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


lowercase__       =logging.get_logger(__name__)

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



class 		UpperCamelCase__  (       __lowercase    ,__lowercase    ):
   _SCREAMING_SNAKE_CASE      :							int	       =      "convnextv2"
   def __init__(self :					Optional[int]					,				snake_case_ :					List[Any]=3					,				snake_case_ :					Tuple=4					,				snake_case_ :					int=4					,				snake_case_ :					Dict=None					,				snake_case_ :					Optional[Any]=None					,				snake_case_ :					str="gelu"					,				snake_case_ :					Optional[int]=0.02					,				snake_case_ :					str=1E-12					,				snake_case_ :					Optional[Any]=0.0					,				snake_case_ :					Optional[Any]=2_2_4					,				snake_case_ :					Union[str, Any]=None					,				snake_case_ :					Union[str, Any]=None					,				**snake_case_ :					Optional[Any]					,				):
    super().__init__(**snake_case_   )

    __a :  Optional[int]						=  num_channels
    __a :  str						=  patch_size
    __a :  Dict						=  num_stages
    __a :  Tuple						=  [9_6, 1_9_2, 3_8_4, 7_6_8] if hidden_sizes is None else hidden_sizes
    __a :  Optional[Any]						=  [3, 3, 9, 3] if depths is None else depths
    __a :  List[str]						=  hidden_act
    __a :  str						=  initializer_range
    __a :  Optional[Any]						=  layer_norm_eps
    __a :  Any						=  drop_path_rate
    __a :  Optional[int]						=  image_size
    __a :  str						=  ['''stem'''] + [f"stage{idx}" for idx in range(1					,				len(self.depths   ) + 1   )]
    __a				,       __a :  int						=  get_aligned_output_features_output_indices(
        out_features=snake_case_					,				out_indices=snake_case_					,				stage_names=self.stage_names   )


import logging
import os
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

from tqdm import auto as tqdm_lib


lowercase__       ={
    'debug': logging.DEBUG,
    'info': logging.INFO,
    'warning': logging.WARNING,
    'error': logging.ERROR,
    'critical': logging.CRITICAL,
}

lowercase__       =logging.WARNING




def    __UpperCamelCase     (				):
 __a :  Optional[Any]						=  os.getenv('''DATASETS_VERBOSITY'''  ,   lowerCAmelCase__  )
 if env_level_str:
  if env_level_str in log_levels:
   return log_levels[env_level_str]
  else:
   logging.getLogger().warning(
       f"Unknown option DATASETS_VERBOSITY={env_level_str}, "
       f"has to be one of: { ', '.join(log_levels.keys()  ) }"  )
 return _default_log_level




def    __UpperCamelCase     (				):
 return __name__.split('''.'''  )[0]




def    __UpperCamelCase     (				):
 return logging.getLogger(_get_library_name()  )




def    __UpperCamelCase     (				):
 # Apply our default configuration to the library root logger.
 __a :  str						=  _get_library_root_logger()
 library_root_logger.setLevel(_get_default_logging_level()  )




def    __UpperCamelCase     (				):
 __a :  Any						=  _get_library_root_logger()
 library_root_logger.setLevel(logging.NOTSET  )




def    __UpperCamelCase     (				lowerCAmelCase__							:				Optional[str] = None  ):
 if name is None:
  __a :  Union[str, Any]						=  _get_library_name()
 return logging.getLogger(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 return _get_library_root_logger().getEffectiveLevel()




def    __UpperCamelCase     (				lowerCAmelCase__							:				int  ):
 _get_library_root_logger().setLevel(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 return set_verbosity(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 return set_verbosity(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 return set_verbosity(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 return set_verbosity(lowerCAmelCase__  )




def    __UpperCamelCase     (				):
 __a :  Union[str, Any]						=  False




def    __UpperCamelCase     (				):
 __a :  Tuple						=  True


# Configure the library root logger at the module level (singleton-like)
_configure_library_root_logger()



class 		UpperCamelCase__  :
   def __init__(self :					str					,				*snake_case_ :					str					,				**snake_case_ :					Union[str, Any]   ):  # pylint: disable=unused-argument
    __a :  Optional[Any]						=  args[0] if args else None
   def __iter__(self :					List[str]   ):
    return iter(self._iterator   )
   def __getattr__(self :					str					,				snake_case_ :					Optional[Any]   ):

    def empty_fn(*snake_case_ :					int					,				**snake_case_ :					int   ):  # pylint: disable=unused-argument
     return

    return empty_fn
   def __enter__(self :					Union[str, Any]   ):
    return self







   def __exit__(self :					str					,				snake_case_ :					List[str]					,				snake_case_ :					int					,				snake_case_ :					Optional[Any]   ):
    return





lowercase__       =True



class 		UpperCamelCase__  :
   def __call__(self :					Tuple					,				*snake_case_ :					str					,				snake_case_ :					str=False					,				**snake_case_ :					Dict   ):
    if _tqdm_active and not disable:
     return tqdm_lib.tqdm(*snake_case_					,				**snake_case_   )
    else:
     return EmptyTqdm(*snake_case_					,				**snake_case_   )
   def       lowerCAmelCase			(self :					Optional[Any]					,				*snake_case_ :					Union[str, Any]					,				**snake_case_ :					Optional[Any]   ):
    __a :  List[Any]						=  None
    if _tqdm_active:
     return tqdm_lib.tqdm.set_lock(*snake_case_					,				**snake_case_   )







   def       lowerCAmelCase			(self :					str   ):
    if _tqdm_active:
     return tqdm_lib.tqdm.get_lock()





lowercase__       =_tqdm_cls()




def    __UpperCamelCase     (				):
 global _tqdm_active
 return bool(_tqdm_active  )




def    __UpperCamelCase     (				):
 global _tqdm_active
 __a :  Dict						=  True




def    __UpperCamelCase     (				):
 global _tqdm_active
 __a :  Union[str, Any]						=  False
