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| from abc import ABC, abstractmethod | |
| from typing import List, Dict, Any | |
| class BaseLLMProvider(ABC): | |
| async def generate(self, messages: List[Dict[str, str]], **kwargs) -> Dict[str, Any]: | |
| pass |