167 lines
5.9 KiB
TypeScript
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 }
|