



'''simple docstring'''






import hashlib
from typing import Union


def 			snake_case_					( _lowerCAmelCase  :						Union[str, int, bytes]  )				->       bytes:
							if isinstance(_lowerCAmelCase       ,				_lowerCAmelCase  ):
														# Data already in bytes, returns as it as
														return hash_data
							elif isinstance(_lowerCAmelCase       ,				_lowerCAmelCase  ):
														# We keep the data as it as for it ot be later encoded to UTF-8
														# However replace `\\` with `/` for Windows compatibility
														UpperCAmelCase			:	Dict										=		hash_data.replace('''\\'''       ,				'''/'''  )
							elif isinstance(_lowerCAmelCase       ,				_lowerCAmelCase  ):
														UpperCAmelCase			:	Optional[int]										=		str(_lowerCAmelCase  )
							else:
														# If data is not of the required type, raise error
														raise InvalidKeyError(_lowerCAmelCase  )

							return hash_data.encode('''utf-8'''  )

class     SCREAMING_SNAKE_CASE(							A__      ):







						"""simple docstring"""






						def __init__(						self      :					List[Any]		,      __snake_case      :					Optional[int]		)      ->		str:
													UpperCAmelCase			:	List[str]										=		'''\nFAILURE TO GENERATE DATASET: Invalid key type detected'''
													UpperCAmelCase			:	Tuple										=		F"""\nFound Key {hash_data} of type {type(__snake_case		)}"""
													UpperCAmelCase			:	Union[str, Any]										=		'''\nKeys should be either str, int or bytes type'''
													super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}"""		)

class     SCREAMING_SNAKE_CASE(							A__      ):







						"""simple docstring"""






						def __init__(						self      :					Any		,      __snake_case      :					Any		,      __snake_case      :					int		,      __snake_case      :					int=""		)      ->		Tuple:
													UpperCAmelCase			:	Any										=		key
													UpperCAmelCase			:	Optional[int]										=		duplicate_key_indices
													UpperCAmelCase			:	Any										=		fix_msg
													UpperCAmelCase			:	Dict										=		'''Found multiple examples generated with the same key'''
													if len(__snake_case		) <= 20:
																				UpperCAmelCase			:	List[Any]										=		F"""\nThe examples at index {", ".join(__snake_case		)} have the key {key}"""
													else:
																				UpperCAmelCase			:	Any										=		F"""\nThe examples at index {", ".join(duplicate_key_indices[:20]		)}... ({len(__snake_case		) - 20} more) have the key {key}"""
													UpperCAmelCase			:	Optional[int]										=		'''\n''' + fix_msg if fix_msg else ''''''
													super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}"""		)

class     SCREAMING_SNAKE_CASE:







						"""simple docstring"""






						def __init__(						self      :					Optional[Any]		,      __snake_case      :					str		)      ->		List[str]:
													UpperCAmelCase			:	Optional[Any]										=		hashlib.mda(_as_bytes(__snake_case		)		)







						def 					A     (						self      :					Dict		,      __snake_case      :					Union[str, int, bytes]		)      ->		int:
													UpperCAmelCase			:	Any										=		self._split_mda.copy()
													UpperCAmelCase			:	Dict										=		_as_bytes(__snake_case		)
													mda.update(__snake_case		)
													# Convert to integer with hexadecimal conversion
													return int(mda.hexdigest()		,      16		)










'''simple docstring'''






UpperCamelCase__:       str							     =      [0.485, 0.456, 0.406]
UpperCamelCase__:       List[str]							     =      [0.229, 0.224, 0.225]
UpperCamelCase__:       List[str]							     =      [0.5, 0.5, 0.5]
UpperCamelCase__:       Optional[Any]							     =      [0.5, 0.5, 0.5]
UpperCamelCase__:       List[str]							     =      [0.48145466, 0.4578275, 0.40821073]
UpperCamelCase__:       List[str]							     =      [0.26862954, 0.26130258, 0.27577711]





