""" Abstract base class for model interfaces. Defines the minimal standard interface that all model implementations must follow. """ from abc import ABC, abstractmethod from typing import List, Dict, Any class BaseModelInterface(ABC): """ Base class for all model interfaces that provides a standardized interface for interacting with different underlying models. """ def __init__(self, config: Dict[str, Any]): """ Initialize the model interface with a configuration dictionary. Args: config: Configuration dictionary containing model parameters """ self.config = config @abstractmethod def generate(self, prompts: List[Any], **kwargs) -> List[Dict[str, Any]]: """ Generate responses for the given prompts. Args: prompts: List of prompts (strings or dicts with messages/images) **kwargs: Additional generation parameters Returns: List of response dictionaries with at least 'text' field """ pass @abstractmethod def format_prompt(self, messages: List[Dict[str, Any]]) -> str: """ Format conversation messages into a prompt string. Args: messages: List of message dictionaries Returns: Formatted prompt string """ pass def get_model_info(self) -> Dict[str, Any]: """ Get basic information about the model. Returns: Dictionary with model information """ return { "name": self.config.get("name", "unknown"), "type": self.config.get("type", "unknown"), }