from typing import List, Dict, Any, Optional


class LLMBase:
    async def chat(
        self,
        messages: List[Dict[str, Any]],
        tools: Optional[List[Dict[str, Any]]] = None
    ) -> Dict[str, Any]:
        raise NotImplementedError