mem0/embedchain/loaders/sitemap.py

import concurrent.futures
import hashlib
import logging

import requests
from tqdm import tqdm

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
from embedchain.utils import is_readable


@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()
        response = requests.get(sitemap_url)
        response.raise_for_status()

        soup = BeautifulSoup(response.text, "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_link(link):
            try:
                each_load_data = web_page_loader.load_data(link)
                if is_readable(each_load_data.get("data")[0].get("content")):
                    return each_load_data.get("data")
                else:
                    logging.warning(f"Page is not readable (too many invalid characters): {link}")
            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_link, 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}