import json import re import warnings from typing import List, Tuple import requests from langchain.docstore.document import Document from langchain.document_loaders.base import BaseLoader class BiliBiliLoader(BaseLoader): """Loader that loads bilibili transcripts.""" def __init__(self, video_urls: List[str]): """Initialize with bilibili url.""" self.video_urls = video_urls def load(self) -> List[Document]: """Load from bilibili url.""" results = [] for url in self.video_urls: transcript, video_info = self._get_bilibili_subs_and_info(url) doc = Document(page_content=transcript, metadata=video_info) results.append(doc) return results def _get_bilibili_subs_and_info(self, url: str) -> Tuple[str, dict]: try: from bilibili_api import sync, video except ImportError: raise ValueError( "requests package not found, please install it with " "`pip install bilibili-api`" ) bvid = re.search(r"BV\w+", url) if bvid is not None: v = video.Video(bvid=bvid.group()) else: aid = re.search(r"av[0-9]+", url) if aid is not None: try: v = video.Video(aid=int(aid.group()[2:])) except AttributeError: raise ValueError(f"{url} is not bilibili url.") else: raise ValueError(f"{url} is not bilibili url.") video_info = sync(v.get_info()) video_info.update({"url": url}) # Get subtitle url subtitle = video_info.pop("subtitle") sub_list = subtitle["list"] if sub_list: sub_url = sub_list[0]["subtitle_url"] result = requests.get(sub_url) raw_sub_titles = json.loads(result.content)["body"] raw_transcript = " ".join([c["content"] for c in raw_sub_titles]) raw_transcript_with_meta_info = ( f"Video Title: {video_info['title']}," f"description: {video_info['desc']}\n\n" f"Transcript: {raw_transcript}" ) return raw_transcript_with_meta_info, video_info else: raw_transcript = "" warnings.warn( f""" No subtitles found for video: {url}. Return Empty transcript. """ ) return raw_transcript, video_info