from abc import ABC, abstractmethod class LLMChatCompletionWrapper(ABC): @abstractmethod def chat_completion_to_prompt(self, messages, functions): """Go from ChatCompletion to a single prompt string""" pass @abstractmethod def output_to_chat_completion_response(self, raw_llm_output): """Turn the LLM output string into a ChatCompletion response""" pass