
'''simple docstring'''


from typing import List

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


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

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

class 	__lowercase				(  _lowercase    ):
			lowerCamelCase			:		Any	      =			"efficientformer"

			def __init__(self			,   A = [3, 2, 6, 4]			,   A = [4_8, 9_6, 2_2_4, 4_4_8]			,   A = [True, True, True, True]			,   A = 4_4_8			,   A = 3_2			,   A = 4			,   A = 7			,   A = 5			,   A = 8			,   A = 4			,   A = 0.0			,   A = 1_6			,   A = 3			,   A = 3			,   A = 3			,   A = 2			,   A = 1			,   A = 0.0			,   A = 1			,   A = True			,   A = True			,   A = 1E-5			,   A = "gelu"			,   A = 0.02			,   A = 1E-12			,   A = 2_2_4			,   A = 1E-05			,   **A			,   ):
								super().__init__(**A      )

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




'''simple docstring'''


from __future__ import annotations




def lowercase_	(   _lowercase			,       _lowercase			,       _lowercase			,       _lowercase				)     ->							None:
					'''simple docstring'''

					if (direction == 1 and array[indexa] > array[indexa]) or (
					    direction == 0 and array[indexa] < array[indexa]
					):
										lowerCamelCase_,      lowerCamelCase_					:      str     =		array[indexa], array[indexa]




def lowercase_	(   _lowercase			,       _lowercase			,       _lowercase			,       _lowercase				)     ->							None:
					'''simple docstring'''

					if length > 1:
										lowerCamelCase_					:      int     =		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 lowercase_	(   _lowercase			,       _lowercase			,       _lowercase			,       _lowercase				)     ->							None:
					'''simple docstring'''

					if length > 1:
										lowerCamelCase_					:      Dict     =		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__":
					__lowercase							:   Any					=     input('''Enter numbers separated by a comma:\n''').strip()
					__lowercase							:   Tuple					=     [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=''', ''')


