


from typing import List, Optional, Tuple, Union

from . import logging
from .import_utils import is_torch_available, is_torch_version


if is_torch_available():
		import torch

a				:							Union[str, Any]					=			logging.get_logger(__name__)  # pylint: disable=invalid-name

try:
		from torch._dynamo import allow_in_graph as maybe_allow_in_graph
except (ImportError, ModuleNotFoundError):






		def    _UpperCAmelCase	(   cls       )		->str:


			'''simple docstring'''
			return cls






def    _UpperCAmelCase	(   __lowerCamelCase ,     __lowerCamelCase = None ,     __lowerCamelCase = None ,     __lowerCamelCase = None ,     __lowerCamelCase = None ,     )		->Union[str, Any]:


	'''simple docstring'''
	snake_case   : Union[str, Any]	  =      device
	snake_case   : Any	  =      shape[0]

	snake_case   : Any	  =      layout or torch.strided
	snake_case   : Union[str, Any]	  =      device or torch.device('''cpu'''       )

	if generator is not None:
		snake_case   : Any	  =      generator.device.type if not isinstance(__lowerCamelCase ,     __lowerCamelCase       ) else generator[0].device.type
		if gen_device_type != device.type and gen_device_type == "cpu":
			snake_case   : Optional[int]	  =      '''cpu'''
			if device != "mps":
				logger.info(
				    f'''The passed generator was created on \'cpu\' even though a tensor on {device} was expected.'''
				    f''' Tensors will be created on \'cpu\' and then moved to {device}. Note that one can probably'''
				    f''' slighly speed up this function by passing a generator that was created on the {device} device.'''       )
		elif gen_device_type != device.type and gen_device_type == "cuda":
			raise ValueError(f'''Cannot generate a {device} tensor from a generator of type {gen_device_type}.'''       )

	if isinstance(__lowerCamelCase ,     __lowerCamelCase       ):
		snake_case   : Tuple	  =      (1,) + shape[1:]
		snake_case   : List[Any]	  =      [
		    torch.randn(__lowerCamelCase ,     generator=generator[i] ,     device=__lowerCamelCase ,     dtype=__lowerCamelCase ,     layout=__lowerCamelCase       )
		    for i in range(__lowerCamelCase       )
		]
		snake_case   : int	  =      torch.cat(__lowerCamelCase ,     dim=0       ).to(__lowerCamelCase       )
	else:
		snake_case   : Union[str, Any]	  =      torch.randn(__lowerCamelCase ,     generator=__lowerCamelCase ,     device=__lowerCamelCase ,     dtype=__lowerCamelCase ,     layout=__lowerCamelCase       ).to(__lowerCamelCase       )

	return latents






def    _UpperCAmelCase	(   __lowerCamelCase       )		->Tuple:


	'''simple docstring'''
	if is_torch_version('''<''' ,     '''2.0.0'''       ) or not hasattr(__lowerCamelCase ,     '''_dynamo'''       ):
		return False
	return isinstance(__lowerCamelCase ,     torch._dynamo.eval_frame.OptimizedModule       )










import math






def    _UpperCAmelCase	(   __lowerCamelCase       )		->str:


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

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

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

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

  snake_case   : int	  =      number
  snake_case   : List[Any]	  =      ''''''
  snake_case   : Optional[int]	  =      0
  snake_case   : Optional[int]	  =      int(__lowerCamelCase       )
  while counter < digits:
   snake_case   : Optional[Any]	  =      temp_num % 10
   if counter % 2 == 0:
    snake_case   : int	  =      ''''''
    if counter in placevalue and current != 0:
     snake_case   : Any	  =      placevalue[counter]
    if counter == 2:
     snake_case   : str	  =      singles[current] + addition + words
    elif counter == 0:
     if ((temp_num % 100) // 10) == 1:
      snake_case   : Tuple	  =      teens[current] + addition + words
      snake_case   : Optional[int]	  =      temp_num // 10
      counter += 1
     else:
      snake_case   : Union[str, Any]	  =      singles[current] + addition + words

    else:
     snake_case   : List[str]	  =      doubles[current] + addition + words

   else:
    if counter == 1:
     if current == 1:
      snake_case   : str	  =      teens[number % 10] + words
     else:
      snake_case   : Tuple	  =      ''''''
      if counter in placevalue:
       snake_case   : Optional[int]	  =      placevalue[counter]
      snake_case   : List[Any]	  =      doubles[current] + addition + words
    else:
     snake_case   : List[str]	  =      ''''''
     if counter in placevalue:
      if current == 0 and ((temp_num % 100) // 10) == 0:
       snake_case   : Dict	  =      ''''''
      else:
       snake_case   : List[Any]	  =      placevalue[counter]
     if ((temp_num % 100) // 10) == 1:
      snake_case   : int	  =      teens[current] + addition + words
      snake_case   : Dict	  =      temp_num // 10
      counter += 1
     else:
      snake_case   : Optional[int]	  =      singles[current] + addition + words
   counter += 1
   snake_case   : Optional[int]	  =      temp_num // 10
 return words


if __name__ == "__main__":
  import doctest

  doctest.testmod()






