



'''simple docstring'''






from typing import List

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


SCREAMING_SNAKE_CASE_	   =			logging.get_logger(__name__)

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




class    a (       _SCREAMING_SNAKE_CASE				):



  """simple docstring"""
  __lowerCAmelCase				      =					"efficientformer"







  def __init__(							self   ,    snake_case_ = [3, 2, 6, 4]   ,    snake_case_ = [48, 96, 224, 448]   ,    snake_case_ = [True, True, True, True]   ,    snake_case_ = 448   ,    snake_case_ = 32   ,    snake_case_ = 4   ,    snake_case_ = 7   ,    snake_case_ = 5   ,    snake_case_ = 8   ,    snake_case_ = 4   ,    snake_case_ = 0.0   ,    snake_case_ = 16   ,    snake_case_ = 3   ,    snake_case_ = 3   ,    snake_case_ = 3   ,    snake_case_ = 2   ,    snake_case_ = 1   ,    snake_case_ = 0.0   ,    snake_case_ = 1   ,    snake_case_ = True   ,    snake_case_ = True   ,    snake_case_ = 1e-5   ,    snake_case_ = "gelu"   ,    snake_case_ = 0.0_2   ,    snake_case_ = 1e-1_2   ,    snake_case_ = 224   ,    snake_case_ = 1e-0_5   ,    **snake_case_   ,    ):

    '''simple docstring'''







    super().__init__(**A_					)

    __UpperCAmelCase:					Dict		= hidden_act
    __UpperCAmelCase:					Union[str, Any]		= hidden_dropout_prob
    __UpperCAmelCase:					Optional[Any]		= hidden_sizes
    __UpperCAmelCase:					Tuple		= num_hidden_layers
    __UpperCAmelCase:					str		= num_attention_heads
    __UpperCAmelCase:					str		= initializer_range
    __UpperCAmelCase:					Optional[int]		= layer_norm_eps
    __UpperCAmelCase:					Any		= patch_size
    __UpperCAmelCase:					int		= num_channels
    __UpperCAmelCase:					int		= depths
    __UpperCAmelCase:					Optional[Any]		= mlp_expansion_ratio
    __UpperCAmelCase:					str		= downsamples
    __UpperCAmelCase:					Any		= dim
    __UpperCAmelCase:					Union[str, Any]		= key_dim
    __UpperCAmelCase:					Union[str, Any]		= attention_ratio
    __UpperCAmelCase:					str		= resolution
    __UpperCAmelCase:					List[Any]		= pool_size
    __UpperCAmelCase:					str		= downsample_patch_size
    __UpperCAmelCase:					str		= downsample_stride
    __UpperCAmelCase:					Dict		= downsample_pad
    __UpperCAmelCase:					Optional[Any]		= drop_path_rate
    __UpperCAmelCase:					Optional[int]		= num_metaad_blocks
    __UpperCAmelCase:					int		= distillation
    __UpperCAmelCase:					Any		= use_layer_scale
    __UpperCAmelCase:					Dict		= layer_scale_init_value
    __UpperCAmelCase:					List[str]		= image_size
    __UpperCAmelCase:					Optional[Any]		= batch_norm_eps
'''simple docstring'''






from __future__ import annotations






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if (direction == 1 and array[indexa] > array[indexa]) or (
      direction == 0 and array[indexa] < array[indexa]
  ):
    __UpperCAmelCase, __UpperCAmelCase:					str		= array[indexa], array[indexa]






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if length > 1:
    __UpperCAmelCase:					List[str]		= int(length / 2     )
    for i in range(_lowercase   ,    low + middle     ):
      comp_and_swap(_lowercase   ,    _lowercase   ,    i + middle   ,    _lowercase     )
    bitonic_merge(_lowercase   ,    _lowercase   ,    _lowercase   ,    _lowercase     )
    bitonic_merge(_lowercase   ,    low + middle   ,    _lowercase   ,    _lowercase     )






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if length > 1:
    __UpperCAmelCase:					Any		= int(length / 2     )
    bitonic_sort(_lowercase   ,    _lowercase   ,    _lowercase   ,    1     )
    bitonic_sort(_lowercase   ,    low + middle   ,    _lowercase   ,    0     )
    bitonic_merge(_lowercase   ,    _lowercase   ,    _lowercase   ,    _lowercase     )


if __name__ == "__main__":
    SCREAMING_SNAKE_CASE_	   =			input('Enter numbers separated by a comma:\n').strip()
    SCREAMING_SNAKE_CASE_	   =			[int(item.strip()) for item in user_input.split(',')]

    bitonic_sort(unsorted, 0, len(unsorted), 1)
    print('\nSorted array in ascending order is: ', end='')
    print(*unsorted, sep=', ')

    bitonic_merge(unsorted, 0, len(unsorted), 0)
    print('Sorted array in descending order is: ', end='')
    print(*unsorted, sep=', ')