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| import aiohttp | |
| import asyncio | |
| from typing import List, Dict, Any | |
| class RealTimeDataIntegrator: | |
| """Integrates real-time data for up-to-date responses""" | |
| def __init__(self): | |
| self.session = aiohttp.ClientSession() | |
| async def fetch_and_integrate(self, urls: List[str]) -> Dict[str, Any]: | |
| """Fetch data from multiple sources and integrate it""" | |
| tasks = [self.fetch_data(url) for url in urls] | |
| results = await asyncio.gather(*tasks, return_exceptions=True) | |
| integrated_data = self.integrate_data(results) | |
| return integrated_data | |
| async def fetch_data(self, url: str) -> Dict[str, Any]: | |
| """Fetch data from an external API""" | |
| try: | |
| async with self.session.get(url) as response: | |
| response.raise_for_status() # Raise an error for bad status codes | |
| return await response.json() | |
| except Exception as e: | |
| return {"error": str(e), "url": url} | |
| def integrate_data(self, data: List[Dict[str, Any]]) -> Dict[str, Any]: | |
| """Integrate data from multiple sources""" | |
| integrated_data = {} | |
| for item in data: | |
| if isinstance(item, dict): | |
| integrated_data.update(item) | |
| else: | |
| # Handle the case where fetch_data returned an error | |
| integrated_data.setdefault("errors", []).append(item) | |
| return integrated_data | |
| async def close_session(self): | |
| """Close the aiohttp session""" | |
| await self.session.close() |