import litellm from dspy.clients.base_lm import BaseLM class GeneralProvider(BaseLM): def __init__(self, model_name: str, api_key: str): self.model_name = model_name self.api_key = api_key # Call the parent constructor super().__init__(model=model_name) def forward(self, prompt=None, messages=None, **kwargs): """ Synchronous forward pass using LiteLLM. """ messages = messages or [{"role": "user", "content": prompt}] request = { "model": self.model_name, "messages": messages, "api_key": self.api_key, **self.kwargs, **kwargs, } try: return litellm.completion(**request) except Exception as e: raise RuntimeError(f"Failed to get response from LiteLLM for model '{self.model_name}': {e}") async def aforward(self, prompt=None, messages=None, **kwargs): """ Asynchronous forward pass using LiteLLM. """ messages = messages or [{"role": "user", "content": prompt}] request = { "model": self.model_name, "messages": messages, "api_key": self.api_key, **self.kwargs, **kwargs, } try: return await litellm.acompletion(**request) except Exception as e: raise RuntimeError(f"Failed to get response from LiteLLM for model '{self.model_name}': {e}")