




import cva
import numpy as np





def      UpperCAmelCase  (						UpperCamelCase__						,			UpperCamelCase__						,			UpperCamelCase__						,			UpperCamelCase__   )     ->     int:







				'''simple docstring'''


				try:
								return int(image[x_coordinate][y_coordinate] >= center   )
				except (IndexError, TypeError):
								return 0





def      UpperCAmelCase  (						UpperCamelCase__						,			UpperCamelCase__						,			UpperCamelCase__   )     ->     int:







				'''simple docstring'''


				__lowerCAmelCase					=  image[x_coordinate][y_coordinate]
				__lowerCAmelCase					=  [1, 2, 4, 8, 16, 32, 64, 1_28]

				# skip get_neighbors_pixel if center is null
				if center is None:
								return 0

				# Starting from the top right, assigning value to pixels clockwise
				__lowerCAmelCase					=  [
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate - 1						,			y_coordinate + 1						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			UpperCamelCase__						,			y_coordinate + 1						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate - 1						,			UpperCamelCase__						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate + 1						,			y_coordinate + 1						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate + 1						,			UpperCamelCase__						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate + 1						,			y_coordinate - 1						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			UpperCamelCase__						,			y_coordinate - 1						,			UpperCamelCase__   ),
				    get_neighbors_pixel(UpperCamelCase__						,			x_coordinate - 1						,			y_coordinate - 1						,			UpperCamelCase__   ),
				]

				# Converting the binary value to decimal.
				return sum(
				    binary_value * power for binary_value, power in zip(UpperCamelCase__						,			UpperCamelCase__   )   )


if __name__ == "__main__":
	# Reading the image and converting it to grayscale.
	__A						:		List[Any]          =						cva.imread(
	    "digital_image_processing/image_data/lena.jpg", cva.IMREAD_GRAYSCALE
	)

	# Create a numpy array as the same height and width of read image
	__A						:		str          =						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]):
			__A						:		Optional[int]          =						local_binary_value(image, i, j)

	cva.imshow("local binary pattern", lbp_image)
	cva.waitKey(0)
	cva.destroyAllWindows()











from hashlib import mda, shaaaa

__A						:		Optional[int]          =						(shaaaa, mda)

class 		lowercase_       :




					def __init__(   self:		str,     _lowercase:		int = 8):


									'''simple docstring'''


									__lowerCAmelCase					=  0b0
									__lowerCAmelCase					=  size




					def     _lowercase						(   self:		Union[str, Any],     _lowercase:		str):


									'''simple docstring'''


									__lowerCAmelCase					=  self.hash_(_lowercase)
									self.bitarray |= h




					def     _lowercase						(   self:		Dict,     _lowercase:		str):


									'''simple docstring'''


									__lowerCAmelCase					=  self.hash_(_lowercase)
									return (h & self.bitarray) == h




					def __contains__(   self:		Dict,     _lowercase:		str):


									'''simple docstring'''


									return self.exists(_lowercase)




					def     _lowercase						(   self:		List[Any],     _lowercase:		int):


									'''simple docstring'''


									__lowerCAmelCase					=  bin(_lowercase)[2:]
									return res.zfill(self.size)




					@property
					def     _lowercase						(   self:		Union[str, Any]):


									'''simple docstring'''


									return self.format_bin(self.bitarray)




					def     _lowercase						(   self:		Union[str, Any],     _lowercase:		str):


									'''simple docstring'''


									__lowerCAmelCase					=  0b0
									for func in HASH_FUNCTIONS:
													__lowerCAmelCase					=  (
													    int.from_bytes(func(value.encode()).digest(),     """little""") % self.size
													)
													res |= 2**position
									return res




					def     _lowercase						(   self:		Any,     _lowercase:		str):


									'''simple docstring'''


									return self.format_bin(self.hash_(_lowercase))







					@property
					def     _lowercase						(   self:		Tuple):


									'''simple docstring'''


									__lowerCAmelCase					=  bin(self.bitarray).count("""1""")
									return (n_ones / self.size) ** len(_lowercase)





