



from argparse import ArgumentParser

from . import BaseTransformersCLICommand





def 		a__			(		_UpperCamelCase			: Union[str, Any]							):
   return DownloadCommand(args.model ,args.cache_dir ,args.force ,args.trust_remote_code							)





class  __lowerCAmelCase     (	lowercase_   ):




 @staticmethod
 def        lowerCamelCase      (						__UpperCAmelCase				):



    '''simple docstring'''
    __lowerCamelCase													=    parser.add_parser('''download'''				)
    download_parser.add_argument(
        '''--cache-dir'''	,				type=__UpperCAmelCase	,				default=__UpperCAmelCase	,				help='''Path to location to store the models'''				)
    download_parser.add_argument(
        '''--force'''	,				action='''store_true'''	,				help='''Force the model to be download even if already in cache-dir'''				)
    download_parser.add_argument(
        '''--trust-remote-code'''	,				action='''store_true'''	,				help='''Whether or not to allow for custom models defined on the Hub in their own modeling files. Use only if you\'ve reviewed the code as it will execute on your local machine'''	,				)
    download_parser.add_argument('''model'''	,				type=__UpperCAmelCase	,				help='''Name of the model to download'''				)
    download_parser.set_defaults(func=__UpperCAmelCase				)




 def __init__(						self	,				__UpperCAmelCase	,				__UpperCAmelCase	,				__UpperCAmelCase	,				__UpperCAmelCase				):



    '''simple docstring'''
    __lowerCamelCase													=    model
    __lowerCamelCase													=    cache
    __lowerCamelCase													=    force
    __lowerCamelCase													=    trust_remote_code




 def        lowerCamelCase      (						self				):



    '''simple docstring'''
    from ..models.auto import AutoModel, AutoTokenizer

    AutoModel.from_pretrained(
        self._model	,				cache_dir=self._cache	,				force_download=self._force	,				trust_remote_code=self._trust_remote_code				)
    AutoTokenizer.from_pretrained(
        self._model	,				cache_dir=self._cache	,				force_download=self._force	,				trust_remote_code=self._trust_remote_code				)











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


a_			=					logging.get_logger(__name__)

a_			=					{
    """sail/poolformer_s12""": """https://huggingface.co/sail/poolformer_s12/resolve/main/config.json""",
    # See all PoolFormer models at https://huggingface.co/models?filter=poolformer
}



class  __lowerCAmelCase     (	lowerCAmelCase__   ):
 lowerCAmelCase__       					=  """poolformer"""




 def __init__(						self	,				__UpperCAmelCase=3	,				__UpperCAmelCase=16	,				__UpperCAmelCase=16	,				__UpperCAmelCase=3	,				__UpperCAmelCase=4.0	,				__UpperCAmelCase=[2, 2, 6, 2]	,				__UpperCAmelCase=[64, 128, 320, 512]	,				__UpperCAmelCase=[7, 3, 3, 3]	,				__UpperCAmelCase=[4, 2, 2, 2]	,				__UpperCAmelCase=[2, 1, 1, 1]	,				__UpperCAmelCase=4	,				__UpperCAmelCase=0.0	,				__UpperCAmelCase="gelu"	,				__UpperCAmelCase=True	,				__UpperCAmelCase=1E-5	,				__UpperCAmelCase=0.02	,				**__UpperCAmelCase	,				):



    '''simple docstring'''
    __lowerCamelCase													=    num_channels
    __lowerCamelCase													=    patch_size
    __lowerCamelCase													=    stride
    __lowerCamelCase													=    padding
    __lowerCamelCase													=    pool_size
    __lowerCamelCase													=    hidden_sizes
    __lowerCamelCase													=    mlp_ratio
    __lowerCamelCase													=    depths
    __lowerCamelCase													=    patch_sizes
    __lowerCamelCase													=    strides
    __lowerCamelCase													=    num_encoder_blocks
    __lowerCamelCase													=    drop_path_rate
    __lowerCamelCase													=    hidden_act
    __lowerCamelCase													=    use_layer_scale
    __lowerCamelCase													=    layer_scale_init_value
    __lowerCamelCase													=    initializer_range
    super().__init__(**__UpperCAmelCase				)



class  __lowerCAmelCase     (	lowerCAmelCase__   ):
 lowerCAmelCase__       					=  version.parse("""1.11"""   )




 @property
 def        lowerCamelCase      (						self				):



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




 @property
 def        lowerCamelCase      (						self				):



    '''simple docstring'''
    return 2E-3






