import asyncio import base64 from typing import List, Tuple, Optional import aiohttp async def fetch_image(url: Optional[str]) -> str: if not url: return "" async with aiohttp.ClientSession() as session: async with session.get(url) as response: if response.status == 200: image_data = await response.read() return base64.b64encode(image_data).decode("utf-8") else: return "" async def fetch_images(urls: List[Optional[str]]) -> Tuple[str]: tasks = [fetch_image(url) for url in urls] return await asyncio.gather(*tasks)