from typing import NamedTuple, Union from enum import Enum import abc class AgentAction(NamedTuple): """Agent's action to take.""" tool: str tool_input: Union[str, dict] log: str class AgentFinish(NamedTuple): """Agent's return value.""" return_values: dict log: str class AgentCriticism(NamedTuple): """Agent's criticism.""" is_agree: bool criticism: str sender_agent: object = None class AGENT_TYPES(Enum): ROLE_ASSIGNMENT = 0 SOLVER = 1 CRITIC = 2 EXECUTION = 3 EVALUATION = 4 MANAGER = 5 class Singleton(abc.ABCMeta, type): """ Singleton metaclass for ensuring only one instance of a class. """ _instances = {} def __call__(cls, *args, **kwargs): """Call method for the singleton metaclass.""" if cls not in cls._instances: cls._instances[cls] = super(Singleton, cls).__call__(*args, **kwargs) return cls._instances[cls]