},
{
label: 'Session Id',
name: 'sessionId',
type: 'string',
description: 'If not specified, a random id will be used. Learn <a target="_blank" href="https://docs.flowiseai.com/memory/long-term-memory#ui-and-embedded-chat">more</a>',
default: '',
additionalParams: true,
optional: true
},
{
label: 'Memory Key',
name: 'memoryKey',
type: 'string',
default: 'chat_history',
additionalParams: true
}
];
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
return initializeMongoDB(nodeData, options);
}
}
const initializeMongoDB = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const databaseName = nodeData.inputs?.databaseName as string;
const collectionName = nodeData.inputs?.collectionName as string;
const memoryKey = nodeData.inputs?.memoryKey as string;
const sessionId = nodeData.inputs?.sessionId as string;
const credentialData = await getCredentialData(nodeData.credential ?? '', options);
const mongoDBConnectUrl = getCredentialParam('mongoDBConnectUrl', credentialData, nodeData);
const client = await getMongoClient(mongoDBConnectUrl);
const collection = client.db(databaseName).collection(collectionName);
const mongoDBChatMessageHistory = new MongoDBChatMessageHistory({
collection,
sessionId
});
mongoDBChatMessageHistory.getMessages = async (): Promise<BaseMessage[]> => {
const document = await collection.findOne({
sessionId: (mongoDBChatMessageHistory as any).sessionId
});
const messages = document?.messages || [];
return messages.map(mapStoredMessageToChatMessage);
};
mongoDBChatMessageHistory.addMessage = async (message: BaseMessage): Promise<void> => {
const messages = [message].map((msg) => msg.toDict());
await collection.updateOne(
{ sessionId: (mongoDBChatMessageHistory as any).sessionId },
{
$push: { messages: { $each: messages } }
},
{ upsert: true }
);
};
mongoDBChatMessageHistory.clear = async (): Promise<void> => {
await collection.deleteOne({ sessionId: (mongoDBChatMessageHistory as any).sessionId });
};
return new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: mongoDBChatMessageHistory,
sessionId,
collection
});
};
interface BufferMemoryExtendedInput {
collection: Collection<Document>;
sessionId: string;
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = '';
collection: Collection<Document>;
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields);
this.sessionId = fields.sessionId;
this.collection = fields.collection;
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.collection) return [];
const id = overrideSessionId ?? this.sessionId;
const document = await this.collection.findOne({ sessionId: id });
const messages = document?.messages || [];
const baseMessages = messages.map(mapStoredMessageToChatMessage);
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages);
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.collection) return;
const id = overrideSessionId ?? this.sessionId;
const input = msgArray.find((msg) => msg.type === 'userMessage');
const output = msgArray.find((msg) => msg.type === 'apiMessage');
if (input) {
const newInputMessage = new HumanMessage(input.text);
const messageToAdd = [newInputMessage].map((msg) => msg.toDict());
await this.collection.updateOne(
{ sessionId: id },
{
$push: { messages: { $each: messageToAdd } }
},
{ upsert: true }
);
}
if (output) {
const newOutputMessage = new AIMessage(output.text);
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict());
await this.collection.updateOne(
{ sessionId: id },
{
$push: { messages: { $each: messageToAdd } }
},
{ upsert: true }
);
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.collection) return;
const id = overrideSessionId ?? this.sessionId;
await this.collection.deleteOne({ sessionId: id });
await this.clear();
}
}
module.exports = { nodeClass: MongoDB_Memory };