





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_     							= logging.get_logger(__name__)

UpperCAmelCase_     							= {
    'facebook/levit-128S': 'https://huggingface.co/facebook/levit-128S/resolve/main/config.json',
    # See all LeViT models at https://huggingface.co/models?filter=levit
}






class     lowercase__       (	__lowerCamelCase				):

   '''simple docstring'''


   a						:							Optional[Any]   		=		"levit"




   def __init__(    self,		__magic_name__=224,		__magic_name__=3,		__magic_name__=3,		__magic_name__=2,		__magic_name__=1,		__magic_name__=16,		__magic_name__=[128, 256, 384],		__magic_name__=[4, 8, 12],		__magic_name__=[4, 4, 4],		__magic_name__=[16, 16, 16],		__magic_name__=0,		__magic_name__=[2, 2, 2],		__magic_name__=[2, 2, 2],		__magic_name__=0.02,		**__magic_name__,		) ->      Dict:






       """simple docstring"""
       super().__init__(**__magic_name__							)
       UpperCamelCase__							:				Any          =      image_size
       UpperCamelCase__							:				str          =      num_channels
       UpperCamelCase__							:				Dict          =      kernel_size
       UpperCamelCase__							:				Union[str, Any]          =      stride
       UpperCamelCase__							:				Union[str, Any]          =      padding
       UpperCamelCase__							:				Optional[Any]          =      hidden_sizes
       UpperCamelCase__							:				Tuple          =      num_attention_heads
       UpperCamelCase__							:				Union[str, Any]          =      depths
       UpperCamelCase__							:				str          =      key_dim
       UpperCamelCase__							:				Any          =      drop_path_rate
       UpperCamelCase__							:				Dict          =      patch_size
       UpperCamelCase__							:				List[Any]          =      attention_ratio
       UpperCamelCase__							:				int          =      mlp_ratio
       UpperCamelCase__							:				Optional[int]          =      initializer_range
       UpperCamelCase__							:				Optional[int]          =      [
           ['''Subsample''', key_dim[0], hidden_sizes[0] // key_dim[0], 4, 2, 2],
           ['''Subsample''', key_dim[0], hidden_sizes[1] // key_dim[0], 4, 2, 2],
       ]






class     lowercase__       (	__lowerCamelCase				):

   '''simple docstring'''


   a						:							Optional[Any]   		=		version.parse("1.11"				)




   @property
   def       UpperCamelCase__  (    self							) ->      Mapping[str, Mapping[int, str]]:






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




   @property
   def       UpperCamelCase__  (    self							) ->      float:






       """simple docstring"""
       return 1E-4








UpperCAmelCase_     							= 'Input must be a string of 8 numbers plus letter'
UpperCAmelCase_     							= 'TRWAGMYFPDXBNJZSQVHLCKE'




def 		lowerCAmelCase_    (  __UpperCAmelCase:			str      )      ->	bool:

    if not isinstance(__UpperCAmelCase		,   __UpperCAmelCase      ):
        UpperCamelCase__							:				Any          =      f"Expected string as input, found {type(__UpperCAmelCase      ).__name__}"
        raise TypeError(__UpperCAmelCase      )

    UpperCamelCase__							:				int          =      spanish_id.replace('''-'''		,   ''''''      ).upper()
    if len(__UpperCAmelCase      ) != 9:
        raise ValueError(__UpperCAmelCase      )

    try:
        UpperCamelCase__							:				List[str]          =      int(spanish_id_clean[0:8]      )
        UpperCamelCase__							:				Optional[int]          =      spanish_id_clean[8]
    except ValueError as ex:
        raise ValueError(__UpperCAmelCase      ) from ex

    if letter.isdigit():
        raise ValueError(__UpperCAmelCase      )

    return letter == LOOKUP_LETTERS[number % 23]


if __name__ == "__main__":
  import doctest

  doctest.testmod()

