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

206 lines
8.0 KiB
TypeScript

import { Redis, RedisOptions } from 'ioredis'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
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'
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: 'Seconds till a session expires. If not specified, the session will 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 initializeRedis(nodeData, options)
}
}
const initializeRedis = 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)
const redisOptions = redisUrl
? redisUrl
: ({
port: parseInt(getCredentialParam('redisCachePort', credentialData, nodeData) || '6379'),
host: getCredentialParam('redisCacheHost', credentialData, nodeData),
username: getCredentialParam('redisCacheUser', credentialData, nodeData),
password: getCredentialParam('redisCachePwd', credentialData, nodeData),
tls: getCredentialParam('redisCacheSslEnabled', credentialData, nodeData) ? { rejectUnauthorized: false } : undefined
} as RedisOptions)
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
sessionId,
windowSize,
sessionTTL,
redisOptions
})
return memory
}
interface BufferMemoryExtendedInput {
sessionId: string
windowSize?: number
sessionTTL?: number
redisOptions: RedisOptions | string
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = ''
windowSize?: number
sessionTTL?: number
redisOptions: RedisOptions | string
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.sessionId = fields.sessionId
this.windowSize = fields.windowSize
this.sessionTTL = fields.sessionTTL
this.redisOptions = fields.redisOptions
}
private async withRedisClient<T>(fn: (client: Redis) => Promise<T>): Promise<T> {
const client =
typeof this.redisOptions === 'string'
? new Redis(this.redisOptions, {
keepAlive:
process.env.REDIS_KEEP_ALIVE && !isNaN(parseInt(process.env.REDIS_KEEP_ALIVE, 10))
? parseInt(process.env.REDIS_KEEP_ALIVE, 10)
: undefined
})
: new Redis({
...this.redisOptions,
keepAlive:
process.env.REDIS_KEEP_ALIVE && !isNaN(parseInt(process.env.REDIS_KEEP_ALIVE, 10))
? parseInt(process.env.REDIS_KEEP_ALIVE, 10)
: undefined
})
try {
return await fn(client)
} finally {
await client.quit()
}
}
async getChatMessages(
overrideSessionId = '',
returnBaseMessages = false,
prependMessages?: IMessage[]
): Promise<IMessage[] | BaseMessage[]> {
return this.withRedisClient(async (client) => {
const id = overrideSessionId ? overrideSessionId : this.sessionId
const rawStoredMessages = await client.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(...(await mapChatMessageToBaseMessage(prependMessages)))
}
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
})
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
await this.withRedisClient(async (client) => {
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 client.lpush(id, JSON.stringify(messageToAdd[0]))
if (this.sessionTTL) await client.expire(id, this.sessionTTL)
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await client.lpush(id, JSON.stringify(messageToAdd[0]))
if (this.sessionTTL) await client.expire(id, this.sessionTTL)
}
})
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
await this.withRedisClient(async (client) => {
const id = overrideSessionId ? overrideSessionId : this.sessionId
await client.del(id)
await this.clear()
})
}
}
module.exports = { nodeClass: RedisBackedChatMemory_Memory }