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Cheerio.ts
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Cheerio.ts
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import { TextSplitter } from 'langchain/text_splitter'
import { omit } from 'lodash'
import { CheerioWebBaseLoader, WebBaseLoaderParams } from '@langchain/community/document_loaders/web/cheerio'
import { test } from 'linkifyjs'
import { parse } from 'css-what'
import { webCrawl, xmlScrape } from '../../../src'
import { SelectorType } from 'cheerio'
import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface'
class Cheerio_DocumentLoaders implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs: INodeParams[]
constructor() {
this.label = 'Cheerio Web Scraper'
this.name = 'cheerioWebScraper'
this.version = 1.1
this.type = 'Document'
this.icon = 'cheerio.svg'
this.category = 'Document Loaders'
this.description = `Load data from webpages`
this.baseClasses = [this.type]
this.inputs = [
{
label: 'URL',
name: 'url',
type: 'string'
},
{
label: 'Text Splitter',
name: 'textSplitter',
type: 'TextSplitter',
optional: true
},
{
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'
}
],
default: 'webCrawl',
optional: true,
additionalParams: true
},
{
label: 'Get Relative Links Limit',
name: 'limit',
type: 'number',
optional: true,
default: '10',
additionalParams: true,
description:
'Only used when "Get Relative Links Method" is selected. Set 0 to retrieve all relative links, default limit is 10.',
warning: `Retrieving 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: 'Selector (CSS)',
name: 'selector',
type: 'string',
description: 'Specify a CSS selector to select the content to be extracted',
optional: true,
additionalParams: true
},
{
label: 'Additional Metadata',
name: 'metadata',
type: 'json',
description: 'Additional metadata to be added to the extracted documents',
optional: true,
additionalParams: true
},
{
label: 'Omit Metadata Keys',
name: 'omitMetadataKeys',
type: 'string',
rows: 4,
description:
'Each document loader comes with a default set of metadata keys that are extracted from the document. You can use this field to omit some of the default metadata keys. The value should be a list of keys, seperated by comma. Use * to omit all metadata keys execept the ones you specify in the Additional Metadata field',
placeholder: 'key1, key2, key3.nestedKey1',
optional: true,
additionalParams: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
const metadata = nodeData.inputs?.metadata
const relativeLinksMethod = nodeData.inputs?.relativeLinksMethod as string
const selectedLinks = nodeData.inputs?.selectedLinks as string[]
let limit = parseInt(nodeData.inputs?.limit as string)
const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string
let omitMetadataKeys: string[] = []
if (_omitMetadataKeys) {
omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim())
}
let url = nodeData.inputs?.url as string
url = url.trim()
if (!test(url)) {
throw new Error('Invalid URL')
}
const selector: SelectorType = nodeData.inputs?.selector as SelectorType
let params: WebBaseLoaderParams = {}
if (selector) {
parse(selector) // comes with cheerio - will throw error if invalid
params['selector'] = selector
}
async function cheerioLoader(url: string): Promise<any> {
try {
let docs: IDocument[] = []
if (url.endsWith('.pdf')) {
if (process.env.DEBUG === 'true') options.logger.info(`CheerioWebBaseLoader does not support PDF files: ${url}`)
return docs
}
const loader = new CheerioWebBaseLoader(url, params)
if (textSplitter) {
docs = await loader.load()
docs = await textSplitter.splitDocuments(docs)
} else {
docs = await loader.load()
}
return docs
} catch (err) {
if (process.env.DEBUG === 'true') options.logger.error(`error in CheerioWebBaseLoader: ${err.message}, on page: ${url}`)
return []
}
}
let docs: IDocument[] = []
if (relativeLinksMethod) {
if (process.env.DEBUG === 'true') options.logger.info(`Start ${relativeLinksMethod}`)
// if limit is 0 we don't want it to default to 10 so we check explicitly for null or undefined
// so when limit is 0 we can fetch all the links
if (limit === null || limit === undefined) limit = 10
else if (limit < 0) throw new Error('Limit cannot be less than 0')
const pages: string[] =
selectedLinks && selectedLinks.length > 0
? selectedLinks.slice(0, limit === 0 ? undefined : limit)
: relativeLinksMethod === 'webCrawl'
? await webCrawl(url, limit)
: await xmlScrape(url, limit)
if (process.env.DEBUG === 'true') options.logger.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') options.logger.info(`Finish ${relativeLinksMethod}`)
} else if (selectedLinks && selectedLinks.length > 0) {
if (process.env.DEBUG === 'true')
options.logger.info(`pages: ${JSON.stringify(selectedLinks)}, length: ${selectedLinks.length}`)
for (const page of selectedLinks.slice(0, limit)) {
docs.push(...(await cheerioLoader(page)))
}
} else {
docs = await cheerioLoader(url)
}
if (metadata) {
const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata)
docs = docs.map((doc) => ({
...doc,
metadata:
_omitMetadataKeys === '*'
? {
...parsedMetadata
}
: omit(
{
...doc.metadata,
...parsedMetadata
},
omitMetadataKeys
)
}))
} else {
docs = docs.map((doc) => ({
...doc,
metadata:
_omitMetadataKeys === '*'
? {}
: omit(
{
...doc.metadata
},
omitMetadataKeys
)
}))
}
return docs
}
}
module.exports = { nodeClass: Cheerio_DocumentLoaders }