

'''simple docstring'''



from typing import List

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


_UpperCamelCase						:  Optional[Any]							       =				logging.get_logger(__name__)

_UpperCamelCase						:  int							       =				{
    "snap-research/efficientformer-l1-300": (
        "https://huggingface.co/snap-research/efficientformer-l1-300/resolve/main/config.json"
    ),
}



class 				_snake_case					(   a_			):
  SCREAMING_SNAKE_CASE			:       Optional[Any]				=     '''efficientformer'''

  def __init__(				self      , _SCREAMING_SNAKE_CASE = [3, 2, 6, 4]      , _SCREAMING_SNAKE_CASE = [48, 96, 2_24, 4_48]      , _SCREAMING_SNAKE_CASE = [True, True, True, True]      , _SCREAMING_SNAKE_CASE = 4_48      , _SCREAMING_SNAKE_CASE = 32      , _SCREAMING_SNAKE_CASE = 4      , _SCREAMING_SNAKE_CASE = 7      , _SCREAMING_SNAKE_CASE = 5      , _SCREAMING_SNAKE_CASE = 8      , _SCREAMING_SNAKE_CASE = 4      , _SCREAMING_SNAKE_CASE = 0.0      , _SCREAMING_SNAKE_CASE = 16      , _SCREAMING_SNAKE_CASE = 3      , _SCREAMING_SNAKE_CASE = 3      , _SCREAMING_SNAKE_CASE = 3      , _SCREAMING_SNAKE_CASE = 2      , _SCREAMING_SNAKE_CASE = 1      , _SCREAMING_SNAKE_CASE = 0.0      , _SCREAMING_SNAKE_CASE = 1      , _SCREAMING_SNAKE_CASE = True      , _SCREAMING_SNAKE_CASE = True      , _SCREAMING_SNAKE_CASE = 1e-5      , _SCREAMING_SNAKE_CASE = "gelu"      , _SCREAMING_SNAKE_CASE = 0.02      , _SCREAMING_SNAKE_CASE = 1e-12      , _SCREAMING_SNAKE_CASE = 2_24      , _SCREAMING_SNAKE_CASE = 1e-05      , **_SCREAMING_SNAKE_CASE      , ):





      '''simple docstring'''

      super().__init__(**_SCREAMING_SNAKE_CASE	)

      lowerCAmelCase 						=							hidden_act
      lowerCAmelCase 						=							hidden_dropout_prob
      lowerCAmelCase 						=							hidden_sizes
      lowerCAmelCase 						=							num_hidden_layers
      lowerCAmelCase 						=							num_attention_heads
      lowerCAmelCase 						=							initializer_range
      lowerCAmelCase 						=							layer_norm_eps
      lowerCAmelCase 						=							patch_size
      lowerCAmelCase 						=							num_channels
      lowerCAmelCase 						=							depths
      lowerCAmelCase 						=							mlp_expansion_ratio
      lowerCAmelCase 						=							downsamples
      lowerCAmelCase 						=							dim
      lowerCAmelCase 						=							key_dim
      lowerCAmelCase 						=							attention_ratio
      lowerCAmelCase 						=							resolution
      lowerCAmelCase 						=							pool_size
      lowerCAmelCase 						=							downsample_patch_size
      lowerCAmelCase 						=							downsample_stride
      lowerCAmelCase 						=							downsample_pad
      lowerCAmelCase 						=							drop_path_rate
      lowerCAmelCase 						=							num_metaad_blocks
      lowerCAmelCase 						=							distillation
      lowerCAmelCase 						=							use_layer_scale
      lowerCAmelCase 						=							layer_scale_init_value
      lowerCAmelCase 						=							image_size
      lowerCAmelCase 						=							batch_norm_eps








'''simple docstring'''



def       snake_case   (	snake_case      : list			) ->  list:


    """simple docstring"""


    if any(not isinstance(snake_case					,		snake_case			) or x < 0 for x in sequence			):
        raise TypeError('Sequence must be list of non-negative integers'			)
    for _ in range(len(snake_case			)			):
        for i, (rod_upper, rod_lower) in enumerate(zip(snake_case					,		sequence[1:]			)			):
            if rod_upper > rod_lower:
                sequence[i] -= rod_upper - rod_lower
                sequence[i + 1] += rod_upper - rod_lower
    return sequence


if __name__ == "__main__":
     assert bead_sort([5, 4, 3, 2, 1]) == [1, 2, 3, 4, 5]
     assert bead_sort([7, 9, 4, 3, 5]) == [3, 4, 5, 7, 9]





