import hashlib
from typing import Union






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

       return hash_data.encode('utf-8'      )
class 							a_					(		lowercase__		):






 '''simple docstring'''






 def __init__(     self   :    Dict     ,       lowercase__   :    str):







        '''simple docstring'''



        lowerCAmelCase__	      =   '\nFAILURE TO GENERATE DATASET: Invalid key type detected'
        lowerCAmelCase__	      =   F"""\nFound Key {hash_data} of type {type(_lowercase)}"""
        lowerCAmelCase__	      =   '\nKeys should be either str, int or bytes type'
        super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}""")






class 							a_					(		lowercase__		):






 '''simple docstring'''






 def __init__(     self   :    Dict     ,       lowercase__   :    Any     ,       lowercase__   :    Dict     ,       lowercase__   :    Dict=""):







        '''simple docstring'''



        lowerCAmelCase__	      =   key
        lowerCAmelCase__	      =   duplicate_key_indices
        lowerCAmelCase__	      =   fix_msg
        lowerCAmelCase__	      =   'Found multiple examples generated with the same key'
        if len(_lowercase) <= 20:
               lowerCAmelCase__	      =   F"""\nThe examples at index {', '.join(_lowercase)} have the key {key}"""
        else:
               lowerCAmelCase__	      =   F"""\nThe examples at index {', '.join(duplicate_key_indices[:20])}... ({len(_lowercase) - 20} more) have the key {key}"""
        lowerCAmelCase__	      =   '\n' + fix_msg if fix_msg else ''
        super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}""")






class 							a_					:






 '''simple docstring'''






 def __init__(     self   :    str     ,       lowercase__   :    str):







        '''simple docstring'''



        lowerCAmelCase__	      =   hashlib.mda(_as_bytes(_lowercase))




 def 						__snake_case		(     self   :    str     ,       lowercase__   :    Union[str, int, bytes]):







        '''simple docstring'''



        lowerCAmelCase__	      =   self._split_mda.copy()
        lowerCAmelCase__	      =   _as_bytes(_lowercase)
        mda.update(_lowercase)
        # Convert to integer with hexadecimal conversion
        return int(mda.hexdigest()     ,       16)

"""simple docstring"""


from ..utils import DummyObject, requires_backends
class   UpperCAmelCase_	(				metaclass=lowercase__   ):
    snake_case_											=      ["""torch""", """transformers""", """k_diffusion"""]
    def __init__(	self			:       Optional[Any]   ,						*_lowercase			:       Optional[int]   ,						**_lowercase			:       List[str]		)						->    Dict:
       requires_backends(self   ,						["torch", "transformers", "k_diffusion"]		)
    @classmethod
    def 		_lowerCamelCase      (	cls			:       Union[str, Any]   ,						*_lowercase			:       Any   ,						**_lowercase			:       List[Any]		)						->    str:
       requires_backends(cls   ,						["torch", "transformers", "k_diffusion"]		)




    @classmethod
    def 		_lowerCamelCase      (	cls			:       Optional[Any]   ,						*_lowercase			:       List[Any]   ,						**_lowercase			:       Any		)						->    Any:
       requires_backends(cls   ,						["torch", "transformers", "k_diffusion"]		)