import logging import requests from bs4 import BeautifulSoup from embedchain.loaders.base_loader import BaseLoader from embedchain.utils import clean_string class WebPageLoader(BaseLoader): def load_data(self, url): """Load data from a web page.""" response = requests.get(url) data = response.content soup = BeautifulSoup(data, "html.parser") original_size = len(str(soup.get_text())) tags_to_exclude = [ "nav", "aside", "form", "header", "noscript", "svg", "canvas", "footer", "script", "style", ] for tag in soup(tags_to_exclude): tag.decompose() ids_to_exclude = ["sidebar", "main-navigation", "menu-main-menu"] for id in ids_to_exclude: tags = soup.find_all(id=id) for tag in tags: tag.decompose() classes_to_exclude = [ "elementor-location-header", "navbar-header", "nav", "header-sidebar-wrapper", "blog-sidebar-wrapper", "related-posts", ] for class_name in classes_to_exclude: tags = soup.find_all(class_=class_name) for tag in tags: tag.decompose() content = soup.get_text() content = clean_string(content) cleaned_size = len(content) if original_size != 0: logging.info( f"[{url}] Cleaned page size: {cleaned_size} characters, down from {original_size} (shrunk: {original_size-cleaned_size} chars, {round((1-(cleaned_size/original_size)) * 100, 2)}%)" # noqa:E501 ) meta_data = { "url": url, } return [ { "content": content, "meta_data": meta_data, } ]