


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


__lowerCAmelCase									=				logging.get_logger(__name__)

__lowerCAmelCase									=				{
    '''MBZUAI/swiftformer-xs''': '''https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json''',
}





class     __a     (       __UpperCamelCase ):
 __lowercase					:				Dict  	=					'swiftformer'
 def __init__(  self							,					lowerCAmelCase__=3							,					lowerCAmelCase__=[3, 3, 6, 4]							,					lowerCAmelCase__=[48, 56, 112, 220]							,					lowerCAmelCase__=4							,					lowerCAmelCase__=[True, True, True, True]							,					lowerCAmelCase__="gelu"							,					lowerCAmelCase__=3							,					lowerCAmelCase__=2							,					lowerCAmelCase__=1							,					lowerCAmelCase__=0.0							,					lowerCAmelCase__=True							,					lowerCAmelCase__=1E-5							,					lowerCAmelCase__=1E-5							,					**lowerCAmelCase__							,					)   ->							List[str]:




        '''simple docstring'''
        super().__init__(**__lowercase					)
        lowercase__:  Dict         =  num_channels
        lowercase__:  int         =  depths
        lowercase__:  str         =  embed_dims
        lowercase__:  Any         =  mlp_ratio
        lowercase__:  int         =  downsamples
        lowercase__:  List[Any]         =  hidden_act
        lowercase__:  Dict         =  down_patch_size
        lowercase__:  Tuple         =  down_stride
        lowercase__:  Optional[int]         =  down_pad
        lowercase__:  Union[str, Any]         =  drop_path_rate
        lowercase__:  str         =  use_layer_scale
        lowercase__:  str         =  layer_scale_init_value
        lowercase__:  List[str]         =  batch_norm_eps





class     __a     (       __UpperCamelCase ):
 __lowercase					:				Union[str, Any]  	=					version.parse('1.11' )
 @property
 def 						SCREAMING_SNAKE_CASE__  (  self					)   ->							Union[str, Any]:




        '''simple docstring'''
        return OrderedDict(
            [
                ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
            ]					)
 @property
 def 						SCREAMING_SNAKE_CASE__  (  self					)   ->							Optional[int]:




        '''simple docstring'''
        return 1E-4










"""simple docstring"""



import json
import logging
import os
import subprocess
from argparse import ArgumentParser


a  :						Dict					       =							logging.getLogger(__name__)




def       snake_case__		(   )    ->Any:
 UpperCAmelCase__ 						=				ArgumentParser()
 UpperCAmelCase__						,	UpperCAmelCase__ 						=				parser.parse_known_args()
 for arg in unknown:
  if arg.startswith(("""-""", """--""")			):
   parser.add_argument(arg.split("""="""			)[0]			)

 return parser.parse_args()




def       snake_case__		(   )    ->List[Any]:
 UpperCAmelCase__ 						=				parse_args()
 UpperCAmelCase__ 						=				8_8_8_8
 UpperCAmelCase__ 						=				int(os.environ["""SM_NUM_GPUS"""]			)
 UpperCAmelCase__ 						=				json.loads(os.environ["""SM_HOSTS"""]			)
 UpperCAmelCase__ 						=				len(_SCREAMING_SNAKE_CASE			)
 UpperCAmelCase__ 						=				os.environ["""SM_CURRENT_HOST"""]
 UpperCAmelCase__ 						=				hosts.index(_SCREAMING_SNAKE_CASE			)
 UpperCAmelCase__ 						=				"""INFO"""

 if num_nodes > 1:
  UpperCAmelCase__ 						=				F'''python -m torch.distributed.launch \
                --nnodes={num_nodes}  \
                --node_rank={rank}  \
                --nproc_per_node={num_gpus}  \
                --master_addr={hosts[0]}  \
                --master_port={port} \
                ./run_glue.py \
                {''.join(['nested fstring' for parameter,value in args.__dict__.items()]			)}'''
 else:
  UpperCAmelCase__ 						=				F'''python -m torch.distributed.launch \
            --nproc_per_node={num_gpus}  \
            ./run_glue.py \
            {''.join(['nested fstring' for parameter,value in args.__dict__.items()]			)}'''
 try:
  subprocess.run(_SCREAMING_SNAKE_CASE       ,	shell=_SCREAMING_SNAKE_CASE			)
 except Exception as e:
  logger.info(_SCREAMING_SNAKE_CASE			)


if __name__ == "__main__":
 main()



