import concurrent.futures import hashlib import logging import requests from tqdm import tqdm from urllib.parse import urlparse try: from bs4 import BeautifulSoup from bs4.builder import ParserRejectedMarkup except ImportError: raise ImportError( 'Sitemap requires extra dependencies. Install with `pip install --upgrade "embedchain[dataloaders]"`' ) from None from embedchain.helpers.json_serializable import register_deserializable from embedchain.loaders.base_loader import BaseLoader from embedchain.loaders.web_page import WebPageLoader @register_deserializable class SitemapLoader(BaseLoader): """ This method takes a sitemap URL as input and retrieves all the URLs to use the WebPageLoader to load content of each page. """ def load_data(self, sitemap_url): output = [] web_page_loader = WebPageLoader() if urlparse(sitemap_url).scheme not in ["file", "http", "https"]: raise ValueError("Not a valid URL.") if urlparse(sitemap_url).scheme in ["http", "https"]: response = requests.get(sitemap_url) response.raise_for_status() else: with open(sitemap_url, "r") as file: soup = BeautifulSoup(file, "xml") links = [link.text for link in soup.find_all("loc") if link.parent.name == "url"] if len(links) == 0: links = [link.text for link in soup.find_all("loc")] doc_id = hashlib.sha256((" ".join(links) + sitemap_url).encode()).hexdigest() def load_web_page(link): try: loader_data = web_page_loader.load_data(link) return loader_data.get("data") except ParserRejectedMarkup as e: logging.error(f"Failed to parse {link}: {e}") return None with concurrent.futures.ThreadPoolExecutor() as executor: future_to_link = {executor.submit(load_web_page, link): link for link in links} for future in tqdm(concurrent.futures.as_completed(future_to_link), total=len(links), desc="Loading pages"): link = future_to_link[future] try: data = future.result() if data: output.extend(data) except Exception as e: logging.error(f"Error loading page {link}: {e}") return {"doc_id": doc_id, "data": output}