




"""simple docstring"""




from ...configuration_utils import PretrainedConfig
from ...utils import logging


a_        =       logging.get_logger(__name__)

a_        =       {
    'uw-madison/mra-base-512-4': 'https://huggingface.co/uw-madison/mra-base-512-4/resolve/main/config.json',
}

class   UpperCAmelCase_    (			snake_case		):
		UpperCamelCase							="mra"
		def __init__(						self				,						UpperCamelCase_=5_02_65				,						UpperCamelCase_=7_68				,						UpperCamelCase_=12				,						UpperCamelCase_=12				,						UpperCamelCase_=30_72				,						UpperCamelCase_="gelu"				,						UpperCamelCase_=0.1				,						UpperCamelCase_=0.1				,						UpperCamelCase_=5_12				,						UpperCamelCase_=1				,						UpperCamelCase_=0.0_2				,						UpperCamelCase_=1E-5				,						UpperCamelCase_="absolute"				,						UpperCamelCase_=4				,						UpperCamelCase_="full"				,						UpperCamelCase_=0				,						UpperCamelCase_=0				,						UpperCamelCase_=1				,						UpperCamelCase_=0				,						UpperCamelCase_=2				,						**UpperCamelCase_				,						)						->       Optional[Any]:
					super().__init__(pad_token_id=UpperCamelCase_				,						bos_token_id=UpperCamelCase_				,						eos_token_id=UpperCamelCase_				,						**UpperCamelCase_       )

					__lowercase			:  Optional[Any]								=       vocab_size
					__lowercase			:  List[Any]								=       max_position_embeddings
					__lowercase			:  Union[str, Any]								=       hidden_size
					__lowercase			:  Optional[int]								=       num_hidden_layers
					__lowercase			:  Optional[int]								=       num_attention_heads
					__lowercase			:  Union[str, Any]								=       intermediate_size
					__lowercase			:  List[str]								=       hidden_act
					__lowercase			:  Union[str, Any]								=       hidden_dropout_prob
					__lowercase			:  Any								=       attention_probs_dropout_prob
					__lowercase			:  Optional[int]								=       initializer_range
					__lowercase			:  Union[str, Any]								=       type_vocab_size
					__lowercase			:  Any								=       layer_norm_eps
					__lowercase			:  List[str]								=       position_embedding_type
					__lowercase			:  int								=       block_per_row
					__lowercase			:  Union[str, Any]								=       approx_mode
					__lowercase			:  Optional[int]								=       initial_prior_first_n_blocks
					__lowercase			:  str								=       initial_prior_diagonal_n_blocks







'''simple docstring'''

from argparse import ArgumentParser

from .add_new_model import AddNewModelCommand
from .add_new_model_like import AddNewModelLikeCommand
from .convert import ConvertCommand
from .download import DownloadCommand
from .env import EnvironmentCommand
from .lfs import LfsCommands
from .pt_to_tf import PTtoTFCommand
from .run import RunCommand
from .serving import ServeCommand
from .user import UserCommands

def _SCREAMING_SNAKE_CASE ()			->			Dict:






       """simple docstring"""







       lowercase__      =					ArgumentParser('''Transformers CLI tool'''    ,					usage='''transformers-cli <command> [<args>]'''			)
       lowercase__      =					parser.add_subparsers(help='''transformers-cli command helpers'''			)

       # Register commands
       ConvertCommand.register_subcommand(A			)
       DownloadCommand.register_subcommand(A			)
       EnvironmentCommand.register_subcommand(A			)
       RunCommand.register_subcommand(A			)
       ServeCommand.register_subcommand(A			)
       UserCommands.register_subcommand(A			)
       AddNewModelCommand.register_subcommand(A			)
       AddNewModelLikeCommand.register_subcommand(A			)
       LfsCommands.register_subcommand(A			)
       PTtoTFCommand.register_subcommand(A			)

       # Let's go
       lowercase__      =					parser.parse_args()

       if not hasattr(A    ,					'''func'''			):
              parser.print_help()
              exit(1			)

       # Run
       lowercase__      =					args.func(A			)
       service.run()


if __name__ == "__main__":
 main()




