

from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCAmelCase__			:  List[str]					     =     logging.get_logger(__name__)

UpperCAmelCase__			:  Any					     =     {
    """apple/mobilevitv2-1.0""": """https://huggingface.co/apple/mobilevitv2-1.0/resolve/main/config.json""",
}







class 							a__							( _snake_case							):







  """simple docstring"""




  UpperCAmelCase__   :			List[Any]      							="mobilevitv2"


  def __init__(      self     :			int					,					UpperCAmelCase__     :			str=3					,					UpperCAmelCase__     :			Any=2_5_6					,					UpperCAmelCase__     :			str=2					,					UpperCAmelCase__     :			Optional[Any]=2.0					,					UpperCAmelCase__     :			List[str]="swish"					,					UpperCAmelCase__     :			Tuple=3					,					UpperCAmelCase__     :			Optional[int]=3_2					,					UpperCAmelCase__     :			Tuple=0.1					,					UpperCAmelCase__     :			Optional[int]=0.02					,					UpperCAmelCase__     :			str=1e-5					,					UpperCAmelCase__     :			Any=5_1_2					,					UpperCAmelCase__     :			Optional[Any]=[6, 1_2, 1_8]					,					UpperCAmelCase__     :			Any=0.1					,					UpperCAmelCase__     :			str=2_5_5					,					UpperCAmelCase__     :			List[Any]=[2, 4, 3]					,					UpperCAmelCase__     :			Tuple=[1_2_8, 1_9_2, 2_5_6]					,					UpperCAmelCase__     :			int=1.0					,					UpperCAmelCase__     :			Dict=2					,					UpperCAmelCase__     :			str=0.0					,					UpperCAmelCase__     :			Optional[int]=0.0					,					**UpperCAmelCase__     :			str					,					)       ->Any:
        """simple docstring"""







        super().__init__(**_lowercase		)

        SCREAMING_SNAKE_CASE			:   str	  = num_channels
        SCREAMING_SNAKE_CASE			:   Optional[Any]	  = image_size
        SCREAMING_SNAKE_CASE			:   Optional[int]	  = patch_size
        SCREAMING_SNAKE_CASE			:   List[str]	  = expand_ratio
        SCREAMING_SNAKE_CASE			:   Union[str, Any]	  = hidden_act
        SCREAMING_SNAKE_CASE			:   Union[str, Any]	  = conv_kernel_size
        SCREAMING_SNAKE_CASE			:   int	  = output_stride
        SCREAMING_SNAKE_CASE			:   Optional[int]	  = initializer_range
        SCREAMING_SNAKE_CASE			:   Union[str, Any]	  = layer_norm_eps
        SCREAMING_SNAKE_CASE			:   List[Any]	  = n_attn_blocks
        SCREAMING_SNAKE_CASE			:   Optional[int]	  = base_attn_unit_dims
        SCREAMING_SNAKE_CASE			:   Optional[int]	  = width_multiplier
        SCREAMING_SNAKE_CASE			:   int	  = ffn_multiplier
        SCREAMING_SNAKE_CASE			:   Dict	  = ffn_dropout
        SCREAMING_SNAKE_CASE			:   List[str]	  = attn_dropout
        SCREAMING_SNAKE_CASE			:   Tuple	  = classifier_dropout_prob

        # decode head attributes for semantic segmentation
        SCREAMING_SNAKE_CASE			:   Optional[int]	  = aspp_out_channels
        SCREAMING_SNAKE_CASE			:   List[str]	  = atrous_rates
        SCREAMING_SNAKE_CASE			:   Union[str, Any]	  = aspp_dropout_prob
        SCREAMING_SNAKE_CASE			:   int	  = semantic_loss_ignore_index







class 							a__							( _snake_case							):







  """simple docstring"""




  UpperCAmelCase__   :			List[str]      							=version.parse("""1.11"""							)


  @property
  def 			_lowercase   (      self     :			int		)       ->Mapping[str, Mapping[int, str]]:
        """simple docstring"""







        return OrderedDict([("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""})]		)


  @property
  def 			_lowercase   (      self     :			int		)       ->Mapping[str, Mapping[int, str]]:
        """simple docstring"""







        if self.task == "image-classification":
              return OrderedDict([("""logits""", {0: """batch"""})]		)
        else:
              return OrderedDict([("""last_hidden_state""", {0: """batch"""}), ("""pooler_output""", {0: """batch"""})]		)




  @property
  def 			_lowercase   (      self     :			int		)       ->float:
        """simple docstring"""







        return 1e-4









import math







def 							A     (						__UpperCAmelCase      )			->			str:



						'''simple docstring'''






						if number == 0:
												UpperCAmelCase_					=	'''Zero'''
												return words
						else:
												UpperCAmelCase_					=	math.logaa(__UpperCAmelCase      )
												UpperCAmelCase_					=	digits + 1
												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''One'''
												UpperCAmelCase_					=	'''Two'''
												UpperCAmelCase_					=	'''Three'''
												UpperCAmelCase_					=	'''Four'''
												UpperCAmelCase_					=	'''Five'''
												UpperCAmelCase_					=	'''Six'''
												UpperCAmelCase_					=	'''Seven'''
												UpperCAmelCase_					=	'''Eight'''
												UpperCAmelCase_					=	'''Nine'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''Twenty'''
												UpperCAmelCase_					=	'''Thirty'''
												UpperCAmelCase_					=	'''Forty'''
												UpperCAmelCase_					=	'''Fifty'''
												UpperCAmelCase_					=	'''Sixty'''
												UpperCAmelCase_					=	'''Seventy'''
												UpperCAmelCase_					=	'''Eighty'''
												UpperCAmelCase_					=	'''Ninety'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Ten'''
												UpperCAmelCase_					=	'''Eleven'''
												UpperCAmelCase_					=	'''Twelve'''
												UpperCAmelCase_					=	'''Thirteen'''
												UpperCAmelCase_					=	'''Fourteen'''
												UpperCAmelCase_					=	'''Fifteen'''
												UpperCAmelCase_					=	'''Sixteen'''
												UpperCAmelCase_					=	'''Seventeen'''
												UpperCAmelCase_					=	'''Eighteen'''
												UpperCAmelCase_					=	'''Nineteen'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Hundred,'''
												UpperCAmelCase_					=	'''Thousand,'''
												UpperCAmelCase_					=	'''Lakh,'''
												UpperCAmelCase_					=	'''Crore,'''

												UpperCAmelCase_					=	number
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	0
												UpperCAmelCase_					=	int(__UpperCAmelCase      )
												while counter < digits:
																		UpperCAmelCase_					=	temp_num % 10
																		if counter % 2 == 0:
																								UpperCAmelCase_					=	''''''
																								if counter in placevalue and current != 0:
																														UpperCAmelCase_					=	placevalue[counter]
																								if counter == 2:
																														UpperCAmelCase_					=	singles[current] + addition + words
																								elif counter == 0:
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words

																								else:
																														UpperCAmelCase_					=	doubles[current] + addition + words

																		else:
																								if counter == 1:
																														if current == 1:
																																				UpperCAmelCase_					=	teens[number % 10] + words
																														else:
																																				UpperCAmelCase_					=	''''''
																																				if counter in placevalue:
																																										UpperCAmelCase_					=	placevalue[counter]
																																				UpperCAmelCase_					=	doubles[current] + addition + words
																								else:
																														UpperCAmelCase_					=	''''''
																														if counter in placevalue:
																																				if current == 0 and ((temp_num % 100) // 10) == 0:
																																										UpperCAmelCase_					=	''''''
																																				else:
																																										UpperCAmelCase_					=	placevalue[counter]
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words
																		counter += 1
																		UpperCAmelCase_					=	temp_num // 10
						return words


if __name__ == "__main__":
							import doctest

							doctest.testmod()





