import asyncio import random from starfish.common.logger import get_logger logger = get_logger(__name__) async def mock_llm_call(city_name, num_records_per_city, fail_rate=0.01, sleep_time=0.5): await asyncio.sleep(sleep_time) if random.random() < fail_rate: logger.debug(f" {city_name}: Failed!") raise ValueError(f"Mock LLM failed to process city: {city_name}") logger.debug(f"{city_name}: Successfully processed!") result = [{"answer": f"{city_name}_{random.randint(1, 5)}"} for _ in range(num_records_per_city)] return result