




'''simple docstring'''







from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


A     =logging.get_logger(__name__)

A     ={
    'facebook/convnextv2-tiny-1k-224': 'https://huggingface.co/facebook/convnextv2-tiny-1k-224/resolve/main/config.json',
}


class 			_a  (	__a							,							__a ):
       __a				:     Union[str, Any]   				=					"""convnextv2"""
       def __init__(	self						:	str   ,				lowercase						:	Optional[Any]=3   ,				lowercase						:	Optional[Any]=4   ,				lowercase						:	Tuple=4   ,				lowercase						:	Optional[int]=None   ,				lowercase						:	Optional[int]=None   ,				lowercase						:	List[Any]="gelu"   ,				lowercase						:	str=0.02   ,				lowercase						:	List[Any]=1E-12   ,				lowercase						:	List[str]=0.0   ,				lowercase						:	Dict=224   ,				lowercase						:	Dict=None   ,				lowercase						:	List[Any]=None   ,				**lowercase						:	int   ,				):



           '''simple docstring'''

           super().__init__(**lowercase				)

           UpperCAmelCase			       =		num_channels
           UpperCAmelCase			       =		patch_size
           UpperCAmelCase			       =		num_stages
           UpperCAmelCase			       =		[96, 192, 384, 768] if hidden_sizes is None else hidden_sizes
           UpperCAmelCase			       =		[3, 3, 9, 3] if depths is None else depths
           UpperCAmelCase			       =		hidden_act
           UpperCAmelCase			       =		initializer_range
           UpperCAmelCase			       =		layer_norm_eps
           UpperCAmelCase			       =		drop_path_rate
           UpperCAmelCase			       =		image_size
           UpperCAmelCase			       =		['''stem'''] + [f"stage{idx}" for idx in range(1   ,				len(self.depths				) + 1				)]
           UpperCAmelCase       ,     UpperCAmelCase			       =		get_aligned_output_features_output_indices(
               out_features=lowercase   ,				out_indices=lowercase   ,				stage_names=self.stage_names				)










'''simple docstring'''







from argparse import ArgumentParser

from datasets.commands.convert import ConvertCommand
from datasets.commands.dummy_data import DummyDataCommand
from datasets.commands.env import EnvironmentCommand
from datasets.commands.run_beam import RunBeamCommand
from datasets.commands.test import TestCommand
from datasets.utils.logging import set_verbosity_info





def 						snake_case_							(_a	:							Tuple     ):
    return {key.lstrip('''-'''     ): value for key, value in zip(unknown_args[::2]    ,   unknown_args[1::2]     )}





def 						snake_case_							():
    UpperCAmelCase			       =		ArgumentParser(
        '''HuggingFace Datasets CLI tool'''    ,   usage='''datasets-cli <command> [<args>]'''    ,   allow_abbrev=_a     )
    UpperCAmelCase			       =		parser.add_subparsers(help='''datasets-cli command helpers'''     )
    set_verbosity_info()

    # Register commands
    ConvertCommand.register_subcommand(_a     )
    EnvironmentCommand.register_subcommand(_a     )
    TestCommand.register_subcommand(_a     )
    RunBeamCommand.register_subcommand(_a     )
    DummyDataCommand.register_subcommand(_a     )

    # Parse args
    UpperCAmelCase       ,     UpperCAmelCase			       =		parser.parse_known_args()
    if not hasattr(_a    ,   '''func'''     ):
        parser.print_help()
        exit(1     )
    UpperCAmelCase			       =		parse_unknown_args(_a     )

    # Run
    UpperCAmelCase			       =		args.func(_a    ,   **_a     )
    service.run()


if __name__ == "__main__":
   main()




