add web crawl

This commit is contained in:
chungyau97
2023-07-05 16:47:01 +08:00
parent 7608d74676
commit 92e50a676c
3 changed files with 113 additions and 20 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 } from '../../../src'
class Cheerio_DocumentLoaders implements INode {
label: string
@@ -35,19 +35,20 @@ class Cheerio_DocumentLoaders implements INode {
optional: true
},
{
label: 'Web Scrap for Relative Links',
name: 'webScrap',
label: 'Web Crawl for Relative Links',
name: 'boolWebCrawl',
type: 'boolean',
optional: true,
additionalParams: true
},
{
label: 'Web Scrap Links Limit',
label: 'Web Crawl Links Limit',
name: 'limit',
type: 'number',
default: 10,
optional: true,
additionalParams: true
additionalParams: true,
description: 'Set 0 to crawl all relative links'
},
{
label: 'Metadata',
@@ -62,7 +63,7 @@ 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 boolWebCrawl = nodeData.inputs?.boolWebCrawl as boolean
let limit = nodeData.inputs?.limit as string
let url = nodeData.inputs?.url as string
@@ -71,25 +72,32 @@ 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 (!limit) limit = '10'
availableUrls = await getAvailableURLs(url, parseInt(limit))
for (let i = 0; i < availableUrls.length; i++) {
docs.push(...(await cheerioLoader(availableUrls[i])))
if (boolWebCrawl) {
if (process.env.DEBUG === 'true') console.info('Start Web Crawl')
if (!limit) throw new Error('Please set a limit to crawl')
else if (parseInt(limit) < 0) throw new Error('Limit cannot be less than 0')
const pages: string[] = await webCrawl(url, parseInt(limit))
if (process.env.DEBUG === 'true') console.info(`pages: ${JSON.stringify(pages)}, length: ${pages.length}`)
for (const page of pages) {
docs.push(...(await cheerioLoader(page)))
}
if (process.env.DEBUG === 'true') console.info('Finish Web Crawl')
} else {
docs = await cheerioLoader(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",
+84
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'
@@ -201,6 +202,89 @@ export const getAvailableURLs = async (url: string, limit: number) => {
}
}
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
}
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
}
export 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) if (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
}
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)
}
/**
* Custom chain handler class
*/