import importlib
import os
from dataclasses import dataclass
from enum import Enum
from typing import Any, Dict, Optional, Union

import torch

from ..utils import BaseOutput


lowerCamelCase__  =					'''scheduler_config.json'''




class 					_UpperCAmelCase			(     lowerCAmelCase  ):



 '''simple docstring'''




 __A			       =					1
 __A			       =					2
 __A			       =					3
 __A			       =					4
 __A			       =					5
 __A			       =					6
 __A			       =					7
 __A			       =					8
 __A			       =					9
 __A			       =					10
 __A			       =					11
 __A			       =					12
 __A			       =					13
 __A			       =					14




@dataclass
class 					_UpperCAmelCase			(     lowerCAmelCase  ):



 '''simple docstring'''




 __A			       =					42




class 					_UpperCAmelCase			:



 '''simple docstring'''




 __A			       =					SCHEDULER_CONFIG_NAME
 __A			       =					[]
 __A			       =					True







 @classmethod
 def 		__UpperCAmelCase				(		cls				:   List[str]							, lowercase_				:   Dict[str, Any] = None							, lowercase_				:   Optional[str] = None							, lowercase_				:   List[Any]=False							, **lowercase_				:   List[Any]							, )						->	Optional[int]:


   """simple docstring"""







   _UpperCamelCase      ,						_UpperCamelCase      ,						_UpperCamelCase           =    cls.load_config(
       pretrained_model_name_or_path=SCREAMING_SNAKE_CASE__							, subfolder=SCREAMING_SNAKE_CASE__							, return_unused_kwargs=SCREAMING_SNAKE_CASE__							, return_commit_hash=SCREAMING_SNAKE_CASE__							, **SCREAMING_SNAKE_CASE__							, )
   return cls.from_config(SCREAMING_SNAKE_CASE__							, return_unused_kwargs=SCREAMING_SNAKE_CASE__							, **SCREAMING_SNAKE_CASE__)







 def 		__UpperCAmelCase				(		self				:   str							, lowercase_				:   Union[str, os.PathLike]							, lowercase_				:   bool = False							, **lowercase_				:   Any)						->	int:


   """simple docstring"""







   self.save_config(save_directory=SCREAMING_SNAKE_CASE__							, push_to_hub=SCREAMING_SNAKE_CASE__							, **SCREAMING_SNAKE_CASE__)







 @property
 def 		__UpperCAmelCase				(		self				:   List[Any])						->	Optional[int]:


   """simple docstring"""







   return self._get_compatibles()







 @classmethod
 def 		__UpperCAmelCase				(		cls				:   List[Any])						->	Tuple:


   """simple docstring"""







   _UpperCamelCase           =    list(set([cls.__name__] + cls._compatibles))
   _UpperCamelCase           =    importlib.import_module(__name__.split(".")[0])
   _UpperCamelCase           =    [
       getattr(SCREAMING_SNAKE_CASE__							, SCREAMING_SNAKE_CASE__) for c in compatible_classes_str if hasattr(SCREAMING_SNAKE_CASE__							, SCREAMING_SNAKE_CASE__)
   ]
   return compatible_classes






from functools import lru_cache

@lru_cache
def  __lowerCamelCase					( _lowercase			)       ->      int:
     if num < 0:
          raise ValueError('Number should not be negative.'			)

     return 1 if num in (0, 1) else num * factorial(num - 1			)


if __name__ == "__main__":
 import doctest

 doctest.testmod()


