





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


_snake_case           =			logging.get_logger(__name__)

_snake_case           =			{
    """google/vit-base-patch16-224""": """https://huggingface.co/vit-base-patch16-224/resolve/main/config.json""",
    # See all ViT models at https://huggingface.co/models?filter=vit
}





class  lowerCAmelCase							(       lowercase_ ):
  __lowerCamelCase		=      'vit'







  def __init__(      self  :Dict   ,							_lowercase  :Dict=7_68   ,							_lowercase  :Tuple=12   ,							_lowercase  :Any=12   ,							_lowercase  :int=30_72   ,							_lowercase  :List[Any]="gelu"   ,							_lowercase  :Union[str, Any]=0.0   ,							_lowercase  :List[str]=0.0   ,							_lowercase  :int=0.02   ,							_lowercase  :List[Any]=1e-12   ,							_lowercase  :Any=2_24   ,							_lowercase  :Tuple=16   ,							_lowercase  :Any=3   ,							_lowercase  :List[str]=True   ,							_lowercase  :Optional[Any]=16   ,							**_lowercase  :Any   ,							):






     '''simple docstring'''





     super().__init__(**_lowercase )

     lowercase__			       =  hidden_size
     lowercase__			       =  num_hidden_layers
     lowercase__			       =  num_attention_heads
     lowercase__			       =  intermediate_size
     lowercase__			       =  hidden_act
     lowercase__			       =  hidden_dropout_prob
     lowercase__			       =  attention_probs_dropout_prob
     lowercase__			       =  initializer_range
     lowercase__			       =  layer_norm_eps
     lowercase__			       =  image_size
     lowercase__			       =  patch_size
     lowercase__			       =  num_channels
     lowercase__			       =  qkv_bias
     lowercase__			       =  encoder_stride





class  lowerCAmelCase							(       lowercase_ ):
  __lowerCamelCase		=      version.parse('1.11' )







  @property
  def   UpperCAmelCase					(      self  :Optional[int] ):






     '''simple docstring'''





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







  @property
  def   UpperCAmelCase					(      self  :str ):






     '''simple docstring'''





     return 1e-4











import math


def _A       (   __magic_name__	):
   lowercase__			       =  math.loga(math.sqrt(4 * positive_integer + 1	) / 2 + 1 / 2	)

   return exponent == int(__magic_name__	)


def _A       (   __magic_name__ = 1 / 1_2345	):
   lowercase__			       =  0
   lowercase__			       =  0

   lowercase__			       =  3
   while True:
      lowercase__			       =  (integer**2 - 1) / 4
      # if candidate is an integer, then there is a partition for k
      if partition_candidate == int(__magic_name__	):
         lowercase__			       =  int(__magic_name__	)
         total_partitions += 1
         if check_partition_perfect(__magic_name__	):
            perfect_partitions += 1
      if perfect_partitions > 0:
         if perfect_partitions / total_partitions < max_proportion:
            return int(__magic_name__	)
      integer += 1


if __name__ == "__main__":
  print(F"""{solution() = }""")






