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