from typing import Tuple, List, ClassVar, Union, Any, Dict, Set from dataclasses import dataclass, field, is_dataclass import copy import os import numpy as np # decorator to wrap original __init__ # https://www.geeksforgeeks.org/creating-nested-dataclass-objects-in-python/ def nested_dataclass(*args, **dataclass_kwargs): ''' nested dataclass support \n also ignore extra arguments ''' def wrapper(check_class): # passing class to investigate check_class = dataclass(check_class, **dataclass_kwargs) o_init = check_class.__init__ def __init__(self, *args, **kwargs): store_deprecated = 'deprecated_attributes' in self.__annotations__ deprecated = {} for name in list(kwargs.keys()): if name not in self.__annotations__: # print(f'warning: type object \'{self.__class__.__name__}\' has no attribute {name}, might be loading from an older config') val = kwargs.pop(name) if store_deprecated: deprecated[name] = val continue value = kwargs[name] # getting field type ft = check_class.__annotations__.get(name, None) if is_dataclass(ft) and isinstance(value, dict): obj = ft(**value) kwargs[name]= obj if len(deprecated) > 0: kwargs['deprecated_attributes'] = deprecated o_init(self, *args, **kwargs) check_class.__init__=__init__ return check_class return wrapper(args[0]) if args else wrapper @dataclass class Config: def update(self, key: str, value): assert key in self.__annotations__, f'type object \'{self.__class__.__name__}\' has no attribute {key}' self.__setattr__(key, value) @classmethod def annotations_set(cls): return set(list(cls.__annotations__)) def __getitem__(self, key: str): assert key in self.__annotations__, f'type object \'{self.__class__.__name__}\' has no attribute {key}' return self.__getattribute__(key) def __setitem__(self, key: str, value): self.__setattr__(key, value) @classmethod def params(cls): return cls.__annotations__ def merge(self, target): tgt_keys = target.annotations_set() for key in tgt_keys: if isinstance(self[key], Config): self[key].merge(target[key]) else: self.update(key, target[key]) def copy(self): return copy.deepcopy(self) MODULE_PATH = os.path.dirname(os.path.dirname(os.path.realpath(__file__))) BASE_PATH = os.path.dirname(MODULE_PATH)