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

248 lines
8.7 KiB
TypeScript

import { Redis, RedisOptions } from 'ioredis'
import { isEqual } from 'lodash'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { RedisChatMessageHistory, RedisChatMessageHistoryInput } from '@langchain/community/stores/message/ioredis'
import { mapStoredMessageToChatMessage, BaseMessage, AIMessage, HumanMessage } from '@langchain/core/messages'
import { INode, INodeData, INodeParams, ICommonObject, MessageType, IMessage, MemoryMethods, FlowiseMemory } from '../../../src/Interface'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
mapChatMessageToBaseMessage
} from '../../../src/utils'
let redisClientSingleton: Redis
let redisClientOption: RedisOptions
let redisClientUrl: string
const getRedisClientbyOption = (option: RedisOptions) => {
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.quit()
redisClientSingleton = new Redis(option)
redisClientOption = option
return redisClientSingleton
}
return redisClientSingleton
}
const getRedisClientbyUrl = (url: string) => {
if (!redisClientSingleton) {
// if client doesn't exists
redisClientSingleton = new Redis(url)
redisClientUrl = url
return redisClientSingleton
} else if (redisClientSingleton && url !== redisClientUrl) {
// if client exists but option changed
redisClientSingleton.quit()
redisClientSingleton = new Redis(url)
redisClientUrl = url
return redisClientSingleton
}
return redisClientSingleton
}
class RedisBackedChatMemory_Memory implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs: INodeParams[]
credential: INodeParams
constructor() {
this.label = 'Redis-Backed Chat Memory'
this.name = 'RedisBackedChatMemory'
this.version = 2.0
this.type = 'RedisBackedChatMemory'
this.icon = 'redis.svg'
this.category = 'Memory'
this.description = 'Summarizes the conversation and stores the memory in Redis server'
this.baseClasses = [this.type, ...getBaseClasses(BufferMemory)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
optional: true,
credentialNames: ['redisCacheApi', 'redisCacheUrlApi']
}
this.inputs = [
{
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
},
{
label: 'Window Size',
name: 'windowSize',
type: 'number',
description: 'Window of size k to surface the last k back-and-forth to use as memory.',
additionalParams: true,
optional: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
return await initalizeRedis(nodeData, options)
}
}
const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const sessionTTL = nodeData.inputs?.sessionTTL as number
const memoryKey = nodeData.inputs?.memoryKey as string
const sessionId = nodeData.inputs?.sessionId as string
const windowSize = nodeData.inputs?.windowSize as number
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const redisUrl = getCredentialParam('redisUrl', credentialData, nodeData)
let client: Redis
if (!redisUrl || redisUrl === '') {
const username = getCredentialParam('redisCacheUser', credentialData, nodeData)
const password = getCredentialParam('redisCachePwd', credentialData, nodeData)
const portStr = getCredentialParam('redisCachePort', credentialData, nodeData)
const host = getCredentialParam('redisCacheHost', credentialData, nodeData)
const sslEnabled = getCredentialParam('redisCacheSslEnabled', credentialData, nodeData)
const tlsOptions = sslEnabled === true ? { tls: { rejectUnauthorized: false } } : {}
client = getRedisClientbyOption({
port: portStr ? parseInt(portStr) : 6379,
host,
username,
password,
...tlsOptions
})
} else {
client = getRedisClientbyUrl(redisUrl)
}
let obj: RedisChatMessageHistoryInput = {
sessionId,
client
}
if (sessionTTL) {
obj = {
...obj,
sessionTTL
}
}
const redisChatMessageHistory = new RedisChatMessageHistory(obj)
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: redisChatMessageHistory,
sessionId,
windowSize,
redisClient: client,
sessionTTL
})
return memory
}
interface BufferMemoryExtendedInput {
redisClient: Redis
sessionId: string
windowSize?: number
sessionTTL?: number
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = ''
redisClient: Redis
windowSize?: number
sessionTTL?: number
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.sessionId = fields.sessionId
this.redisClient = fields.redisClient
this.windowSize = fields.windowSize
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 = await this.redisClient.lrange(id, this.windowSize ? this.windowSize * -1 : 0, -1)
const orderedMessages = rawStoredMessages.reverse().map((message) => JSON.parse(message))
const baseMessages = orderedMessages.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: RedisBackedChatMemory_Memory }