Files
t6_mem0/embedchain/loaders/sitemap.py
2023-10-17 08:21:30 -07:00

52 lines
1.8 KiB
Python

import hashlib
import logging
import requests
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.helper.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):
def load_data(self, sitemap_url):
"""
This method takes a sitemap URL as input and retrieves
all the URLs to use the WebPageLoader to load content
of each page.
"""
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:
# Get all <loc> tags as a fallback. This might include images.
links = [link.text for link in soup.find_all("loc")]
doc_id = hashlib.sha256((" ".join(links) + sitemap_url).encode()).hexdigest()
for link in links:
try:
each_load_data = web_page_loader.load_data(link)
if is_readable(each_load_data.get("data")[0].get("content")):
output.append(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 {"doc_id": doc_id, "data": [data[0] for data in output]}