from queue import Queue from typing import Any, Dict class Singleton(type): _instances = {} def __call__(cls, *args, **kwargs): if cls not in cls._instances: cls._instances[cls] = super(Singleton, cls).__call__(*args, **kwargs) return cls._instances[cls] def flatten_dict(d: Dict[str, Any], parent_key: str = "", sep: str = "_") -> Dict[str, Any]: items = [] for k, v in d.items(): new_key = parent_key + sep + k if parent_key else k if isinstance(v, dict): items.extend(flatten_dict(v, new_key, sep=sep).items()) else: items.append((new_key, v)) return dict(items)