





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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


_snake_case           =			logging.get_logger(__name__)

_snake_case           =			{
    """microsoft/resnet-50""": """https://huggingface.co/microsoft/resnet-50/blob/main/config.json""",
}







class  lowerCAmelCase							(       lowercase_							,							lowercase_ ):
  __lowerCamelCase		=      'resnet'
  __lowerCamelCase		=      ['basic', 'bottleneck']







  def __init__(      self  :Optional[int]   ,							_lowercase  :str=3   ,							_lowercase  :Dict=64   ,							_lowercase  :int=[2_56, 5_12, 10_24, 20_48]   ,							_lowercase  :str=[3, 4, 6, 3]   ,							_lowercase  :int="bottleneck"   ,							_lowercase  :Optional[Any]="relu"   ,							_lowercase  :Any=False   ,							_lowercase  :List[str]=None   ,							_lowercase  :Optional[Any]=None   ,							**_lowercase  :List[Any]   ,							):






     '''simple docstring'''





     super().__init__(**_lowercase )
     if layer_type not in self.layer_types:
        raise ValueError(f'''layer_type={layer_type} is not one of {','.join(self.layer_types )}''' )
     lowercase__			       =  num_channels
     lowercase__			       =  embedding_size
     lowercase__			       =  hidden_sizes
     lowercase__			       =  depths
     lowercase__			       =  layer_type
     lowercase__			       =  hidden_act
     lowercase__			       =  downsample_in_first_stage
     lowercase__			       =  ["stem"] + [f'''stage{idx}''' for idx in range(1   ,							len(_lowercase ) + 1 )]
     lowercase__       ,							lowercase__			       =  get_aligned_output_features_output_indices(
         out_features=_lowercase   ,							out_indices=_lowercase   ,							stage_names=self.stage_names )







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  :Union[str, Any] ):






     '''simple docstring'''





     return 1e-3













from itertools import count


def _A       (   __magic_name__ = 50	):
   lowercase__			       =  [1] * min_block_length

   for n in count(__magic_name__	):
      fill_count_functions.append(1	)

      for block_length in range(__magic_name__  , n + 1	):
         for block_start in range(n - block_length	):
            fill_count_functions[n] += fill_count_functions[
                n - block_start - block_length - 1
            ]

         fill_count_functions[n] += 1

      if fill_count_functions[n] > 100_0000:
         break

   return n


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






