


import os
from collections.abc import Iterator







def 							lowerCAmelCase_	(   __lowerCamelCase = "."      ):
							for dir_path, dir_names, filenames in os.walk(__lowerCamelCase      ):
														__snake_case						:     Tuple									=  [d for d in dir_names if d != "scripts" and d[0] not in "._"]
														for filename in filenames:
																					if filename == "__init__.py":
																												continue
																					if os.path.splitext(__lowerCamelCase      )[1] in (".py", ".ipynb"):
																												yield os.path.join(__lowerCamelCase				,      __lowerCamelCase      ).lstrip("./"      )







def 							lowerCAmelCase_	(   __lowerCamelCase      ):
							return F'{i * "  "}*' if i else "\n##"







def 							lowerCAmelCase_	(   __lowerCamelCase				,      __lowerCamelCase      ):
							__snake_case						:     List[str]									=  old_path.split(os.sep      )
							for i, new_part in enumerate(new_path.split(os.sep      )      ):
														if (i + 1 > len(__lowerCamelCase      ) or old_parts[i] != new_part) and new_part:
																					print(F'{md_prefix(__lowerCamelCase      )} {new_part.replace("_"				,      " "      ).title()}'      )
							return new_path







def 							lowerCAmelCase_	(   __lowerCamelCase = "."      ):
							__snake_case						:     Any									=  ""
							for filepath in sorted(good_file_paths(__lowerCamelCase      )      ):
														__snake_case					,     __snake_case						:     Any									=  os.path.split(__lowerCamelCase      )
														if filepath != old_path:
																					__snake_case						:     str									=  print_path(__lowerCamelCase				,      __lowerCamelCase      )
														__snake_case						:     Union[str, Any]									=  (filepath.count(os.sep      ) + 1) if filepath else 0
														__snake_case						:     List[Any]									=  F'{filepath}/{filename}'.replace(" "				,      "%20"      )
														__snake_case						:     str									=  os.path.splitext(filename.replace("_"				,      " "      ).title()      )[0]
														print(F'{md_prefix(__lowerCamelCase      )} [{filename}]({url})'      )


if __name__ == "__main__":
			print_directory_md(".")




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


_UpperCAmelCase						:  Union[str, Any]									=			logging.get_logger(__name__)

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







class 					lowercase							(			lowercase_      ,    lowercase_     ):
				__SCREAMING_SNAKE_CASE   :					List[str]			     =     '''resnet'''
				__SCREAMING_SNAKE_CASE   :					Dict			     =     ['''basic''', '''bottleneck''']




				def __init__(   self ,  snake_case=3 ,  snake_case=64 ,  snake_case=[256, 512, 1024, 2048] ,  snake_case=[3, 4, 6, 3] ,  snake_case="bottleneck" ,  snake_case="relu" ,  snake_case=False ,  snake_case=None ,  snake_case=None ,  **snake_case ,  ):
											super().__init__(**snake_case			)
											if layer_type not in self.layer_types:
																		raise ValueError(F'''layer_type={layer_type} is not one of {",".join(self.layer_types			)}'''			)
											snake_case_     							=       num_channels
											snake_case_     							=       embedding_size
											snake_case_     							=       hidden_sizes
											snake_case_     							=       depths
											snake_case_     							=       layer_type
											snake_case_     							=       hidden_act
											snake_case_     							=       downsample_in_first_stage
											snake_case_     							=       ['stem'] + [F'''stage{idx}''' for idx in range(1 ,  len(snake_case			) + 1			)]
											snake_case_							,       snake_case_     							=       get_aligned_output_features_output_indices(
											    out_features=snake_case ,  out_indices=snake_case ,  stage_names=self.stage_names			)







class 					lowercase							(			lowercase_     ):
				__SCREAMING_SNAKE_CASE   :					List[Any]			     =     version.parse('''1.11'''     )




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




				@property
				def        a				(   self			):
											return 1e-3




