




'''simple docstring'''







# Lint as: python3

import hashlib
from typing import Union





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

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


class      _a    (      __a					):
       def __init__(      self		:      List[Any]  ,							lowercase		:      List[Any]							):



           '''simple docstring'''

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






class      _a    (      __a					):
       def __init__(      self		:      int  ,							lowercase		:      int  ,							lowercase		:      Union[str, Any]  ,							lowercase		:      List[Any]=""							):



           '''simple docstring'''

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






class      _a    :
       def __init__(      self		:      Union[str, Any]  ,							lowercase		:      str							):



           '''simple docstring'''

           UpperCAmelCase     			=						hashlib.mda(_as_bytes(lowercase							)							)







       def        A (      self		:      Tuple  ,							lowercase		:      Union[str, int, bytes]							):



           '''simple docstring'''

           UpperCAmelCase     			=						self._split_mda.copy()
           UpperCAmelCase     			=						_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      _a    (      metaclass=__a					):
       __a							:	str  							=   ["""torch""", """librosa"""]
       def __init__(      self		:      int  ,							*lowercase		:      Any  ,							**lowercase		:      Optional[int]							):



           '''simple docstring'''

           requires_backends(self  ,							['''torch''', '''librosa''']							)
       @classmethod
       def        A (      cls		:      Optional[int]  ,							*lowercase		:      List[str]  ,							**lowercase		:      str							):



           '''simple docstring'''

           requires_backends(cls  ,							['''torch''', '''librosa''']							)







       @classmethod
       def        A (      cls		:      Dict  ,							*lowercase		:      Optional[int]  ,							**lowercase		:      List[Any]							):



           '''simple docstring'''

           requires_backends(cls  ,							['''torch''', '''librosa''']							)






class      _a    (      metaclass=__a					):
       __a							:	List[Any]  							=   ["""torch""", """librosa"""]
       def __init__(      self		:      int  ,							*lowercase		:      Optional[int]  ,							**lowercase		:      Optional[int]							):



           '''simple docstring'''

           requires_backends(self  ,							['''torch''', '''librosa''']							)
       @classmethod
       def        A (      cls		:      Dict  ,							*lowercase		:      Tuple  ,							**lowercase		:      List[str]							):



           '''simple docstring'''

           requires_backends(cls  ,							['''torch''', '''librosa''']							)







       @classmethod
       def        A (      cls		:      Any  ,							*lowercase		:      Any  ,							**lowercase		:      Tuple							):



           '''simple docstring'''

           requires_backends(cls  ,							['''torch''', '''librosa''']							)




