2024-04-17 21:24:46 -04:00
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import { Document, PageOptions, WebScraperOptions } from "../../lib/entities";
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import { Progress } from "../../lib/entities";
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import { scrapSingleUrl } from "./single_url";
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import { SitemapEntry, fetchSitemapData, getLinksFromSitemap } from "./sitemap";
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import { WebCrawler } from "./crawler";
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import { getValue, setValue } from "../../services/redis";
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import { getImageDescription } from "./utils/gptVision";
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import { fetchAndProcessPdf } from "./utils/pdfProcessor";
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2024-04-17 21:24:46 -04:00
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2024-04-15 17:01:47 -04:00
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export class WebScraperDataProvider {
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private urls: string[] = [""];
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private mode: "single_urls" | "sitemap" | "crawl" = "single_urls";
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private includes: string[];
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private excludes: string[];
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private maxCrawledLinks: number;
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private returnOnlyUrls: boolean;
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private limit: number = 10000;
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private concurrentRequests: number = 20;
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private generateImgAltText: boolean = false;
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private pageOptions?: PageOptions;
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authorize(): void {
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throw new Error("Method not implemented.");
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}
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authorizeNango(): Promise<void> {
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throw new Error("Method not implemented.");
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}
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private async convertUrlsToDocuments(
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urls: string[],
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inProgress?: (progress: Progress) => void
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): Promise<Document[]> {
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const totalUrls = urls.length;
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let processedUrls = 0;
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console.log("Converting urls to documents");
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console.log("Total urls", urls);
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const results: (Document | null)[] = new Array(urls.length).fill(null);
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for (let i = 0; i < urls.length; i += this.concurrentRequests) {
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const batchUrls = urls.slice(i, i + this.concurrentRequests);
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await Promise.all(
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batchUrls.map(async (url, index) => {
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const result = await scrapSingleUrl(url, true, this.pageOptions);
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processedUrls++;
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if (inProgress) {
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inProgress({
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current: processedUrls,
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total: totalUrls,
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status: "SCRAPING",
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currentDocumentUrl: url,
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});
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}
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results[i + index] = result;
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})
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);
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}
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return results.filter((result) => result !== null) as Document[];
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}
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async getDocuments(
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useCaching: boolean = false,
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inProgress?: (progress: Progress) => void
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): Promise<Document[]> {
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if (this.urls[0].trim() === "") {
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throw new Error("Url is required");
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}
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if (!useCaching) {
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if (this.mode === "crawl") {
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const crawler = new WebCrawler({
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initialUrl: this.urls[0],
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includes: this.includes,
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excludes: this.excludes,
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maxCrawledLinks: this.maxCrawledLinks,
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limit: this.limit,
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generateImgAltText: this.generateImgAltText,
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});
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let links = await crawler.start(inProgress, 5, this.limit);
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if (this.returnOnlyUrls) {
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return links.map((url) => ({
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content: "",
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metadata: { sourceURL: url },
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provider: "web",
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type: "text",
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}));
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}
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let pdfLinks = links.filter((link) => link.endsWith(".pdf"));
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let pdfDocuments: Document[] = [];
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for (let pdfLink of pdfLinks) {
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const pdfContent = await fetchAndProcessPdf(pdfLink);
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pdfDocuments.push({
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content: pdfContent,
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metadata: { sourceURL: pdfLink },
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provider: "web-scraper"
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});
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}
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links = links.filter((link) => !link.endsWith(".pdf"));
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let documents = await this.convertUrlsToDocuments(links, inProgress);
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documents = await this.getSitemapData(this.urls[0], documents);
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documents = this.replaceImgPathsWithAbsolutePaths(documents);
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if (this.generateImgAltText) {
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documents = await this.generatesImgAltText(documents);
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}
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documents = documents.concat(pdfDocuments);
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// CACHING DOCUMENTS
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// - parent document
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const cachedParentDocumentString = await getValue(
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"web-scraper-cache:" + this.normalizeUrl(this.urls[0])
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);
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if (cachedParentDocumentString != null) {
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let cachedParentDocument = JSON.parse(cachedParentDocumentString);
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if (
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!cachedParentDocument.childrenLinks ||
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cachedParentDocument.childrenLinks.length < links.length - 1
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) {
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cachedParentDocument.childrenLinks = links.filter(
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(link) => link !== this.urls[0]
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);
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await setValue(
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"web-scraper-cache:" + this.normalizeUrl(this.urls[0]),
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JSON.stringify(cachedParentDocument),
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60 * 60 * 24 * 10
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); // 10 days
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}
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} else {
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let parentDocument = documents.filter(
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(document) =>
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this.normalizeUrl(document.metadata.sourceURL) ===
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this.normalizeUrl(this.urls[0])
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);
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await this.setCachedDocuments(parentDocument, links);
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}
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await this.setCachedDocuments(
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documents.filter(
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(document) =>
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this.normalizeUrl(document.metadata.sourceURL) !==
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this.normalizeUrl(this.urls[0])
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),
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[]
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);
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documents = this.removeChildLinks(documents);
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documents = documents.splice(0, this.limit);
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return documents;
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}
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if (this.mode === "single_urls") {
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let pdfLinks = this.urls.filter((link) => link.endsWith(".pdf"));
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let pdfDocuments: Document[] = [];
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for (let pdfLink of pdfLinks) {
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const pdfContent = await fetchAndProcessPdf(pdfLink);
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pdfDocuments.push({
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content: pdfContent,
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metadata: { sourceURL: pdfLink },
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provider: "web-scraper"
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});
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}
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let documents = await this.convertUrlsToDocuments(
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this.urls.filter((link) => !link.endsWith(".pdf")),
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inProgress
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);
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documents = this.replaceImgPathsWithAbsolutePaths(documents);
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if (this.generateImgAltText) {
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documents = await this.generatesImgAltText(documents);
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}
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const baseUrl = new URL(this.urls[0]).origin;
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documents = await this.getSitemapData(baseUrl, documents);
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documents = documents.concat(pdfDocuments);
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await this.setCachedDocuments(documents);
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documents = this.removeChildLinks(documents);
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documents = documents.splice(0, this.limit);
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return documents;
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}
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if (this.mode === "sitemap") {
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let links = await getLinksFromSitemap(this.urls[0]);
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let pdfLinks = links.filter((link) => link.endsWith(".pdf"));
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let pdfDocuments: Document[] = [];
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for (let pdfLink of pdfLinks) {
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const pdfContent = await fetchAndProcessPdf(pdfLink);
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pdfDocuments.push({
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content: pdfContent,
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metadata: { sourceURL: pdfLink },
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provider: "web-scraper"
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});
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}
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links = links.filter((link) => !link.endsWith(".pdf"));
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let documents = await this.convertUrlsToDocuments(
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links.slice(0, this.limit),
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inProgress
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);
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documents = await this.getSitemapData(this.urls[0], documents);
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documents = this.replaceImgPathsWithAbsolutePaths(documents);
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if (this.generateImgAltText) {
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documents = await this.generatesImgAltText(documents);
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}
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documents = documents.concat(pdfDocuments);
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await this.setCachedDocuments(documents);
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documents = this.removeChildLinks(documents);
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documents = documents.splice(0, this.limit);
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return documents;
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}
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return [];
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}
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let documents = await this.getCachedDocuments(
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this.urls.slice(0, this.limit)
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);
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if (documents.length < this.limit) {
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const newDocuments: Document[] = await this.getDocuments(
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false,
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inProgress
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);
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newDocuments.forEach((doc) => {
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if (
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!documents.some(
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(d) =>
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this.normalizeUrl(d.metadata.sourceURL) ===
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this.normalizeUrl(doc.metadata?.sourceURL)
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)
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) {
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documents.push(doc);
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}
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});
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}
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documents = this.filterDocsExcludeInclude(documents);
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documents = this.removeChildLinks(documents);
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documents = documents.splice(0, this.limit);
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return documents;
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}
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private filterDocsExcludeInclude(documents: Document[]): Document[] {
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return documents.filter((document) => {
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const url = new URL(document.metadata.sourceURL);
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const path = url.pathname;
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if (this.excludes.length > 0 && this.excludes[0] !== "") {
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// Check if the link should be excluded
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if (
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this.excludes.some((excludePattern) =>
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new RegExp(excludePattern).test(path)
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)
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) {
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return false;
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}
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}
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if (this.includes.length > 0 && this.includes[0] !== "") {
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// Check if the link matches the include patterns, if any are specified
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if (this.includes.length > 0) {
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return this.includes.some((includePattern) =>
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new RegExp(includePattern).test(path)
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);
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}
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}
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return true;
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});
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}
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private normalizeUrl(url: string): string {
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if (url.includes("//www.")) {
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return url.replace("//www.", "//");
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}
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return url;
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}
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private removeChildLinks(documents: Document[]): Document[] {
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for (let document of documents) {
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if (document?.childrenLinks) delete document.childrenLinks;
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}
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return documents;
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}
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async setCachedDocuments(documents: Document[], childrenLinks?: string[]) {
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for (const document of documents) {
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if (document.content.trim().length === 0) {
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continue;
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}
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const normalizedUrl = this.normalizeUrl(document.metadata.sourceURL);
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await setValue(
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"web-scraper-cache:" + normalizedUrl,
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JSON.stringify({
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...document,
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childrenLinks: childrenLinks || [],
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}),
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60 * 60 * 24 * 10
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); // 10 days
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}
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}
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async getCachedDocuments(urls: string[]): Promise<Document[]> {
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let documents: Document[] = [];
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for (const url of urls) {
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const normalizedUrl = this.normalizeUrl(url);
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console.log(
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"Getting cached document for web-scraper-cache:" + normalizedUrl
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);
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const cachedDocumentString = await getValue(
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"web-scraper-cache:" + normalizedUrl
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);
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if (cachedDocumentString) {
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const cachedDocument = JSON.parse(cachedDocumentString);
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documents.push(cachedDocument);
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// get children documents
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for (const childUrl of cachedDocument.childrenLinks) {
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const normalizedChildUrl = this.normalizeUrl(childUrl);
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const childCachedDocumentString = await getValue(
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"web-scraper-cache:" + normalizedChildUrl
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);
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if (childCachedDocumentString) {
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const childCachedDocument = JSON.parse(childCachedDocumentString);
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2024-04-17 15:51:12 -04:00
|
|
|
if (
|
|
|
|
!documents.find(
|
|
|
|
(doc) =>
|
|
|
|
doc.metadata.sourceURL ===
|
|
|
|
childCachedDocument.metadata.sourceURL
|
|
|
|
)
|
|
|
|
) {
|
2024-04-15 17:01:47 -04:00
|
|
|
documents.push(childCachedDocument);
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
return documents;
|
|
|
|
}
|
|
|
|
|
|
|
|
setOptions(options: WebScraperOptions): void {
|
|
|
|
if (!options.urls) {
|
|
|
|
throw new Error("Urls are required");
|
|
|
|
}
|
|
|
|
|
|
|
|
this.urls = options.urls;
|
|
|
|
this.mode = options.mode;
|
|
|
|
this.concurrentRequests = options.concurrentRequests ?? 20;
|
|
|
|
this.includes = options.crawlerOptions?.includes ?? [];
|
|
|
|
this.excludes = options.crawlerOptions?.excludes ?? [];
|
|
|
|
this.maxCrawledLinks = options.crawlerOptions?.maxCrawledLinks ?? 1000;
|
|
|
|
this.returnOnlyUrls = options.crawlerOptions?.returnOnlyUrls ?? false;
|
|
|
|
this.limit = options.crawlerOptions?.limit ?? 10000;
|
2024-04-17 15:51:12 -04:00
|
|
|
this.generateImgAltText =
|
|
|
|
options.crawlerOptions?.generateImgAltText ?? false;
|
2024-04-17 21:24:46 -04:00
|
|
|
this.pageOptions = options.pageOptions ?? {onlyMainContent: false};
|
2024-04-15 17:01:47 -04:00
|
|
|
|
|
|
|
//! @nicolas, for some reason this was being injected and breakign everything. Don't have time to find source of the issue so adding this check
|
2024-04-17 15:51:12 -04:00
|
|
|
this.excludes = this.excludes.filter((item) => item !== "");
|
|
|
|
|
2024-04-15 17:01:47 -04:00
|
|
|
// make sure all urls start with https://
|
|
|
|
this.urls = this.urls.map((url) => {
|
|
|
|
if (!url.trim().startsWith("http")) {
|
|
|
|
return `https://${url}`;
|
|
|
|
}
|
|
|
|
return url;
|
|
|
|
});
|
|
|
|
}
|
|
|
|
|
|
|
|
private async getSitemapData(baseUrl: string, documents: Document[]) {
|
2024-04-17 15:51:12 -04:00
|
|
|
const sitemapData = await fetchSitemapData(baseUrl);
|
2024-04-15 17:01:47 -04:00
|
|
|
if (sitemapData) {
|
|
|
|
for (let i = 0; i < documents.length; i++) {
|
2024-04-17 15:51:12 -04:00
|
|
|
const docInSitemapData = sitemapData.find(
|
|
|
|
(data) =>
|
|
|
|
this.normalizeUrl(data.loc) ===
|
|
|
|
this.normalizeUrl(documents[i].metadata.sourceURL)
|
|
|
|
);
|
2024-04-15 17:01:47 -04:00
|
|
|
if (docInSitemapData) {
|
|
|
|
let sitemapDocData: Partial<SitemapEntry> = {};
|
|
|
|
if (docInSitemapData.changefreq) {
|
|
|
|
sitemapDocData.changefreq = docInSitemapData.changefreq;
|
|
|
|
}
|
|
|
|
if (docInSitemapData.priority) {
|
|
|
|
sitemapDocData.priority = Number(docInSitemapData.priority);
|
|
|
|
}
|
|
|
|
if (docInSitemapData.lastmod) {
|
|
|
|
sitemapDocData.lastmod = docInSitemapData.lastmod;
|
|
|
|
}
|
|
|
|
if (Object.keys(sitemapDocData).length !== 0) {
|
|
|
|
documents[i].metadata.sitemap = sitemapDocData;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
return documents;
|
|
|
|
}
|
2024-04-16 12:49:14 -04:00
|
|
|
generatesImgAltText = async (documents: Document[]): Promise<Document[]> => {
|
2024-04-17 15:51:12 -04:00
|
|
|
await Promise.all(
|
|
|
|
documents.map(async (document) => {
|
|
|
|
const images = document.content.match(/!\[.*?\]\((.*?)\)/g) || [];
|
2024-04-16 12:49:14 -04:00
|
|
|
|
2024-04-17 15:51:12 -04:00
|
|
|
await Promise.all(
|
|
|
|
images.map(async (image: string) => {
|
|
|
|
let imageUrl = image.match(/\(([^)]+)\)/)[1];
|
|
|
|
let altText = image.match(/\[(.*?)\]/)[1];
|
|
|
|
|
|
|
|
if (
|
|
|
|
!altText &&
|
|
|
|
!imageUrl.startsWith("data:image") &&
|
|
|
|
/\.(png|jpeg|gif|webp)$/.test(imageUrl)
|
|
|
|
) {
|
|
|
|
const imageIndex = document.content.indexOf(image);
|
|
|
|
const contentLength = document.content.length;
|
|
|
|
let backText = document.content.substring(
|
|
|
|
imageIndex + image.length,
|
|
|
|
Math.min(imageIndex + image.length + 1000, contentLength)
|
|
|
|
);
|
|
|
|
let frontTextStartIndex = Math.max(imageIndex - 1000, 0);
|
|
|
|
let frontText = document.content.substring(
|
|
|
|
frontTextStartIndex,
|
|
|
|
imageIndex
|
|
|
|
);
|
|
|
|
altText = await getImageDescription(
|
|
|
|
imageUrl,
|
|
|
|
backText,
|
|
|
|
frontText
|
|
|
|
);
|
|
|
|
}
|
|
|
|
|
|
|
|
document.content = document.content.replace(
|
|
|
|
image,
|
|
|
|
`![${altText}](${imageUrl})`
|
|
|
|
);
|
|
|
|
})
|
|
|
|
);
|
|
|
|
})
|
|
|
|
);
|
2024-04-16 12:49:14 -04:00
|
|
|
|
|
|
|
return documents;
|
2024-04-17 15:51:12 -04:00
|
|
|
};
|
|
|
|
|
2024-04-16 15:31:33 -04:00
|
|
|
replaceImgPathsWithAbsolutePaths = (documents: Document[]): Document[] => {
|
2024-04-17 15:51:12 -04:00
|
|
|
try {
|
|
|
|
documents.forEach((document) => {
|
|
|
|
const baseUrl = new URL(document.metadata.sourceURL).origin;
|
|
|
|
const images =
|
|
|
|
document.content.match(
|
|
|
|
/!\[.*?\]\(((?:[^()]+|\((?:[^()]+|\([^()]*\))*\))*)\)/g
|
|
|
|
) || [];
|
|
|
|
|
|
|
|
images.forEach((image: string) => {
|
|
|
|
let imageUrl = image.match(/\(([^)]+)\)/)[1];
|
|
|
|
let altText = image.match(/\[(.*?)\]/)[1];
|
|
|
|
|
|
|
|
if (!imageUrl.startsWith("data:image")) {
|
|
|
|
if (!imageUrl.startsWith("http")) {
|
|
|
|
if (imageUrl.startsWith("/")) {
|
|
|
|
imageUrl = imageUrl.substring(1);
|
|
|
|
}
|
|
|
|
imageUrl = new URL(imageUrl, baseUrl).toString();
|
2024-04-17 13:54:54 -04:00
|
|
|
}
|
|
|
|
}
|
2024-04-17 15:51:12 -04:00
|
|
|
|
|
|
|
document.content = document.content.replace(
|
|
|
|
image,
|
|
|
|
`![${altText}](${imageUrl})`
|
|
|
|
);
|
|
|
|
});
|
2024-04-16 15:31:33 -04:00
|
|
|
});
|
2024-04-15 17:01:47 -04:00
|
|
|
|
2024-04-17 15:51:12 -04:00
|
|
|
return documents;
|
|
|
|
} catch (error) {
|
2024-04-17 15:51:29 -04:00
|
|
|
console.error("Error replacing img paths with absolute paths", error);
|
2024-04-17 15:51:12 -04:00
|
|
|
return documents;
|
|
|
|
}
|
|
|
|
};
|
|
|
|
}
|