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

242 lines
8.9 KiB
TypeScript

import { INode, INodeData, INodeParams, ICommonObject, IMessage, MessageType } from '../../../src/Interface'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
serializeChatHistory
} from '../../../src/utils'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { RedisChatMessageHistory, RedisChatMessageHistoryInput } from 'langchain/stores/message/ioredis'
import { mapStoredMessageToChatMessage, BaseMessage, AIMessage, HumanMessage } from 'langchain/schema'
import { Redis } from 'ioredis'
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, the first CHAT_MESSAGE_ID will be used as sessionId',
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)
}
//@ts-ignore
memoryMethods = {
async clearSessionMemory(nodeData: INodeData, options: ICommonObject): Promise<void> {
const redis = await initalizeRedis(nodeData, options)
const sessionId = nodeData.inputs?.sessionId as string
const chatId = options?.chatId as string
options.logger.info(`Clearing Redis memory session ${sessionId ? sessionId : chatId}`)
await redis.clear()
options.logger.info(`Successfully cleared Redis memory session ${sessionId ? sessionId : chatId}`)
},
async getChatMessages(nodeData: INodeData, options: ICommonObject): Promise<string> {
const memoryKey = nodeData.inputs?.memoryKey as string
const redis = await initalizeRedis(nodeData, options)
const key = memoryKey ?? 'chat_history'
const memoryResult = await redis.loadMemoryVariables({})
return serializeChatHistory(memoryResult[key])
}
}
}
const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const sessionTTL = nodeData.inputs?.sessionTTL as number
const memoryKey = nodeData.inputs?.memoryKey as string
const windowSize = nodeData.inputs?.windowSize as number
const chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
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 = new Redis({
port: portStr ? parseInt(portStr) : 6379,
host,
username,
password,
...tlsOptions
})
} else {
client = new Redis(redisUrl)
}
let obj: RedisChatMessageHistoryInput = {
sessionId,
client
}
if (sessionTTL) {
obj = {
...obj,
sessionTTL
}
}
const redisChatMessageHistory = new RedisChatMessageHistory(obj)
redisChatMessageHistory.getMessages = async (): Promise<BaseMessage[]> => {
const rawStoredMessages = await client.lrange((redisChatMessageHistory as any).sessionId, windowSize ? -windowSize : 0, -1)
const orderedMessages = rawStoredMessages.reverse().map((message) => JSON.parse(message))
return orderedMessages.map(mapStoredMessageToChatMessage)
}
redisChatMessageHistory.addMessage = async (message: BaseMessage): Promise<void> => {
const messageToAdd = [message].map((msg) => msg.toDict())
await client.lpush((redisChatMessageHistory as any).sessionId, JSON.stringify(messageToAdd[0]))
if (sessionTTL) {
await client.expire((redisChatMessageHistory as any).sessionId, sessionTTL)
}
}
redisChatMessageHistory.clear = async (): Promise<void> => {
await client.del((redisChatMessageHistory as any).sessionId)
}
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: redisChatMessageHistory,
isSessionIdUsingChatMessageId,
sessionId,
redisClient: client
})
return memory
}
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
redisClient: Redis
sessionId: string
}
class BufferMemoryExtended extends BufferMemory {
isSessionIdUsingChatMessageId? = false
sessionId = ''
redisClient: Redis
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
this.sessionId = fields.sessionId
this.redisClient = fields.redisClient
}
async getChatMessages(overrideSessionId = '', returnBaseMessage = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.redisClient) return []
const id = overrideSessionId ?? this.sessionId
const rawStoredMessages = await this.redisClient.lrange(id, 0, -1)
const orderedMessages = rawStoredMessages.reverse().map((message) => JSON.parse(message))
const baseMessages = orderedMessages.map(mapStoredMessageToChatMessage)
return returnBaseMessage ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = 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 (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ?? this.sessionId
await this.redisClient.del(id)
await this.clear()
}
}
module.exports = { nodeClass: RedisBackedChatMemory_Memory }