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

227 lines
8.1 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,
serializeChatHistory
} from '../../../src/utils'
import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
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, the first CHAT_MESSAGE_ID will be used as sessionId',
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)
}
//@ts-ignore
memoryMethods = {
async clearSessionMemory(nodeData: INodeData, options: ICommonObject): Promise<void> {
const mongodbMemory = await initializeMongoDB(nodeData, options)
const sessionId = nodeData.inputs?.sessionId as string
const chatId = options?.chatId as string
options.logger.info(`Clearing MongoDB memory session ${sessionId ? sessionId : chatId}`)
await mongodbMemory.clear()
options.logger.info(`Successfully cleared MongoDB memory session ${sessionId ? sessionId : chatId}`)
},
async getChatMessages(nodeData: INodeData, options: ICommonObject): Promise<string> {
const memoryKey = nodeData.inputs?.memoryKey as string
const mongodbMemory = await initializeMongoDB(nodeData, options)
const key = memoryKey ?? 'chat_history'
const memoryResult = await mongodbMemory.loadMemoryVariables({})
return serializeChatHistory(memoryResult[key])
}
}
}
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 chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const mongoDBConnectUrl = getCredentialParam('mongoDBConnectUrl', credentialData, nodeData)
const client = new MongoClient(mongoDBConnectUrl)
await client.connect()
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,
isSessionIdUsingChatMessageId,
sessionId,
collection
})
}
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
collection: Collection<Document>
sessionId: string
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = ''
collection: Collection<Document>
isSessionIdUsingChatMessageId? = false
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 }