248 lines
8.7 KiB
TypeScript
248 lines
8.7 KiB
TypeScript
import { Redis, RedisOptions } from 'ioredis'
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import { isEqual } from 'lodash'
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import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
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import { RedisChatMessageHistory, RedisChatMessageHistoryInput } from '@langchain/community/stores/message/ioredis'
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import { mapStoredMessageToChatMessage, BaseMessage, AIMessage, HumanMessage } from '@langchain/core/messages'
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import { INode, INodeData, INodeParams, ICommonObject, MessageType, IMessage, MemoryMethods, FlowiseMemory } from '../../../src/Interface'
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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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mapChatMessageToBaseMessage
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} from '../../../src/utils'
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let redisClientSingleton: Redis
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let redisClientOption: RedisOptions
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let redisClientUrl: string
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const getRedisClientbyOption = (option: RedisOptions) => {
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if (!redisClientSingleton) {
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// if client doesn't exists
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redisClientSingleton = new Redis(option)
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redisClientOption = option
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return redisClientSingleton
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} else if (redisClientSingleton && !isEqual(option, redisClientOption)) {
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// if client exists but option changed
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redisClientSingleton.quit()
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redisClientSingleton = new Redis(option)
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redisClientOption = option
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return redisClientSingleton
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}
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return redisClientSingleton
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}
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const getRedisClientbyUrl = (url: string) => {
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if (!redisClientSingleton) {
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// if client doesn't exists
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redisClientSingleton = new Redis(url)
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redisClientUrl = url
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return redisClientSingleton
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} else if (redisClientSingleton && url !== redisClientUrl) {
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// if client exists but option changed
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redisClientSingleton.quit()
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redisClientSingleton = new Redis(url)
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redisClientUrl = url
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return redisClientSingleton
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}
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return redisClientSingleton
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}
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class RedisBackedChatMemory_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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inputs: INodeParams[]
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credential: INodeParams
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constructor() {
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this.label = 'Redis-Backed Chat Memory'
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this.name = 'RedisBackedChatMemory'
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this.version = 2.0
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this.type = 'RedisBackedChatMemory'
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this.icon = 'redis.svg'
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this.category = 'Memory'
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this.description = 'Summarizes the conversation and stores the memory in Redis server'
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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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optional: true,
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credentialNames: ['redisCacheApi', 'redisCacheUrlApi']
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}
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this.inputs = [
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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: 'Session Timeouts',
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name: 'sessionTTL',
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type: 'number',
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description: 'Omit this parameter to make sessions never expire',
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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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label: 'Window Size',
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name: 'windowSize',
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type: 'number',
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description: 'Window of size k to surface the last k back-and-forth to use as memory.',
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additionalParams: true,
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optional: 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 await initalizeRedis(nodeData, options)
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}
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}
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const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
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const sessionTTL = nodeData.inputs?.sessionTTL as number
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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 windowSize = nodeData.inputs?.windowSize as number
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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const redisUrl = getCredentialParam('redisUrl', credentialData, nodeData)
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let client: Redis
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if (!redisUrl || redisUrl === '') {
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const username = getCredentialParam('redisCacheUser', credentialData, nodeData)
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const password = getCredentialParam('redisCachePwd', credentialData, nodeData)
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const portStr = getCredentialParam('redisCachePort', credentialData, nodeData)
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const host = getCredentialParam('redisCacheHost', credentialData, nodeData)
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const sslEnabled = getCredentialParam('redisCacheSslEnabled', credentialData, nodeData)
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const tlsOptions = sslEnabled === true ? { tls: { rejectUnauthorized: false } } : {}
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client = getRedisClientbyOption({
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port: portStr ? parseInt(portStr) : 6379,
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host,
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username,
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password,
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...tlsOptions
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})
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} else {
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client = getRedisClientbyUrl(redisUrl)
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}
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let obj: RedisChatMessageHistoryInput = {
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sessionId,
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client
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}
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if (sessionTTL) {
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obj = {
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...obj,
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sessionTTL
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}
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}
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const redisChatMessageHistory = new RedisChatMessageHistory(obj)
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const memory = new BufferMemoryExtended({
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memoryKey: memoryKey ?? 'chat_history',
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chatHistory: redisChatMessageHistory,
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sessionId,
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windowSize,
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redisClient: client,
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sessionTTL
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})
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return memory
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}
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interface BufferMemoryExtendedInput {
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redisClient: Redis
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sessionId: string
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windowSize?: number
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sessionTTL?: number
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}
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class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
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sessionId = ''
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redisClient: Redis
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windowSize?: number
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sessionTTL?: number
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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.redisClient = fields.redisClient
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this.windowSize = fields.windowSize
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this.sessionTTL = fields.sessionTTL
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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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if (!this.redisClient) return []
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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const rawStoredMessages = await this.redisClient.lrange(id, this.windowSize ? this.windowSize * -1 : 0, -1)
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const orderedMessages = rawStoredMessages.reverse().map((message) => JSON.parse(message))
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const baseMessages = orderedMessages.map(mapStoredMessageToChatMessage)
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if (prependMessages?.length) {
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baseMessages.unshift(...mapChatMessageToBaseMessage(prependMessages))
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}
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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.redisClient) return
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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) => msg.toDict())
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await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
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if (this.sessionTTL) await this.redisClient.expire(id, this.sessionTTL)
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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.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
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if (this.sessionTTL) await this.redisClient.expire(id, this.sessionTTL)
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}
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}
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async clearChatMessages(overrideSessionId = ''): Promise<void> {
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if (!this.redisClient) return
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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await this.redisClient.del(id)
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await this.clear()
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}
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}
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module.exports = { nodeClass: RedisBackedChatMemory_Memory }
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