






'''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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


a_						:       Tuple      			=				logging.get_logger(__name__)

a_						:       List[str]      			=				{
    """microsoft/resnet-50""": """https://huggingface.co/microsoft/resnet-50/blob/main/config.json""",
}





class   snake_case					(					lowercase    ,		lowercase    ):





  """simple docstring"""




  _lowerCamelCase						=						"resnet"
  _lowerCamelCase						=						["basic", "bottleneck"]






  def __init__(					self    ,						UpperCamelCase=3    ,						UpperCamelCase=64    ,						UpperCamelCase=[256, 512, 1024, 2048]    ,						UpperCamelCase=[3, 4, 6, 3]    ,						UpperCamelCase="bottleneck"    ,						UpperCamelCase="relu"    ,						UpperCamelCase=False    ,						UpperCamelCase=None    ,						UpperCamelCase=None    ,						**UpperCamelCase    ,						):







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





class   snake_case					(					lowercase    ):





  """simple docstring"""




  _lowerCamelCase						=						version.parse("1.11"    )






  @property
  def 						snake_case	(					self  ):







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







  @property
  def 						snake_case	(					self  ):







   """simple docstring"""
   return 1e-3







'''simple docstring'''

def __snake_case      (   UpperCAmelCase_		:		int      ,       UpperCAmelCase_		:		int	):
 return "\n".join(
     F'''{number} * {i} = {number * i}''' for i in range(1      ,       number_of_terms + 1	)	)


if __name__ == "__main__":
     print(multiplication_table(number=5, number_of_terms=10))



