
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


lowercase  :					List[Any]						    =							logging.get_logger(__name__)

lowercase  :					int						    =							{
    """facebook/deit-base-distilled-patch16-224""": (
        """https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json"""
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}

class __snake_case		(      lowerCAmelCase     ):
    _a		:						List[Any]=				"deit"
    def __init__(  self		,snake_case=768		,snake_case=12		,snake_case=12		,snake_case=3072		,snake_case="gelu"		,snake_case=0.0		,snake_case=0.0		,snake_case=0.02		,snake_case=1e-12		,snake_case=224		,snake_case=16		,snake_case=3		,snake_case=True		,snake_case=16		,**snake_case		,):



           '''simple docstring'''







           super().__init__(**snake_case      )

           lowercase							:     List[Any]       	=      hidden_size
           lowercase							:     Optional[Any]       	=      num_hidden_layers
           lowercase							:     Optional[int]       	=      num_attention_heads
           lowercase							:     Union[str, Any]       	=      intermediate_size
           lowercase							:     int       	=      hidden_act
           lowercase							:     Any       	=      hidden_dropout_prob
           lowercase							:     List[str]       	=      attention_probs_dropout_prob
           lowercase							:     List[str]       	=      initializer_range
           lowercase							:     List[Any]       	=      layer_norm_eps
           lowercase							:     Union[str, Any]       	=      image_size
           lowercase							:     Any       	=      patch_size
           lowercase							:     Union[str, Any]       	=      num_channels
           lowercase							:     List[Any]       	=      qkv_bias
           lowercase							:     Optional[int]       	=      encoder_stride






class __snake_case		(      lowerCAmelCase     ):
    _a		:						List[Any]=				version.parse("1.11"     )
    @property
    def       _SCREAMING_SNAKE_CASE       (  self      ):



           '''simple docstring'''







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



           '''simple docstring'''







           return 1e-4







def 	UpperCamelCase__(       UpperCamelCase__			:       Dict  )->Dict:
       # if the collection is empty, returns empty
       if collection == []:
              return []

       # get some information about the collection
       A__											=						len(UpperCamelCase__  )
       A__											=						max(UpperCamelCase__  )
       A__											=						min(UpperCamelCase__  )

       # create the counting array
       A__											=						coll_max + 1 - coll_min
       A__											=						[0] * counting_arr_length

       # count how much a number appears in the collection
       for number in collection:
              counting_arr[number - coll_min] += 1

       # sum each position with it's predecessors. now, counting_arr[i] tells
       # us how many elements <= i has in the collection
       for i in range(1 ,     UpperCamelCase__  ):
              A__											=						counting_arr[i] + counting_arr[i - 1]

       # create the output collection
       A__											=						[0] * coll_len

       # place the elements in the output, respecting the original order (stable
       # sort) from end to begin, updating counting_arr
       for i in reversed(range(0 ,     UpperCamelCase__  )  ):
              A__											=						collection[i]
              counting_arr[collection[i] - coll_min] -= 1

       return ordered


def 	UpperCamelCase__(       UpperCamelCase__			:       Optional[int]  )->Tuple:
       return "".join([chr(UpperCamelCase__  ) for i in counting_sort([ord(UpperCamelCase__  ) for c in string]  )]  )


if __name__ == "__main__":
       # Test string sort
       assert counting_sort_string('thisisthestring') == "eghhiiinrsssttt"

       a__:      Dict									=		input('Enter numbers separated by a comma:\n').strip()
       a__:      Any									=		[int(item) for item in user_input.split(',')]
       print(counting_sort(unsorted))





