"""simple docstring"""







import torch
from torch import autograd

class 						UpperCamelCase     (       autograd.Function		):



				@staticmethod
				def    _lowercase	(_A							: Union[str, Any]      ,    _A							: torch.tensor      ,    _A							: float      ,    _A							: bool)       ->      Tuple:
					__snake_case     :				str 						=					inputs.numel()
					__snake_case     :				Optional[Any] 						=					int(0.005 * nb_elems) + 1
					if sigmoid:
						__snake_case     :				Union[str, Any] 						=					(torch.sigmoid(_A) > threshold).type(inputs.type())
					else:
						__snake_case     :				List[Any] 						=					(inputs > threshold).type(inputs.type())
					if mask.sum() < nb_min:
						# We limit the pruning so that at least 0.5% (half a percent) of the weights are remaining
						__snake_case     :				List[str] 						=					inputs.flatten().kthvalue(max(nb_elems - nb_min      ,    1)).values
						__snake_case     :				Optional[Any] 						=					(inputs > k_threshold).type(inputs.type())
					return mask






				@staticmethod
				def    _lowercase	(_A							: Dict      ,    _A							: str)       ->      List[Any]:
					return gradOutput, None, None







class 						UpperCamelCase     (       autograd.Function		):



				@staticmethod
				def    _lowercase	(_A							: List[Any]      ,    _A							: torch.tensor      ,    _A							: float)       ->      int:
					__snake_case     :				int 						=					inputs.clone()
					__snake_case						,							__snake_case     :				str 						=					inputs.flatten().sort(descending=_A)
					__snake_case     :				List[Any] 						=					int(threshold * inputs.numel())

					# flat_out and mask access the same memory.
					__snake_case     :				Dict 						=					mask.flatten()
					__snake_case     :				List[str] 						=					0
					__snake_case     :				int 						=					1
					return mask






				@staticmethod
				def    _lowercase	(_A							: Any      ,    _A							: Union[str, Any])       ->      Optional[int]:
					return gradOutput, None







class 						UpperCamelCase     (       lowercase		):



				@staticmethod
				def    _lowercase	(_A							: torch.tensor      ,    _A							: float)       ->      List[str]:
					__snake_case     :				int 						=					inputs.clone()
					__snake_case						,							__snake_case     :				Any 						=					inputs.abs().flatten().sort(descending=_A)
					__snake_case     :				Union[str, Any] 						=					int(threshold * inputs.numel())

					# flat_out and mask access the same memory.
					__snake_case     :				List[str] 						=					mask.flatten()
					__snake_case     :				Any 						=					0
					__snake_case     :				int 						=					1
					return mask






"""simple docstring"""







import math
def     __UpperCAmelCase							(       UpperCAmelCase_       :							int    )				->     str:

	'''simple docstring'''





	if number == 0:
		__snake_case     :				Any 						=					'Zero'
		return words
	else:
		__snake_case     :				Optional[Any] 						=					math.logaa(UpperCAmelCase_    )
		__snake_case     :				Optional[Any] 						=					digits + 1
		__snake_case     :				List[str] 						=					{}
		__snake_case     :				List[str] 						=					''
		__snake_case     :				Any 						=					'One'
		__snake_case     :				List[str] 						=					'Two'
		__snake_case     :				Tuple 						=					'Three'
		__snake_case     :				str 						=					'Four'
		__snake_case     :				int 						=					'Five'
		__snake_case     :				Optional[Any] 						=					'Six'
		__snake_case     :				str 						=					'Seven'
		__snake_case     :				Optional[Any] 						=					'Eight'
		__snake_case     :				Tuple 						=					'Nine'

		__snake_case     :				Tuple 						=					{}
		__snake_case     :				Optional[int] 						=					''
		__snake_case     :				str 						=					'Twenty'
		__snake_case     :				List[str] 						=					'Thirty'
		__snake_case     :				str 						=					'Forty'
		__snake_case     :				Union[str, Any] 						=					'Fifty'
		__snake_case     :				str 						=					'Sixty'
		__snake_case     :				Tuple 						=					'Seventy'
		__snake_case     :				Dict 						=					'Eighty'
		__snake_case     :				Optional[Any] 						=					'Ninety'

		__snake_case     :				List[Any] 						=					{}
		__snake_case     :				Optional[Any] 						=					'Ten'
		__snake_case     :				List[str] 						=					'Eleven'
		__snake_case     :				Any 						=					'Twelve'
		__snake_case     :				Tuple 						=					'Thirteen'
		__snake_case     :				Tuple 						=					'Fourteen'
		__snake_case     :				Optional[int] 						=					'Fifteen'
		__snake_case     :				Any 						=					'Sixteen'
		__snake_case     :				int 						=					'Seventeen'
		__snake_case     :				Dict 						=					'Eighteen'
		__snake_case     :				List[Any] 						=					'Nineteen'

		__snake_case     :				List[Any] 						=					{}
		__snake_case     :				List[Any] 						=					'Hundred,'
		__snake_case     :				Union[str, Any] 						=					'Thousand,'
		__snake_case     :				List[Any] 						=					'Lakh,'
		__snake_case     :				List[Any] 						=					'Crore,'

		__snake_case     :				List[Any] 						=					number
		__snake_case     :				List[Any] 						=					''
		__snake_case     :				List[Any] 						=					0
		__snake_case     :				Union[str, Any] 						=					int(UpperCAmelCase_    )
		while counter < digits:
			__snake_case     :				List[str] 						=					temp_num % 10
			if counter % 2 == 0:
				__snake_case     :				Tuple 						=					''
				if counter in placevalue and current != 0:
					__snake_case     :				List[str] 						=					placevalue[counter]
				if counter == 2:
					__snake_case     :				Dict 						=					singles[current] + addition + words
				elif counter == 0:
					if ((temp_num % 1_00) // 10) == 1:
						__snake_case     :				Dict 						=					teens[current] + addition + words
						__snake_case     :				Dict 						=					temp_num // 10
						counter += 1
					else:
						__snake_case     :				Optional[Any] 						=					singles[current] + addition + words

				else:
					__snake_case     :				Any 						=					doubles[current] + addition + words

			else:
				if counter == 1:
					if current == 1:
						__snake_case     :				Dict 						=					teens[number % 10] + words
					else:
						__snake_case     :				Optional[int] 						=					''
						if counter in placevalue:
							__snake_case     :				Dict 						=					placevalue[counter]
						__snake_case     :				Union[str, Any] 						=					doubles[current] + addition + words
				else:
					__snake_case     :				List[Any] 						=					''
					if counter in placevalue:
						if current == 0 and ((temp_num % 1_00) // 10) == 0:
							__snake_case     :				Optional[Any] 						=					''
						else:
							__snake_case     :				Any 						=					placevalue[counter]
					if ((temp_num % 1_00) // 10) == 1:
						__snake_case     :				int 						=					teens[current] + addition + words
						__snake_case     :				Any 						=					temp_num // 10
						counter += 1
					else:
						__snake_case     :				List[str] 						=					singles[current] + addition + words
			counter += 1
			__snake_case     :				str 						=					temp_num // 10
	return words


if __name__ == "__main__":
	import doctest

	doctest.testmod()





