


'''simple docstring'''
import argparse

from ...utils.dataclasses import (
    ComputeEnvironment,
    DistributedType,
    DynamoBackend,
    PrecisionType,
    SageMakerDistributedType,
)
from ..menu import BulletMenu


UpperCAmelCase_ :     Union[str, Any]								=      [
    """EAGER""",
    """AOT_EAGER""",
    """INDUCTOR""",
    """NVFUSER""",
    """AOT_NVFUSER""",
    """AOT_CUDAGRAPHS""",
    """OFI""",
    """FX2TRT""",
    """ONNXRT""",
    """IPEX""",
]


def 			_lowercase       (				UpperCamelCase__       :					Union[str, Any],				UpperCamelCase__       :					Tuple=None,				UpperCamelCase__       :					Any=None,				UpperCamelCase__       :					List[Any]=None			):
 __A  :		List[str]       =			True
 while ask_again:
  __A  :		int       =			input(UpperCamelCase__			)
  try:
   if default is not None and len(UpperCamelCase__			) == 0:
    return default
   return convert_value(UpperCamelCase__			) if convert_value is not None else result
  except Exception:
   if error_message is not None:
    print(UpperCamelCase__			)


def 			_lowercase       (				UpperCamelCase__       :					Dict,				UpperCamelCase__       :					Union[str, Any]=[],				UpperCamelCase__       :					int=None,				UpperCamelCase__       :					List[Any]=0			):
 __A  :		Optional[int]       =			BulletMenu(UpperCamelCase__,				UpperCamelCase__			)
 __A  :		Optional[Any]       =			menu.run(default_choice=UpperCamelCase__			)
 return convert_value(UpperCamelCase__			) if convert_value is not None else result


def 			_lowercase       (				UpperCamelCase__       :					List[Any]			):
 __A  :		str       =			int(UpperCamelCase__			)
 return ComputeEnvironment(['LOCAL_MACHINE', 'AMAZON_SAGEMAKER'][value]			)


def 			_lowercase       (				UpperCamelCase__       :					Dict			):
 __A  :		Optional[int]       =			int(UpperCamelCase__			)
 return DistributedType(['NO', 'MULTI_CPU', 'MULTI_XPU', 'MULTI_GPU', 'MULTI_NPU', 'TPU'][value]			)


def 			_lowercase       (				UpperCamelCase__       :					Tuple			):
 __A  :		Tuple       =			int(UpperCamelCase__			)
 return DynamoBackend(DYNAMO_BACKENDS[value]			).value


def 			_lowercase       (				UpperCamelCase__       :					Optional[Any]			):
 __A  :		Union[str, Any]       =			int(UpperCamelCase__			)
 return PrecisionType(['no', 'fp16', 'bf16', 'fp8'][value]			)


def 			_lowercase       (				UpperCamelCase__       :					Any			):
 __A  :		Optional[int]       =			int(UpperCamelCase__			)
 return SageMakerDistributedType(['NO', 'DATA_PARALLEL', 'MODEL_PARALLEL'][value]			)


def 			_lowercase       (				UpperCamelCase__       :					Union[str, Any]			):
 return {"yes": True, "no": False}[value.lower()]


class 						_lowerCamelCase					(    argparse.RawDescriptionHelpFormatter				):




 '''simple docstring'''


 def  snake_case__   (      self      ,      __lowercase      ,      __lowercase      ,      __lowercase      ,      __lowercase						):

  """simple docstring"""







  __A  :		Optional[int]       =			super()._format_usage(__lowercase      ,      __lowercase      ,      __lowercase      ,      __lowercase						)
  __A  :		str       =			usage.replace('<command> [<args>] '      ,      ''						)
  return usage










'''simple docstring'''
from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCAmelCase_ :     Dict								=      logging.get_logger(__name__)

UpperCAmelCase_ :     Optional[int]								=      {
    'sayakpaul/vit-msn-base': 'https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json',
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}

class 						_lowerCamelCase					(    snake_case_				):




 '''simple docstring'''
 __lowercase				:		Tuple    							=						'''vit_msn'''


 def __init__(      self      ,      __lowercase=768      ,      __lowercase=12      ,      __lowercase=12      ,      __lowercase=3_072      ,      __lowercase="gelu"      ,      __lowercase=0.0      ,      __lowercase=0.0      ,      __lowercase=0.0_2      ,      __lowercase=1E-06      ,      __lowercase=224      ,      __lowercase=16      ,      __lowercase=3      ,      __lowercase=True      ,      **__lowercase      ,      ):

  """simple docstring"""







  super().__init__(**__lowercase						)

  __A  :		Tuple       =			hidden_size
  __A  :		Optional[int]       =			num_hidden_layers
  __A  :		str       =			num_attention_heads
  __A  :		Dict       =			intermediate_size
  __A  :		Optional[Any]       =			hidden_act
  __A  :		Union[str, Any]       =			hidden_dropout_prob
  __A  :		Optional[Any]       =			attention_probs_dropout_prob
  __A  :		List[str]       =			initializer_range
  __A  :		Dict       =			layer_norm_eps
  __A  :		List[Any]       =			image_size
  __A  :		Optional[int]       =			patch_size
  __A  :		List[Any]       =			num_channels
  __A  :		Optional[Any]       =			qkv_bias






