






"""simple docstring"""

import math
import sys

import cva
import numpy as np






def _lowerCAmelCase	(  __lowerCamelCase:np.ndarray ,						__lowerCamelCase:float   ):

						'''simple docstring'''






						__magic_name__            =     math.sqrt(__lowerCamelCase   )
						__magic_name__            =     1 / (sigma * math.sqrt(2 * math.pi   ))
						return cons * np.exp(-((img / sigma) ** 2) * 0.5   )






def _lowerCAmelCase	(  __lowerCamelCase:np.ndarray ,						__lowerCamelCase:int ,						__lowerCamelCase:int ,						__lowerCamelCase:int   ):

						'''simple docstring'''






						__magic_name__            =     kernel_size // 2
						return img[x - half : x + half + 1, y - half : y + half + 1]






def _lowerCAmelCase	(  __lowerCamelCase:int ,						__lowerCamelCase:float   ):

						'''simple docstring'''






						__magic_name__            =     np.zeros((kernel_size, kernel_size)   )
						for i in range(0 ,						__lowerCamelCase   ):
												for j in range(0 ,						__lowerCamelCase   ):
																		__magic_name__            =     math.sqrt(
																		    abs(i - kernel_size // 2   ) ** 2 + abs(j - kernel_size // 2   ) ** 2   )
						return vec_gaussian(__lowerCamelCase ,						__lowerCamelCase   )






def _lowerCAmelCase	(  __lowerCamelCase:np.ndarray ,						__lowerCamelCase:float ,						__lowerCamelCase:float ,						__lowerCamelCase:int ,						):

						'''simple docstring'''






						__magic_name__            =     np.zeros(img.shape   )
						__magic_name__            =     get_gauss_kernel(__lowerCamelCase ,						__lowerCamelCase   )
						__magic_name__      ,    __magic_name__            =     img.shape
						for i in range(kernel_size // 2 ,						size_x - kernel_size // 2   ):
												for j in range(kernel_size // 2 ,						size_y - kernel_size // 2   ):
																		__magic_name__            =     get_slice(__lowerCamelCase ,						__lowerCamelCase ,						__lowerCamelCase ,						__lowerCamelCase   )
																		__magic_name__            =     img_s - img_s[kernel_size // 2, kernel_size // 2]
																		__magic_name__            =     vec_gaussian(__lowerCamelCase ,						__lowerCamelCase   )
																		__magic_name__            =     np.multiply(__lowerCamelCase ,						__lowerCamelCase   )
																		__magic_name__            =     np.multiply(__lowerCamelCase ,						__lowerCamelCase   )
																		__magic_name__            =     np.sum(__lowerCamelCase   ) / np.sum(__lowerCamelCase   )
																		__magic_name__            =     val
						return imga






def _lowerCAmelCase	(  __lowerCamelCase:list   ):

						'''simple docstring'''






						__magic_name__            =     args[1] if args[1:] else "../image_data/lena.jpg"
						__magic_name__            =     float(args[2]   ) if args[2:] else 1.0
						__magic_name__            =     float(args[3]   ) if args[3:] else 1.0
						if args[4:]:
												__magic_name__            =     int(args[4]   )
												__magic_name__            =     kernel_size + abs(kernel_size % 2 - 1   )
						else:
												__magic_name__            =     5
						return filename, spatial_variance, intensity_variance, kernel_size


if __name__ == "__main__":
			lowercase			,      lowercase			,      lowercase			,      lowercase    			=				parse_args(sys.argv)
			lowercase    			=				cva.imread(filename, 0)
			cva.imshow('''input image''', img)

			lowercase    			=				img / 255
			lowercase    			=				out.astype('''float32''')
			lowercase    			=				bilateral_filter(out, spatial_variance, intensity_variance, kernel_size)
			lowercase    			=				out * 255
			lowercase    			=				np.uinta(out)
			cva.imshow('''output image''', out)
			cva.waitKey(0)
			cva.destroyAllWindows()











"""simple docstring"""

def _lowerCAmelCase	(  __lowerCamelCase:list   ):

						'''simple docstring'''






						__magic_name__            =     len(__lowerCamelCase   )
						for i in range(1 ,						__lowerCamelCase   ):
												__magic_name__            =     collection[i]
												__magic_name__            =     0
												__magic_name__            =     i - 1

												while low <= high:
																		__magic_name__            =     (low + high) // 2
																		if val < collection[mid]:
																								__magic_name__            =     mid - 1
																		else:
																								__magic_name__            =     mid + 1
												for j in range(__lowerCamelCase ,						__lowerCamelCase ,						-1   ):
																		__magic_name__            =     collection[j - 1]
												__magic_name__            =     val
						return collection


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



