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

208 lines
7.4 KiB
TypeScript

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