Flowise/packages/components/nodes/cache/RedisCache/RedisCache.ts

167 lines
5.9 KiB
TypeScript

import { getBaseClasses, getCredentialData, getCredentialParam, ICommonObject, INode, INodeData, INodeParams } from '../../../src'
import { RedisCache as LangchainRedisCache } from 'langchain/cache/ioredis'
import { Redis, RedisOptions } from 'ioredis'
import { isEqual } from 'lodash'
import { Generation, ChatGeneration, StoredGeneration, mapStoredMessageToChatMessage } from 'langchain/schema'
import hash from 'object-hash'
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 RedisCache 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 Cache'
this.name = 'redisCache'
this.version = 1.0
this.type = 'RedisCache'
this.description = 'Cache LLM response in Redis, useful for sharing cache across multiple processes or servers'
this.icon = 'redis.svg'
this.category = 'Cache'
this.baseClasses = [this.type, ...getBaseClasses(LangchainRedisCache)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
optional: true,
credentialNames: ['redisCacheApi', 'redisCacheUrlApi']
}
this.inputs = [
{
label: 'Time to Live (ms)',
name: 'ttl',
type: 'number',
step: 1,
optional: true,
additionalParams: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const ttl = nodeData.inputs?.ttl as string
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)
}
const redisClient = new LangchainRedisCache(client)
redisClient.lookup = async (prompt: string, llmKey: string) => {
let idx = 0
let key = getCacheKey(prompt, llmKey, String(idx))
let value = await client.get(key)
const generations: Generation[] = []
while (value) {
const storedGeneration = JSON.parse(value)
generations.push(deserializeStoredGeneration(storedGeneration))
idx += 1
key = getCacheKey(prompt, llmKey, String(idx))
value = await client.get(key)
}
return generations.length > 0 ? generations : null
}
redisClient.update = async (prompt: string, llmKey: string, value: Generation[]) => {
for (let i = 0; i < value.length; i += 1) {
const key = getCacheKey(prompt, llmKey, String(i))
if (ttl) {
await client.set(key, JSON.stringify(serializeGeneration(value[i])), 'EX', parseInt(ttl, 10))
} else {
await client.set(key, JSON.stringify(serializeGeneration(value[i])))
}
}
}
return redisClient
}
}
const getCacheKey = (...strings: string[]): string => hash(strings.join('_'))
const deserializeStoredGeneration = (storedGeneration: StoredGeneration) => {
if (storedGeneration.message !== undefined) {
return {
text: storedGeneration.text,
message: mapStoredMessageToChatMessage(storedGeneration.message)
}
} else {
return { text: storedGeneration.text }
}
}
const serializeGeneration = (generation: Generation) => {
const serializedValue: StoredGeneration = {
text: generation.text
}
if ((generation as ChatGeneration).message !== undefined) {
serializedValue.message = (generation as ChatGeneration).message.toDict()
}
return serializedValue
}
module.exports = { nodeClass: RedisCache }