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Flowise Changes
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import axios from 'axios'
import { load } from 'cheerio'
import * as fs from 'fs'
import * as path from 'path'
import { BaseCallbackHandler } from 'langchain/callbacks'
import { Server } from 'socket.io'
import { ChainValues } from 'langchain/dist/schema'
export const numberOrExpressionRegex = '^(\\d+\\.?\\d*|{{.*}})$' //return true if string consists only numbers OR expression {{}}
export const notEmptyRegex = '(.|\\s)*\\S(.|\\s)*' //return true if string is not empty or blank
/**
* Get base classes of components
*
* @export
* @param {any} targetClass
* @returns {string[]}
*/
export const getBaseClasses = (targetClass: any) => {
const baseClasses: string[] = []
if (targetClass instanceof Function) {
let baseClass = targetClass
while (baseClass) {
const newBaseClass = Object.getPrototypeOf(baseClass)
if (newBaseClass && newBaseClass !== Object && newBaseClass.name) {
baseClass = newBaseClass
baseClasses.push(baseClass.name)
} else {
break
}
}
}
return baseClasses
}
/**
* Serialize axios query params
*
* @export
* @param {any} params
* @param {boolean} skipIndex // Set to true if you want same params to be: param=1&param=2 instead of: param[0]=1&param[1]=2
* @returns {string}
*/
export function serializeQueryParams(params: any, skipIndex?: boolean): string {
const parts: any[] = []
const encode = (val: string) => {
return encodeURIComponent(val)
.replace(/%3A/gi, ':')
.replace(/%24/g, '$')
.replace(/%2C/gi, ',')
.replace(/%20/g, '+')
.replace(/%5B/gi, '[')
.replace(/%5D/gi, ']')
}
const convertPart = (key: string, val: any) => {
if (val instanceof Date) val = val.toISOString()
else if (val instanceof Object) val = JSON.stringify(val)
parts.push(encode(key) + '=' + encode(val))
}
Object.entries(params).forEach(([key, val]) => {
if (val === null || typeof val === 'undefined') return
if (Array.isArray(val)) val.forEach((v, i) => convertPart(`${key}${skipIndex ? '' : `[${i}]`}`, v))
else convertPart(key, val)
})
return parts.join('&')
}
/**
* Handle error from try catch
*
* @export
* @param {any} error
* @returns {string}
*/
export function handleErrorMessage(error: any): string {
let errorMessage = ''
if (error.message) {
errorMessage += error.message + '. '
}
if (error.response && error.response.data) {
if (error.response.data.error) {
if (typeof error.response.data.error === 'object') errorMessage += JSON.stringify(error.response.data.error) + '. '
else if (typeof error.response.data.error === 'string') errorMessage += error.response.data.error + '. '
} else if (error.response.data.msg) errorMessage += error.response.data.msg + '. '
else if (error.response.data.Message) errorMessage += error.response.data.Message + '. '
else if (typeof error.response.data === 'string') errorMessage += error.response.data + '. '
}
if (!errorMessage) errorMessage = 'Unexpected Error.'
return errorMessage
}
/**
* Returns the path of node modules package
* @param {string} packageName
* @returns {string}
*/
export const getNodeModulesPackagePath = (packageName: string): string => {
const checkPaths = [
path.join(__dirname, '..', 'node_modules', packageName),
path.join(__dirname, '..', '..', 'node_modules', packageName),
path.join(__dirname, '..', '..', '..', 'node_modules', packageName),
path.join(__dirname, '..', '..', '..', '..', 'node_modules', packageName),
path.join(__dirname, '..', '..', '..', '..', '..', 'node_modules', packageName)
]
for (const checkPath of checkPaths) {
if (fs.existsSync(checkPath)) {
return checkPath
}
}
return ''
}
/**
* Get input variables
* @param {string} paramValue
* @returns {boolean}
*/
export const getInputVariables = (paramValue: string): string[] => {
let returnVal = paramValue
const variableStack = []
const inputVariables = []
let startIdx = 0
const endIdx = returnVal.length
while (startIdx < endIdx) {
const substr = returnVal.substring(startIdx, startIdx + 1)
// Store the opening double curly bracket
if (substr === '{') {
variableStack.push({ substr, startIdx: startIdx + 1 })
}
// Found the complete variable
if (substr === '}' && variableStack.length > 0 && variableStack[variableStack.length - 1].substr === '{') {
const variableStartIdx = variableStack[variableStack.length - 1].startIdx
const variableEndIdx = startIdx
const variableFullPath = returnVal.substring(variableStartIdx, variableEndIdx)
inputVariables.push(variableFullPath)
variableStack.pop()
}
startIdx += 1
}
return inputVariables
}
/**
* Crawl all available urls given a domain url and limit
* @param {string} url
* @param {number} limit
* @returns {string[]}
*/
export const getAvailableURLs = async (url: string, limit: number) => {
try {
const availableUrls: string[] = []
console.info(`Crawling: ${url}`)
availableUrls.push(url)
const response = await axios.get(url)
const $ = load(response.data)
const relativeLinks = $("a[href^='/']")
console.info(`Available Relative Links: ${relativeLinks.length}`)
if (relativeLinks.length === 0) return availableUrls
limit = Math.min(limit + 1, relativeLinks.length) // limit + 1 is because index start from 0 and index 0 is occupy by url
console.info(`True Limit: ${limit}`)
// availableUrls.length cannot exceed limit
for (let i = 0; availableUrls.length < limit; i++) {
if (i === limit) break // some links are repetitive so it won't added into the array which cause the length to be lesser
console.info(`index: ${i}`)
const element = relativeLinks[i]
const relativeUrl = $(element).attr('href')
if (!relativeUrl) continue
const absoluteUrl = new URL(relativeUrl, url).toString()
if (!availableUrls.includes(absoluteUrl)) {
availableUrls.push(absoluteUrl)
console.info(`Found unique relative link: ${absoluteUrl}`)
}
}
return availableUrls
} catch (err) {
throw new Error(`getAvailableURLs: ${err?.message}`)
}
}
/**
* Custom chain handler class
*/
export class CustomChainHandler extends BaseCallbackHandler {
name = 'custom_chain_handler'
isLLMStarted = false
socketIO: Server
socketIOClientId = ''
skipK = 0 // Skip streaming for first K numbers of handleLLMStart
returnSourceDocuments = false
constructor(socketIO: Server, socketIOClientId: string, skipK?: number, returnSourceDocuments?: boolean) {
super()
this.socketIO = socketIO
this.socketIOClientId = socketIOClientId
this.skipK = skipK ?? this.skipK
this.returnSourceDocuments = returnSourceDocuments ?? this.returnSourceDocuments
}
handleLLMStart() {
if (this.skipK > 0) this.skipK -= 1
}
handleLLMNewToken(token: string) {
if (this.skipK === 0) {
if (!this.isLLMStarted) {
this.isLLMStarted = true
this.socketIO.to(this.socketIOClientId).emit('start', token)
}
this.socketIO.to(this.socketIOClientId).emit('token', token)
}
}
handleLLMEnd() {
this.socketIO.to(this.socketIOClientId).emit('end')
}
handleChainEnd(outputs: ChainValues): void | Promise<void> {
if (this.returnSourceDocuments) {
this.socketIO.to(this.socketIOClientId).emit('sourceDocuments', outputs?.sourceDocuments)
}
}
}
export const returnJSONStr = (jsonStr: string): string => {
let jsonStrArray = jsonStr.split(':')
let wholeString = ''
for (let i = 0; i < jsonStrArray.length; i++) {
if (jsonStrArray[i].includes(',') && jsonStrArray[i + 1] !== undefined) {
const splitValueAndTitle = jsonStrArray[i].split(',')
const value = splitValueAndTitle[0]
const newTitle = splitValueAndTitle[1]
wholeString += handleEscapeDoubleQuote(value) + ',' + newTitle + ':'
} else {
wholeString += wholeString === '' ? jsonStrArray[i] + ':' : handleEscapeDoubleQuote(jsonStrArray[i])
}
}
return wholeString
}
const handleEscapeDoubleQuote = (value: string): string => {
let newValue = ''
if (value.includes('"')) {
const valueArray = value.split('"')
for (let i = 0; i < valueArray.length; i++) {
if ((i + 1) % 2 !== 0) {
switch (valueArray[i]) {
case '':
newValue += '"'
break
case '}':
newValue += '"}'
break
default:
newValue += '\\"' + valueArray[i] + '\\"'
}
} else {
newValue += valueArray[i]
}
}
}
return newValue === '' ? value : newValue
}