mirror of
https://github.com/hwchase17/langchain
synced 2024-11-06 03:20:49 +00:00
84 lines
3.4 KiB
Python
84 lines
3.4 KiB
Python
|
from typing import Any, List, Optional
|
||
|
from urllib.parse import urljoin, urlparse
|
||
|
|
||
|
from langchain_core.documents import Document
|
||
|
|
||
|
from langchain_community.document_loaders.web_base import WebBaseLoader
|
||
|
|
||
|
|
||
|
class GitbookLoader(WebBaseLoader):
|
||
|
"""Load `GitBook` data.
|
||
|
|
||
|
1. load from either a single page, or
|
||
|
2. load all (relative) paths in the navbar.
|
||
|
"""
|
||
|
|
||
|
def __init__(
|
||
|
self,
|
||
|
web_page: str,
|
||
|
load_all_paths: bool = False,
|
||
|
base_url: Optional[str] = None,
|
||
|
content_selector: str = "main",
|
||
|
continue_on_failure: bool = False,
|
||
|
):
|
||
|
"""Initialize with web page and whether to load all paths.
|
||
|
|
||
|
Args:
|
||
|
web_page: The web page to load or the starting point from where
|
||
|
relative paths are discovered.
|
||
|
load_all_paths: If set to True, all relative paths in the navbar
|
||
|
are loaded instead of only `web_page`.
|
||
|
base_url: If `load_all_paths` is True, the relative paths are
|
||
|
appended to this base url. Defaults to `web_page`.
|
||
|
content_selector: The CSS selector for the content to load.
|
||
|
Defaults to "main".
|
||
|
continue_on_failure: whether to continue loading the sitemap if an error
|
||
|
occurs loading a url, emitting a warning instead of raising an
|
||
|
exception. Setting this to True makes the loader more robust, but also
|
||
|
may result in missing data. Default: False
|
||
|
"""
|
||
|
self.base_url = base_url or web_page
|
||
|
if self.base_url.endswith("/"):
|
||
|
self.base_url = self.base_url[:-1]
|
||
|
if load_all_paths:
|
||
|
# set web_path to the sitemap if we want to crawl all paths
|
||
|
web_page = f"{self.base_url}/sitemap.xml"
|
||
|
super().__init__(web_paths=(web_page,), continue_on_failure=continue_on_failure)
|
||
|
self.load_all_paths = load_all_paths
|
||
|
self.content_selector = content_selector
|
||
|
|
||
|
def load(self) -> List[Document]:
|
||
|
"""Fetch text from one single GitBook page."""
|
||
|
if self.load_all_paths:
|
||
|
soup_info = self.scrape()
|
||
|
relative_paths = self._get_paths(soup_info)
|
||
|
urls = [urljoin(self.base_url, path) for path in relative_paths]
|
||
|
soup_infos = self.scrape_all(urls)
|
||
|
_documents = [
|
||
|
self._get_document(soup_info, url)
|
||
|
for soup_info, url in zip(soup_infos, urls)
|
||
|
]
|
||
|
else:
|
||
|
soup_info = self.scrape()
|
||
|
_documents = [self._get_document(soup_info, self.web_path)]
|
||
|
documents = [d for d in _documents if d]
|
||
|
|
||
|
return documents
|
||
|
|
||
|
def _get_document(
|
||
|
self, soup: Any, custom_url: Optional[str] = None
|
||
|
) -> Optional[Document]:
|
||
|
"""Fetch content from page and return Document."""
|
||
|
page_content_raw = soup.find(self.content_selector)
|
||
|
if not page_content_raw:
|
||
|
return None
|
||
|
content = page_content_raw.get_text(separator="\n").strip()
|
||
|
title_if_exists = page_content_raw.find("h1")
|
||
|
title = title_if_exists.text if title_if_exists else ""
|
||
|
metadata = {"source": custom_url or self.web_path, "title": title}
|
||
|
return Document(page_content=content, metadata=metadata)
|
||
|
|
||
|
def _get_paths(self, soup: Any) -> List[str]:
|
||
|
"""Fetch all relative paths in the navbar."""
|
||
|
return [urlparse(loc.text).path for loc in soup.find_all("loc")]
|