Flowise/packages/components/nodes/memory/UpstashRedisBackedChatMemory/UpstashRedisBackedChatMemor...

202 lines
7.4 KiB
TypeScript

import { Redis, RedisConfigNodejs } from '@upstash/redis'
import { isEqual } from 'lodash'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { UpstashRedisChatMessageHistory } from '@langchain/community/stores/message/upstash_redis'
import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, StoredMessage, BaseMessage } from '@langchain/core/messages'
import { FlowiseMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
mapChatMessageToBaseMessage
} from '../../../src/utils'
import { ICommonObject } from '../../../src/Interface'
let redisClientSingleton: Redis
let redisClientOption: RedisConfigNodejs
const getRedisClientbyOption = (option: RedisConfigNodejs) => {
if (!redisClientSingleton) {
// if client doesn't exists
redisClientSingleton = new Redis(option)
redisClientOption = option
return redisClientSingleton
} else if (redisClientSingleton && !isEqual(option, redisClientOption)) {
// if client exists but option changed
redisClientSingleton = new Redis(option)
redisClientOption = option
return redisClientSingleton
}
return redisClientSingleton
}
class UpstashRedisBackedChatMemory_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 = 'Upstash Redis-Backed Chat Memory'
this.name = 'upstashRedisBackedChatMemory'
this.version = 2.0
this.type = 'UpstashRedisBackedChatMemory'
this.icon = 'upstash.svg'
this.category = 'Memory'
this.description = 'Summarizes the conversation and stores the memory in Upstash Redis server'
this.baseClasses = [this.type, ...getBaseClasses(BufferMemory)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
description: 'Configure password authentication on your upstash redis instance',
credentialNames: ['upstashRedisMemoryApi']
}
this.inputs = [
{
label: 'Upstash Redis REST URL',
name: 'baseURL',
type: 'string',
placeholder: 'https://<your-url>.upstash.io'
},
{
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: 'Session Timeouts',
name: 'sessionTTL',
type: 'number',
description: 'Omit this parameter to make sessions never expire',
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 initalizeUpstashRedis(nodeData, options)
}
}
const initalizeUpstashRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const baseURL = nodeData.inputs?.baseURL as string
const sessionId = nodeData.inputs?.sessionId as string
const memoryKey = nodeData.inputs?.memoryKey as string
const _sessionTTL = nodeData.inputs?.sessionTTL as string
const sessionTTL = _sessionTTL ? parseInt(_sessionTTL, 10) : undefined
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const upstashRestToken = getCredentialParam('upstashRestToken', credentialData, nodeData)
const client = getRedisClientbyOption({
url: baseURL,
token: upstashRestToken
})
const redisChatMessageHistory = new UpstashRedisChatMessageHistory({
sessionId,
sessionTTL,
client
})
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: redisChatMessageHistory,
sessionId,
sessionTTL,
redisClient: client
})
return memory
}
interface BufferMemoryExtendedInput {
redisClient: Redis
sessionId: string
sessionTTL?: number
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = ''
redisClient: Redis
sessionTTL?: number
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.sessionId = fields.sessionId
this.redisClient = fields.redisClient
this.sessionTTL = fields.sessionTTL
}
async getChatMessages(
overrideSessionId = '',
returnBaseMessages = false,
prependMessages?: IMessage[]
): Promise<IMessage[] | BaseMessage[]> {
if (!this.redisClient) return []
const id = overrideSessionId ? overrideSessionId : this.sessionId
const rawStoredMessages: StoredMessage[] = await this.redisClient.lrange<StoredMessage>(id, 0, -1)
const orderedMessages = rawStoredMessages.reverse()
const previousMessages = orderedMessages.filter((x): x is StoredMessage => x.type !== undefined && x.data.content !== undefined)
const baseMessages = previousMessages.map(mapStoredMessageToChatMessage)
if (prependMessages?.length) {
baseMessages.unshift(...mapChatMessageToBaseMessage(prependMessages))
}
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
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())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
if (this.sessionTTL) await this.redisClient.expire(id, this.sessionTTL)
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
if (this.sessionTTL) await this.redisClient.expire(id, this.sessionTTL)
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ? overrideSessionId : this.sessionId
await this.redisClient.del(id)
await this.clear()
}
}
module.exports = { nodeClass: UpstashRedisBackedChatMemory_Memory }