




"""simple docstring"""







import numpy as np
from cva import COLOR_BGR2GRAY, cvtColor, imread
from numpy import array, uinta
from PIL import Image

from digital_image_processing import change_contrast as cc
from digital_image_processing import convert_to_negative as cn
from digital_image_processing import sepia as sp
from digital_image_processing.dithering import burkes as bs
from digital_image_processing.edge_detection import canny
from digital_image_processing.filters import convolve as conv
from digital_image_processing.filters import gaussian_filter as gg
from digital_image_processing.filters import local_binary_pattern as lbp
from digital_image_processing.filters import median_filter as med
from digital_image_processing.filters import sobel_filter as sob
from digital_image_processing.resize import resize as rs

a      =							imread(R'digital_image_processing/image_data/lena_small.jpg')
a      =							cvtColor(img, COLOR_BGR2GRAY)





def 							lowercase					()     ->  Any:


				'''simple docstring'''






				lowerCAmelCase  =				cn.convert_to_negative(snake_case__ )
				# assert negative_img array for at least one True
				assert negative_img.any()





def 							lowercase					()     ->  Any:


				'''simple docstring'''






				with Image.open("""digital_image_processing/image_data/lena_small.jpg""" ) as img:
								# Work around assertion for response
								assert str(cc.change_contrast(snake_case__      ,       110 ) ).startswith(
								    """<PIL.Image.Image image mode=RGB size=100x100 at""" )





def 							lowercase					()     ->  Union[str, Any]:


				'''simple docstring'''






				lowerCAmelCase  =				canny.gen_gaussian_kernel(9      ,       sigma=1.4 )
				# Assert ambiguous array
				assert resp.all()





def 							lowercase					()     ->  Dict:


				'''simple docstring'''






				lowerCAmelCase  =				imread("""digital_image_processing/image_data/lena_small.jpg"""      ,       0 )
				# assert ambiguous array for all == True
				assert canny_img.all()
				lowerCAmelCase  =				canny.canny(snake_case__ )
				# assert canny array for at least one True
				assert canny_array.any()





def 							lowercase					()     ->  Tuple:


				'''simple docstring'''






				assert gg.gaussian_filter(snake_case__      ,       5      ,       sigma=0.9 ).all()





def 							lowercase					()     ->  Any:


				'''simple docstring'''






				lowerCAmelCase  =				array([[0.25, 0.5, 0.25], [0.5, -3, 0.5], [0.25, 0.5, 0.25]] )
				lowerCAmelCase  =				conv.img_convolve(snake_case__      ,       snake_case__ ).astype(snake_case__ )
				assert res.any()





def 							lowercase					()     ->  Optional[Any]:


				'''simple docstring'''






				assert med.median_filter(snake_case__      ,       3 ).any()





def 							lowercase					()     ->  int:


				'''simple docstring'''






				lowerCAmelCase ,						lowerCAmelCase  =				sob.sobel_filter(snake_case__ )
				assert grad.any() and theta.any()





def 							lowercase					()     ->  str:


				'''simple docstring'''






				lowerCAmelCase  =				sp.make_sepia(snake_case__      ,       20 )
				assert sepia.all()





def 							lowercase					(snake_case__   : str = "digital_image_processing/image_data/lena_small.jpg" )     ->  Tuple:


				'''simple docstring'''






				lowerCAmelCase  =				bs.Burkes(imread(snake_case__      ,       1 )      ,       120 )
				burkes.process()
				assert burkes.output_img.any()





def 							lowercase					(snake_case__   : str = "digital_image_processing/image_data/lena_small.jpg"      ,       )     ->  str:


				'''simple docstring'''






				lowerCAmelCase  =				rs.NearestNeighbour(imread(snake_case__      ,       1 )      ,       400      ,       200 )
				nn.process()
				assert nn.output.any()






def 							lowercase					()     ->  int:


				'''simple docstring'''






				lowerCAmelCase  =				"""digital_image_processing/image_data/lena.jpg"""

				# Reading the image and converting it to grayscale.
				lowerCAmelCase  =				imread(snake_case__      ,       0 )

				# Test for get_neighbors_pixel function() return not None
				lowerCAmelCase  =				0
				lowerCAmelCase  =				0
				lowerCAmelCase  =				image[x_coordinate][y_coordinate]

				lowerCAmelCase  =				lbp.get_neighbors_pixel(
				    snake_case__      ,       snake_case__      ,       snake_case__      ,       snake_case__ )

				assert neighbors_pixels is not None

				# Test for local_binary_pattern function()
				# Create a numpy array as the same height and width of read image
				lowerCAmelCase  =				np.zeros((image.shape[0], image.shape[1]) )

				# Iterating through the image and calculating the local binary pattern value
				# for each pixel.
				for i in range(0      ,       image.shape[0] ):
								for j in range(0      ,       image.shape[1] ):
												lowerCAmelCase  =				lbp.local_binary_value(snake_case__      ,       snake_case__      ,       snake_case__ )

				assert lbp_image.any()











"""simple docstring"""







from __future__ import annotations





def 							lowercase					(snake_case__   : list[int]      ,       snake_case__   : int      ,       snake_case__   : int      ,       snake_case__   : int )     ->  None:


				'''simple docstring'''






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





def 							lowercase					(snake_case__   : list[int]      ,       snake_case__   : int      ,       snake_case__   : int      ,       snake_case__   : int )     ->  None:


				'''simple docstring'''






				if length > 1:
								lowerCAmelCase  =				int(length / 2 )
								for i in range(snake_case__      ,       low + middle ):
												comp_and_swap(snake_case__      ,       snake_case__      ,       i + middle      ,       snake_case__ )
								bitonic_merge(snake_case__      ,       snake_case__      ,       snake_case__      ,       snake_case__ )
								bitonic_merge(snake_case__      ,       low + middle      ,       snake_case__      ,       snake_case__ )





def 							lowercase					(snake_case__   : list[int]      ,       snake_case__   : int      ,       snake_case__   : int      ,       snake_case__   : int )     ->  None:


				'''simple docstring'''






				if length > 1:
								lowerCAmelCase  =				int(length / 2 )
								bitonic_sort(snake_case__      ,       snake_case__      ,       snake_case__      ,       1 )
								bitonic_sort(snake_case__      ,       low + middle      ,       snake_case__      ,       0 )
								bitonic_merge(snake_case__      ,       snake_case__      ,       snake_case__      ,       snake_case__ )


if __name__ == "__main__":
		a      =							input('Enter numbers separated by a comma:\n').strip()
		a      =							[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=', ')





