from collections import OrderedDict
from typing import List, Mapping

from packaging import version

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


lowercase_     :   Optional[int] 				=				logging.get_logger(__name__)

lowercase_     :   List[str] 				=				{
    'google/efficientnet-b7': 'https://huggingface.co/google/efficientnet-b7/resolve/main/config.json',
}






class 		_lowerCamelCase		(   UpperCamelCase_    ):
    __a  =      "efficientnet"
    def __init__(  self , lowerCAmelCase = 3 , lowerCAmelCase = 600 , lowerCAmelCase = 2.0 , lowerCAmelCase = 3.1 , lowerCAmelCase = 8 , lowerCAmelCase = [3, 3, 5, 3, 5, 5, 3] , lowerCAmelCase = [32, 16, 24, 40, 80, 112, 192] , lowerCAmelCase = [16, 24, 40, 80, 112, 192, 320] , lowerCAmelCase = [] , lowerCAmelCase = [1, 2, 2, 2, 1, 2, 1] , lowerCAmelCase = [1, 2, 2, 3, 3, 4, 1] , lowerCAmelCase = [1, 6, 6, 6, 6, 6, 6] , lowerCAmelCase = 0.25 , lowerCAmelCase = "swish" , lowerCAmelCase = 2560 , lowerCAmelCase = "mean" , lowerCAmelCase = 0.02 , lowerCAmelCase = 0.001 , lowerCAmelCase = 0.99 , lowerCAmelCase = 0.5 , lowerCAmelCase = 0.2 , **lowerCAmelCase , )       ->					List[str]:
     super().__init__(**lowerCAmelCase   )

     SCREAMING_SNAKE_CASE__:   str=      num_channels
     SCREAMING_SNAKE_CASE__:   str=      image_size
     SCREAMING_SNAKE_CASE__:   List[Any]=      width_coefficient
     SCREAMING_SNAKE_CASE__:   Tuple=      depth_coefficient
     SCREAMING_SNAKE_CASE__:   List[Any]=      depth_divisor
     SCREAMING_SNAKE_CASE__:   Any=      kernel_sizes
     SCREAMING_SNAKE_CASE__:   int=      in_channels
     SCREAMING_SNAKE_CASE__:   Tuple=      out_channels
     SCREAMING_SNAKE_CASE__:   Optional[Any]=      depthwise_padding
     SCREAMING_SNAKE_CASE__:   str=      strides
     SCREAMING_SNAKE_CASE__:   Union[str, Any]=      num_block_repeats
     SCREAMING_SNAKE_CASE__:   List[Any]=      expand_ratios
     SCREAMING_SNAKE_CASE__:   str=      squeeze_expansion_ratio
     SCREAMING_SNAKE_CASE__:   List[Any]=      hidden_act
     SCREAMING_SNAKE_CASE__:   str=      hidden_dim
     SCREAMING_SNAKE_CASE__:   Tuple=      pooling_type
     SCREAMING_SNAKE_CASE__:   str=      initializer_range
     SCREAMING_SNAKE_CASE__:   Any=      batch_norm_eps
     SCREAMING_SNAKE_CASE__:   List[str]=      batch_norm_momentum
     SCREAMING_SNAKE_CASE__:   Dict=      dropout_rate
     SCREAMING_SNAKE_CASE__:   Union[str, Any]=      drop_connect_rate
     SCREAMING_SNAKE_CASE__:   List[str]=      sum(lowerCAmelCase   ) * 4






class 		_lowerCamelCase		(   UpperCamelCase_    ):
    __a  =      version.parse("1.11"    )
    @property
    def 						UpperCamelCase_				(  self   )       ->					Mapping[str, Mapping[int, str]]:
     return OrderedDict(
         [
             ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
         ]   )



    @property
    def 						UpperCamelCase_				(  self   )       ->					float:
     return 1e-5


def 			A__      (	snake_case_ :		list      ):

 if len(snake_case_      ) < 2:
  return collection

 def circle_sort_util(snake_case_ :		list       ,				snake_case_ :		int       ,				snake_case_ :		int      ) -> bool:
  SCREAMING_SNAKE_CASE__:   Dict=      False

  if low == high:
   return swapped

  SCREAMING_SNAKE_CASE__:   str=      low
  SCREAMING_SNAKE_CASE__:   Optional[int]=      high

  while left < right:
   if collection[left] > collection[right]:
    SCREAMING_SNAKE_CASE__,	SCREAMING_SNAKE_CASE__:   Optional[int]=      (
        collection[right],
        collection[left],
    )
    SCREAMING_SNAKE_CASE__:   List[Any]=      True

   left += 1
   right -= 1

  if left == right and collection[left] > collection[right + 1]:
   SCREAMING_SNAKE_CASE__,	SCREAMING_SNAKE_CASE__:   List[str]=      (
       collection[right + 1],
       collection[left],
   )

   SCREAMING_SNAKE_CASE__:   List[str]=      True

  SCREAMING_SNAKE_CASE__:   Dict=      low + int((high - low) / 2      )
  SCREAMING_SNAKE_CASE__:   str=      circle_sort_util(snake_case_       ,				snake_case_       ,				snake_case_      )
  SCREAMING_SNAKE_CASE__:   List[Any]=      circle_sort_util(snake_case_       ,				mid + 1       ,				snake_case_      )

  return swapped or left_swap or right_swap

 SCREAMING_SNAKE_CASE__:   Optional[int]=      True

 while is_not_sorted is True:
  SCREAMING_SNAKE_CASE__:   Tuple=      circle_sort_util(snake_case_       ,				0       ,				len(snake_case_      ) - 1      )

 return collection


if __name__ == "__main__":
      lowercase_     :   Tuple 				=				input('Enter numbers separated by a comma:\n').strip()
      lowercase_     :   str 				=				[int(item) for item in user_input.split(',')]
      print(circle_sort(unsorted))

