






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       :		int							=    logging.get_logger(__name__)

__UpperCamelCase       :		Optional[Any]							=    {
    'microsoft/resnet-50': 'https://huggingface.co/microsoft/resnet-50/blob/main/config.json',
}


class 	__SCREAMING_SNAKE_CASE(						a_     ,	a_						):
							_UpperCAmelCase			     =							"resnet"
							_UpperCAmelCase			     =							["basic", "bottleneck"]
							def __init__(  self:   Dict							,						UpperCamelCase:   int=3							,						UpperCamelCase:   Any=64							,						UpperCamelCase:   int=[2_56, 5_12, 10_24, 20_48]							,						UpperCamelCase:   Optional[Any]=[3, 4, 6, 3]							,						UpperCamelCase:   Dict="bottleneck"							,						UpperCamelCase:   str="relu"							,						UpperCamelCase:   str=False							,						UpperCamelCase:   int=None							,						UpperCamelCase:   Optional[Any]=None							,						**UpperCamelCase:   Optional[Any]							,						)		->		Union[str, Any]:
											super().__init__(**lowerCamelCase__    )
											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(lowerCamelCase__    ) + 1    )]
											snake_case__						=  get_aligned_output_features_output_indices(
											    out_features=lowerCamelCase__							,						out_indices=lowerCamelCase__							,						stage_names=self.stage_names    )


class 	__SCREAMING_SNAKE_CASE(						a_						):
							_UpperCAmelCase			     =							version.parse("1.11"						)
							@property
							def lowerCAmelCase_			(  self:   List[Any]    )		->		Optional[int]:
											return OrderedDict(
											    [
											        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
											    ]    )


							@property
							def lowerCAmelCase_			(  self:   str    )		->		Union[str, Any]:
											return 1e-3









'''simple docstring'''
from pathlib import Path

import fire






def A__       (	UpperCAmelCase_    ,    UpperCAmelCase_    ,    UpperCAmelCase_				):
						_UpperCamelCase   :						int												=  Path(UpperCAmelCase_				)
						_UpperCamelCase   :						str												=  Path(UpperCAmelCase_				)
						dest_dir.mkdir(exist_ok=UpperCAmelCase_				)
						for path in src_dir.iterdir():
												_UpperCamelCase   :						int												=  [x.rstrip() for x in list(path.open().readlines()				)][:n]
												_UpperCamelCase   :						Any												=  dest_dir.joinpath(path.name				)
												print(UpperCAmelCase_				)
												dest_path.open('w'				).write('\n'.join(UpperCAmelCase_				)				)


if __name__ == "__main__":
					fire.Fire(minify)


