





"""simple docstring"""




import random






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					list					, _lowercase		:					Optional[Any]      )				->tuple:






	'''simple docstring'''






	a   :	List[Any]			=       [], [], []
	for element in data:
		if element < pivot:
			less.append(_lowercase      )
		elif element > pivot:
			greater.append(_lowercase      )
		else:
			equal.append(_lowercase      )
	return less, equal, greater







def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					list					, _lowercase		:					int      )				->Dict:






	'''simple docstring'''






	if index >= len(_lowercase      ) or index < 0:
		return None

	a   :	Optional[int]			=       items[random.randint(0					, len(_lowercase      ) - 1      )]
	a   :	Dict			=       0
	a   :	str			=       _partition(_lowercase					, _lowercase      )
	a   :	List[Any]			=       len(_lowercase      )
	a   :	int			=       len(_lowercase      )

	# index is the pivot
	if m <= index < m + count:
		return pivot
	# must be in smaller
	elif m > index:
		return quick_select(_lowercase					, _lowercase      )
	# must be in larger
	else:
		return quick_select(_lowercase					, index - (m + count)      )









"""simple docstring"""




from ..utils import DummyObject, requires_backends


class  __UpperCamelCase       (		metaclass=a__		):
							lowerCamelCase     :      Optional[Any]         =["""transformers""", """torch""", """note_seq"""]






							def __init__(     self   ,      *lowerCAmelCase__   ,      **lowerCAmelCase__   )			->				Union[str, Any]:
								requires_backends(self   ,      ["transformers", "torch", "note_seq"]   )






							@classmethod
							def 					__a     (     cls   ,      *lowerCAmelCase__   ,      **lowerCAmelCase__   )			->				Any:
								requires_backends(cls   ,      ["transformers", "torch", "note_seq"]   )






							@classmethod
							def 					__a     (     cls   ,      *lowerCAmelCase__   ,      **lowerCAmelCase__   )			->				int:
								requires_backends(cls   ,      ["transformers", "torch", "note_seq"]   )


