208 lines
7.4 KiB
TypeScript
208 lines
7.4 KiB
TypeScript
import { MongoClient } from 'mongodb'
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import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
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import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, BaseMessage } from '@langchain/core/messages'
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import {
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convertBaseMessagetoIMessage,
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getBaseClasses,
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getCredentialData,
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getCredentialParam,
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getVersion,
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mapChatMessageToBaseMessage
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} from '../../../src/utils'
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import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
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// TODO: Add ability to specify env variable and use singleton pattern (i.e initialize MongoDB on server and pass to component)
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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:
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'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 driverInfo = { name: 'Flowise', version: (await getVersion()).version }
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const orgId = options.orgId as string
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return new BufferMemoryExtended({
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memoryKey: memoryKey ?? 'chat_history',
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sessionId,
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orgId,
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mongoConnection: {
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databaseName,
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collectionName,
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mongoDBConnectUrl,
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driverInfo
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}
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})
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}
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interface BufferMemoryExtendedInput {
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sessionId: string
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orgId: string
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mongoConnection: {
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databaseName: string
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collectionName: string
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mongoDBConnectUrl: string
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driverInfo: { name: string; version: string }
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}
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}
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class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
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sessionId = ''
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orgId = ''
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mongoConnection: {
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databaseName: string
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collectionName: string
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mongoDBConnectUrl: string
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driverInfo: { name: string; version: string }
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}
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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.orgId = fields.orgId
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this.mongoConnection = fields.mongoConnection
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}
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async getChatMessages(
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overrideSessionId = '',
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returnBaseMessages = false,
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prependMessages?: IMessage[]
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): Promise<IMessage[] | BaseMessage[]> {
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const client = new MongoClient(this.mongoConnection.mongoDBConnectUrl, { driverInfo: this.mongoConnection.driverInfo })
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const collection = client.db(this.mongoConnection.databaseName).collection(this.mongoConnection.collectionName)
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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const document = await 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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if (prependMessages?.length) {
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baseMessages.unshift(...(await mapChatMessageToBaseMessage(prependMessages, this.orgId)))
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}
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await client.close()
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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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const client = new MongoClient(this.mongoConnection.mongoDBConnectUrl, { driverInfo: this.mongoConnection.driverInfo })
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const collection = client.db(this.mongoConnection.databaseName).collection(this.mongoConnection.collectionName)
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const id = overrideSessionId ? 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) => ({
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...msg.toDict(),
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timestamp: new Date() // Add timestamp to the message
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}))
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await collection.updateOne(
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{ sessionId: id },
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{
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$push: { messages: { $each: messageToAdd } }
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},
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{ upsert: true }
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)
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}
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if (output) {
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const newOutputMessage = new AIMessage(output.text)
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const messageToAdd = [newOutputMessage].map((msg) => ({
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...msg.toDict(),
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timestamp: new Date() // Add timestamp to the message
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}))
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await collection.updateOne(
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{ sessionId: id },
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{
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$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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await client.close()
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}
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async clearChatMessages(overrideSessionId = ''): Promise<void> {
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const client = new MongoClient(this.mongoConnection.mongoDBConnectUrl, { driverInfo: this.mongoConnection.driverInfo })
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const collection = client.db(this.mongoConnection.databaseName).collection(this.mongoConnection.collectionName)
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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await collection.deleteOne({ sessionId: id })
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await this.clear()
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await client.close()
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}
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}
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module.exports = { nodeClass: MongoDB_Memory }
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