Merge pull request #480 from FlowiseAI/feature/WebCrawl

feature/WebCrawl
This commit is contained in:
Ong Chung Yau
2023-07-09 15:22:57 +08:00
committed by GitHub
7 changed files with 293 additions and 73 deletions
@@ -2,7 +2,7 @@ import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { TextSplitter } from 'langchain/text_splitter'
import { CheerioWebBaseLoader } from 'langchain/document_loaders/web/cheerio'
import { test } from 'linkifyjs'
import { getAvailableURLs } from '../../../src'
import { webCrawl, xmlScrape } from '../../../src'
class Cheerio_DocumentLoaders implements INode {
label: string
@@ -35,19 +35,34 @@ class Cheerio_DocumentLoaders implements INode {
optional: true
},
{
label: 'Web Scrap for Relative Links',
name: 'webScrap',
type: 'boolean',
label: 'Get Relative Links Method',
name: 'relativeLinksMethod',
type: 'options',
description: 'Select a method to retrieve relative links',
options: [
{
label: 'Web Crawl',
name: 'webCrawl',
description: 'Crawl relative links from HTML URL'
},
{
label: 'Scrape XML Sitemap',
name: 'scrapeXMLSitemap',
description: 'Scrape relative links from XML sitemap URL'
}
],
optional: true,
additionalParams: true
},
{
label: 'Web Scrap Links Limit',
label: 'Get Relative Links Limit',
name: 'limit',
type: 'number',
default: 10,
optional: true,
additionalParams: true
additionalParams: true,
description:
'Only used when "Get Relative Links Method" is selected. Set 0 to retrieve all relative links, default limit is 10.',
warning: `Retreiving all links might take long time, and all links will be upserted again if the flow's state changed (eg: different URL, chunk size, etc)`
},
{
label: 'Metadata',
@@ -62,7 +77,7 @@ class Cheerio_DocumentLoaders implements INode {
async init(nodeData: INodeData): Promise<any> {
const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
const metadata = nodeData.inputs?.metadata
const webScrap = nodeData.inputs?.webScrap as boolean
const relativeLinksMethod = nodeData.inputs?.relativeLinksMethod as string
let limit = nodeData.inputs?.limit as string
let url = nodeData.inputs?.url as string
@@ -71,25 +86,34 @@ class Cheerio_DocumentLoaders implements INode {
throw new Error('Invalid URL')
}
const cheerioLoader = async (url: string): Promise<any> => {
let docs = []
const loader = new CheerioWebBaseLoader(url)
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
async function cheerioLoader(url: string): Promise<any> {
try {
let docs = []
const loader = new CheerioWebBaseLoader(url)
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
}
return docs
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error in CheerioWebBaseLoader: ${err.message}, on page: ${url}`)
}
return docs
}
let availableUrls: string[]
let docs = []
if (webScrap) {
if (relativeLinksMethod) {
if (process.env.DEBUG === 'true') console.info(`Start ${relativeLinksMethod}`)
if (!limit) limit = '10'
availableUrls = await getAvailableURLs(url, parseInt(limit))
for (let i = 0; i < availableUrls.length; i++) {
docs.push(...(await cheerioLoader(availableUrls[i])))
else if (parseInt(limit) < 0) throw new Error('Limit cannot be less than 0')
const pages: string[] =
relativeLinksMethod === 'webCrawl' ? await webCrawl(url, parseInt(limit)) : await xmlScrape(url, parseInt(limit))
if (process.env.DEBUG === 'true') console.info(`pages: ${JSON.stringify(pages)}, length: ${pages.length}`)
if (!pages || pages.length === 0) throw new Error('No relative links found')
for (const page of pages) {
docs.push(...(await cheerioLoader(page)))
}
if (process.env.DEBUG === 'true') console.info(`Finish ${relativeLinksMethod}`)
} else {
docs = await cheerioLoader(url)
}
@@ -2,7 +2,7 @@ import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { TextSplitter } from 'langchain/text_splitter'
import { PlaywrightWebBaseLoader } from 'langchain/document_loaders/web/playwright'
import { test } from 'linkifyjs'
import { getAvailableURLs } from '../../../src'
import { webCrawl, xmlScrape } from '../../../src'
class Playwright_DocumentLoaders implements INode {
label: string
@@ -35,19 +35,34 @@ class Playwright_DocumentLoaders implements INode {
optional: true
},
{
label: 'Web Scrap for Relative Links',
name: 'webScrap',
type: 'boolean',
label: 'Get Relative Links Method',
name: 'relativeLinksMethod',
type: 'options',
description: 'Select a method to retrieve relative links',
options: [
{
label: 'Web Crawl',
name: 'webCrawl',
description: 'Crawl relative links from HTML URL'
},
{
label: 'Scrape XML Sitemap',
name: 'scrapeXMLSitemap',
description: 'Scrape relative links from XML sitemap URL'
}
],
optional: true,
additionalParams: true
},
{
label: 'Web Scrap Links Limit',
label: 'Get Relative Links Limit',
name: 'limit',
type: 'number',
default: 10,
optional: true,
additionalParams: true
additionalParams: true,
description:
'Only used when "Get Relative Links Method" is selected. Set 0 to retrieve all relative links, default limit is 10.',
warning: `Retreiving all links might take long time, and all links will be upserted again if the flow's state changed (eg: different URL, chunk size, etc)`
},
{
label: 'Metadata',
@@ -62,7 +77,7 @@ class Playwright_DocumentLoaders implements INode {
async init(nodeData: INodeData): Promise<any> {
const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
const metadata = nodeData.inputs?.metadata
const webScrap = nodeData.inputs?.webScrap as boolean
const relativeLinksMethod = nodeData.inputs?.relativeLinksMethod as string
let limit = nodeData.inputs?.limit as string
let url = nodeData.inputs?.url as string
@@ -71,25 +86,34 @@ class Playwright_DocumentLoaders implements INode {
throw new Error('Invalid URL')
}
const playwrightLoader = async (url: string): Promise<any> => {
let docs = []
const loader = new PlaywrightWebBaseLoader(url)
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
async function playwrightLoader(url: string): Promise<any> {
try {
let docs = []
const loader = new PlaywrightWebBaseLoader(url)
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
}
return docs
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error in PlaywrightWebBaseLoader: ${err.message}, on page: ${url}`)
}
return docs
}
let availableUrls: string[]
let docs = []
if (webScrap) {
if (relativeLinksMethod) {
if (process.env.DEBUG === 'true') console.info(`Start ${relativeLinksMethod}`)
if (!limit) limit = '10'
availableUrls = await getAvailableURLs(url, parseInt(limit))
for (let i = 0; i < availableUrls.length; i++) {
docs.push(...(await playwrightLoader(availableUrls[i])))
else if (parseInt(limit) < 0) throw new Error('Limit cannot be less than 0')
const pages: string[] =
relativeLinksMethod === 'webCrawl' ? await webCrawl(url, parseInt(limit)) : await xmlScrape(url, parseInt(limit))
if (process.env.DEBUG === 'true') console.info(`pages: ${JSON.stringify(pages)}, length: ${pages.length}`)
if (!pages || pages.length === 0) throw new Error('No relative links found')
for (const page of pages) {
docs.push(...(await playwrightLoader(page)))
}
if (process.env.DEBUG === 'true') console.info(`Finish ${relativeLinksMethod}`)
} else {
docs = await playwrightLoader(url)
}
@@ -2,7 +2,7 @@ import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { TextSplitter } from 'langchain/text_splitter'
import { PuppeteerWebBaseLoader } from 'langchain/document_loaders/web/puppeteer'
import { test } from 'linkifyjs'
import { getAvailableURLs } from '../../../src'
import { webCrawl, xmlScrape } from '../../../src'
class Puppeteer_DocumentLoaders implements INode {
label: string
@@ -35,19 +35,34 @@ class Puppeteer_DocumentLoaders implements INode {
optional: true
},
{
label: 'Web Scrape for Relative Links',
name: 'webScrape',
type: 'boolean',
label: 'Get Relative Links Method',
name: 'relativeLinksMethod',
type: 'options',
description: 'Select a method to retrieve relative links',
options: [
{
label: 'Web Crawl',
name: 'webCrawl',
description: 'Crawl relative links from HTML URL'
},
{
label: 'Scrape XML Sitemap',
name: 'scrapeXMLSitemap',
description: 'Scrape relative links from XML sitemap URL'
}
],
optional: true,
additionalParams: true
},
{
label: 'Web Scrape Links Limit',
label: 'Get Relative Links Limit',
name: 'limit',
type: 'number',
default: 10,
optional: true,
additionalParams: true
additionalParams: true,
description:
'Only used when "Get Relative Links Method" is selected. Set 0 to retrieve all relative links, default limit is 10.',
warning: `Retreiving all links might take long time, and all links will be upserted again if the flow's state changed (eg: different URL, chunk size, etc)`
},
{
label: 'Metadata',
@@ -62,7 +77,7 @@ class Puppeteer_DocumentLoaders implements INode {
async init(nodeData: INodeData): Promise<any> {
const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
const metadata = nodeData.inputs?.metadata
const webScrape = nodeData.inputs?.webScrape as boolean
const relativeLinksMethod = nodeData.inputs?.relativeLinksMethod as string
let limit = nodeData.inputs?.limit as string
let url = nodeData.inputs?.url as string
@@ -71,35 +86,39 @@ class Puppeteer_DocumentLoaders implements INode {
throw new Error('Invalid URL')
}
const puppeteerLoader = async (url: string): Promise<any> => {
let docs = []
const loader = new PuppeteerWebBaseLoader(url, {
launchOptions: {
args: ['--no-sandbox'],
headless: 'new'
async function puppeteerLoader(url: string): Promise<any> {
try {
let docs = []
const loader = new PuppeteerWebBaseLoader(url, {
launchOptions: {
args: ['--no-sandbox'],
headless: 'new'
}
})
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
}
})
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
return docs
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error in PuppeteerWebBaseLoader: ${err.message}, on page: ${url}`)
}
return docs
}
let availableUrls: string[]
let docs = []
if (webScrape) {
if (relativeLinksMethod) {
if (process.env.DEBUG === 'true') console.info(`Start ${relativeLinksMethod}`)
if (!limit) limit = '10'
availableUrls = await getAvailableURLs(url, parseInt(limit))
for (let i = 0; i < availableUrls.length; i++) {
try {
docs.push(...(await puppeteerLoader(availableUrls[i])))
} catch (error) {
console.error('Error loading url with puppeteer. URL: ', availableUrls[i], 'Error: ', error)
continue
}
else if (parseInt(limit) < 0) throw new Error('Limit cannot be less than 0')
const pages: string[] =
relativeLinksMethod === 'webCrawl' ? await webCrawl(url, parseInt(limit)) : await xmlScrape(url, parseInt(limit))
if (process.env.DEBUG === 'true') console.info(`pages: ${JSON.stringify(pages)}, length: ${pages.length}`)
if (!pages || pages.length === 0) throw new Error('No relative links found')
for (const page of pages) {
docs.push(...(await puppeteerLoader(page)))
}
if (process.env.DEBUG === 'true') console.info(`Finish ${relativeLinksMethod}`)
} else {
docs = await puppeteerLoader(url)
}
+1
View File
@@ -24,6 +24,7 @@
"@qdrant/js-client-rest": "^1.2.2",
"@supabase/supabase-js": "^2.21.0",
"@types/js-yaml": "^4.0.5",
"@types/jsdom": "^21.1.1",
"axios": "^0.27.2",
"cheerio": "^1.0.0-rc.12",
"chromadb": "^1.4.2",
+1
View File
@@ -57,6 +57,7 @@ export interface INodeParams {
type: NodeParamsType | string
default?: CommonType | ICommonObject | ICommonObject[]
description?: string
warning?: string
options?: Array<INodeOptionsValue>
optional?: boolean | INodeDisplay
rows?: number
+135
View File
@@ -2,6 +2,7 @@ import axios from 'axios'
import { load } from 'cheerio'
import * as fs from 'fs'
import * as path from 'path'
import { JSDOM } from 'jsdom'
import { BaseCallbackHandler } from 'langchain/callbacks'
import { Server } from 'socket.io'
import { ChainValues } from 'langchain/dist/schema'
@@ -202,6 +203,140 @@ export const getAvailableURLs = async (url: string, limit: number) => {
}
/**
* Search for href through htmlBody string
*/
function getURLsFromHTML(htmlBody: string, baseURL: string): string[] {
const dom = new JSDOM(htmlBody)
const linkElements = dom.window.document.querySelectorAll('a')
const urls: string[] = []
for (const linkElement of linkElements) {
if (linkElement.href.slice(0, 1) === '/') {
try {
const urlObj = new URL(baseURL + linkElement.href)
urls.push(urlObj.href) //relative
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error with relative url: ${err.message}`)
continue
}
} else {
try {
const urlObj = new URL(linkElement.href)
urls.push(urlObj.href) //absolute
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error with absolute url: ${err.message}`)
continue
}
}
}
return urls
}
/**
* Normalize URL to prevent crawling the same page
*/
function normalizeURL(urlString: string): string {
const urlObj = new URL(urlString)
const hostPath = urlObj.hostname + urlObj.pathname
if (hostPath.length > 0 && hostPath.slice(-1) == '/') {
// handling trailing slash
return hostPath.slice(0, -1)
}
return hostPath
}
/**
* Recursive crawl using normalizeURL and getURLsFromHTML
*/
async function crawl(baseURL: string, currentURL: string, pages: string[], limit: number): Promise<string[]> {
const baseURLObj = new URL(baseURL)
const currentURLObj = new URL(currentURL)
if (limit !== 0 && pages.length === limit) return pages
if (baseURLObj.hostname !== currentURLObj.hostname) return pages
const normalizeCurrentURL = baseURLObj.protocol + '//' + normalizeURL(currentURL)
if (pages.includes(normalizeCurrentURL)) {
return pages
}
pages.push(normalizeCurrentURL)
if (process.env.DEBUG === 'true') console.info(`actively crawling ${currentURL}`)
try {
const resp = await fetch(currentURL)
if (resp.status > 399) {
if (process.env.DEBUG === 'true') console.error(`error in fetch with status code: ${resp.status}, on page: ${currentURL}`)
return pages
}
const contentType: string | null = resp.headers.get('content-type')
if ((contentType && !contentType.includes('text/html')) || !contentType) {
if (process.env.DEBUG === 'true') console.error(`non html response, content type: ${contentType}, on page: ${currentURL}`)
return pages
}
const htmlBody = await resp.text()
const nextURLs = getURLsFromHTML(htmlBody, baseURL)
for (const nextURL of nextURLs) {
pages = await crawl(baseURL, nextURL, pages, limit)
}
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error in fetch url: ${err.message}, on page: ${currentURL}`)
}
return pages
}
/**
* Prep URL before passing into recursive carwl function
*/
export async function webCrawl(stringURL: string, limit: number): Promise<string[]> {
const URLObj = new URL(stringURL)
const modifyURL = stringURL.slice(-1) === '/' ? stringURL.slice(0, -1) : stringURL
return await crawl(URLObj.protocol + '//' + URLObj.hostname, modifyURL, [], limit)
}
export function getURLsFromXML(xmlBody: string, limit: number): string[] {
const dom = new JSDOM(xmlBody, { contentType: 'text/xml' })
const linkElements = dom.window.document.querySelectorAll('url')
const urls: string[] = []
for (const linkElement of linkElements) {
const locElement = linkElement.querySelector('loc')
if (limit !== 0 && urls.length === limit) break
if (locElement?.textContent) {
urls.push(locElement.textContent)
}
}
return urls
}
export async function xmlScrape(currentURL: string, limit: number): Promise<string[]> {
let urls: string[] = []
if (process.env.DEBUG === 'true') console.info(`actively scarping ${currentURL}`)
try {
const resp = await fetch(currentURL)
if (resp.status > 399) {
if (process.env.DEBUG === 'true') console.error(`error in fetch with status code: ${resp.status}, on page: ${currentURL}`)
return urls
}
const contentType: string | null = resp.headers.get('content-type')
if ((contentType && !contentType.includes('application/xml')) || !contentType) {
if (process.env.DEBUG === 'true') console.error(`non xml response, content type: ${contentType}, on page: ${currentURL}`)
return urls
}
const xmlBody = await resp.text()
urls = getURLsFromXML(xmlBody, limit)
} catch (err) {
if (process.env.DEBUG === 'true') console.error(`error in fetch url: ${err.message}, on page: ${currentURL}`)
}
return urls
}
/*
* Get env variables
* @param {string} url
* @param {number} limit
@@ -7,7 +7,7 @@ import { useSelector } from 'react-redux'
import { useTheme, styled } from '@mui/material/styles'
import { Box, Typography, Tooltip, IconButton, Button } from '@mui/material'
import { tooltipClasses } from '@mui/material/Tooltip'
import { IconArrowsMaximize, IconEdit } from '@tabler/icons'
import { IconArrowsMaximize, IconEdit, IconAlertTriangle } from '@tabler/icons'
// project import
import { Dropdown } from 'ui-component/dropdown/Dropdown'
@@ -210,6 +210,22 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA
</IconButton>
)}
</div>
{inputParam.warning && (
<div
style={{
display: 'flex',
flexDirection: 'row',
borderRadius: 10,
background: 'rgb(254,252,191)',
padding: 10,
marginTop: 10,
marginBottom: 10
}}
>
<IconAlertTriangle size={36} color='orange' />
<span style={{ color: 'rgb(116,66,16)', marginLeft: 10 }}>{inputParam.warning}</span>
</div>
)}
{inputParam.type === 'file' && (
<File
disabled={disabled}