


'''simple docstring'''






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							=logging.get_logger(__name__)

lowercase							={
    '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  __magic_name__							(		lowerCAmelCase    ):
       UpperCAmelCase										="deit"






       def __init__(      self  ,							snake_case=7_6_8  ,							snake_case=1_2  ,							snake_case=1_2  ,							snake_case=3_0_7_2  ,							snake_case="gelu"  ,							snake_case=0.0  ,							snake_case=0.0  ,							snake_case=0.02  ,							snake_case=1E-1_2  ,							snake_case=2_2_4  ,							snake_case=1_6  ,							snake_case=3  ,							snake_case=True  ,							snake_case=1_6  ,							**snake_case  ,							)						->  str:




          '''simple docstring'''
          super().__init__(**snake_case)

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






class  __magic_name__							(		lowerCAmelCase    ):
       UpperCAmelCase										=version.parse("1.11"    )






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




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






       @property
       def       lowerCAmelCase		(      self)						->  float:




          '''simple docstring'''
          return 1E-4





'''simple docstring'''






from __future__ import annotations

from random import choice





def lowerCamelCase__      (						__lowerCamelCase	:							Optional[int]							):







   '''simple docstring'''




   return choice(__lowerCamelCase							)





def lowerCamelCase__      (						__lowerCamelCase	:							list[int]	,   __lowerCamelCase	:							int							):







   '''simple docstring'''




   _UpperCAmelCase       :       int							   =random_pivot(__lowerCamelCase							)

   # partition based on pivot
   # linear time
   _UpperCAmelCase       :       str							   =[e for e in lst if e < pivot]
   _UpperCAmelCase       :       Dict							   =[e for e in lst if e > pivot]

   # if we get lucky, pivot might be the element we want.
   # we can easily see this:
   # small (elements smaller than k)
   # + pivot (kth element)
   # + big (elements larger than k)
   if len(__lowerCamelCase							) == k - 1:
      return pivot
   # pivot is in elements bigger than k
   elif len(__lowerCamelCase							) < k - 1:
      return kth_number(__lowerCamelCase	,   k - len(__lowerCamelCase							) - 1							)
   # pivot is in elements smaller than k
   else:
      return kth_number(__lowerCamelCase	,   __lowerCamelCase							)


if __name__ == "__main__":
 import doctest

 doctest.testmod()

