202 lines
7.4 KiB
TypeScript
202 lines
7.4 KiB
TypeScript
import { Redis, RedisConfigNodejs } from '@upstash/redis'
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import { isEqual } from 'lodash'
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import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
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import { UpstashRedisChatMessageHistory } from '@langchain/community/stores/message/upstash_redis'
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import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, StoredMessage, BaseMessage } from '@langchain/core/messages'
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import { FlowiseMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } 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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import { ICommonObject } from '../../../src/Interface'
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let redisClientSingleton: Redis
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let redisClientOption: RedisConfigNodejs
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const getRedisClientbyOption = (option: RedisConfigNodejs) => {
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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 = 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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class UpstashRedisBackedChatMemory_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 = 'Upstash Redis-Backed Chat Memory'
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this.name = 'upstashRedisBackedChatMemory'
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this.version = 2.0
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this.type = 'UpstashRedisBackedChatMemory'
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this.icon = 'upstash.svg'
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this.category = 'Memory'
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this.description = 'Summarizes the conversation and stores the memory in Upstash 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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description: 'Configure password authentication on your upstash redis instance',
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credentialNames: ['upstashRedisMemoryApi']
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}
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this.inputs = [
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{
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label: 'Upstash Redis REST URL',
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name: 'baseURL',
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type: 'string',
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placeholder: 'https://<your-url>.upstash.io'
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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: '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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}
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async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
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return initalizeUpstashRedis(nodeData, options)
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}
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}
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const initalizeUpstashRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
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const baseURL = nodeData.inputs?.baseURL as string
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const sessionId = nodeData.inputs?.sessionId as string
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const memoryKey = nodeData.inputs?.memoryKey as string
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const _sessionTTL = nodeData.inputs?.sessionTTL as string
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const sessionTTL = _sessionTTL ? parseInt(_sessionTTL, 10) : undefined
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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const upstashRestToken = getCredentialParam('upstashRestToken', credentialData, nodeData)
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const client = getRedisClientbyOption({
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url: baseURL,
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token: upstashRestToken
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})
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const redisChatMessageHistory = new UpstashRedisChatMessageHistory({
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sessionId,
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sessionTTL,
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client
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})
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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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sessionTTL,
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redisClient: client
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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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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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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.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: StoredMessage[] = await this.redisClient.lrange<StoredMessage>(id, 0, -1)
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const orderedMessages = rawStoredMessages.reverse()
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const previousMessages = orderedMessages.filter((x): x is StoredMessage => x.type !== undefined && x.data.content !== undefined)
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const baseMessages = previousMessages.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: UpstashRedisBackedChatMemory_Memory }
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