





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


__lowerCAmelCase :Optional[Any]     =    logging.get_logger(__name__)

__lowerCAmelCase :Tuple     =    {
    'microsoft/resnet-50': 'https://huggingface.co/microsoft/resnet-50/blob/main/config.json',
}






class        _a(    __A	,   __A    ):
		lowerCamelCase__     :Dict   				=		'resnet'
		lowerCamelCase__     :int   				=		['basic', 'bottleneck']







		def __init__(    self ,						__snake_case=3 ,						__snake_case=6_4 ,						__snake_case=[2_5_6, 5_1_2, 1_0_2_4, 2_0_4_8] ,						__snake_case=[3, 4, 6, 3] ,						__snake_case="bottleneck" ,						__snake_case="relu" ,						__snake_case=False ,						__snake_case=None ,						__snake_case=None ,						**__snake_case ,						)      ->      List[str]:


							'''simple docstring'''

							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       :					List[Any]				       =   num_channels
							_snake_case       :					str				       =   embedding_size
							_snake_case       :					Optional[Any]				       =   hidden_sizes
							_snake_case       :					List[str]				       =   depths
							_snake_case       :					Optional[int]				       =   layer_type
							_snake_case       :					int				       =   hidden_act
							_snake_case       :					Optional[Any]				       =   downsample_in_first_stage
							_snake_case       :					Any				       =   ["stem"] + [f"""stage{idx}""" for idx in range(1 ,						len(__snake_case				) + 1				)]
							_snake_case       , _snake_case       :					Any				       =   get_aligned_output_features_output_indices(
							    out_features=__snake_case ,						out_indices=__snake_case ,						stage_names=self.stage_names				)






class        _a(    __A    ):
		lowerCamelCase__     :int   				=		version.parse('1.11'    )







		@property
		def        lowercase       (    self				)      ->      Mapping[str, Mapping[int, str]]:


							'''simple docstring'''

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







		@property
		def        lowercase       (    self				)      ->      float:


							'''simple docstring'''

							return 1E-3






# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse

from .config import config_command_parser
from .config_args import default_config_file, load_config_from_file  # noqa: F401
from .default import default_command_parser
from .update import update_command_parser







def    A				(							UpperCAmelCase=None				):
					_snake_case       :					Union[str, Any]				       =   argparse.ArgumentParser(add_help=UpperCAmelCase  ,  allow_abbrev=UpperCAmelCase				)
					# The main config parser
					_snake_case       :					Tuple				       =   config_command_parser(UpperCAmelCase				)
					# The subparser to add commands to
					_snake_case       :					Any				       =   config_parser.add_subparsers(title="subcommands"  ,  dest="subcommand"				)

					# Then add other parsers with the parent parser
					default_command_parser(UpperCAmelCase  ,  parents=[parent_parser]				)
					update_command_parser(UpperCAmelCase  ,  parents=[parent_parser]				)

					return config_parser







def    A				(							):
					_snake_case       :					str				       =   get_config_parser()
					_snake_case       :					Union[str, Any]				       =   config_parser.parse_args()

					if not hasattr(UpperCAmelCase  ,  "func"				):
										config_parser.print_help()
										exit(1				)

					# Run
					args.func(UpperCAmelCase				)


if __name__ == "__main__":
							main()