
import numpy as np

class   lowerCAmelCase__	:






		def __init__(						self						:				List[Any]				,     SCREAMING_SNAKE_CASE__						:				str=None				,     SCREAMING_SNAKE_CASE__						:				List[str]=None				,     SCREAMING_SNAKE_CASE__						:				List[Any]=None				,     SCREAMING_SNAKE_CASE__						:				Tuple=None				,     SCREAMING_SNAKE_CASE__						:				List[str]=None    )	->				str:
						self.set_matricies(red=__a				,     green=__a				,     blue=__a				,     red_edge=__a				,     nir=__a    )






		def 					__A			(						self						:				Dict				,     SCREAMING_SNAKE_CASE__						:				Union[str, Any]=None				,     SCREAMING_SNAKE_CASE__						:				int=None				,     SCREAMING_SNAKE_CASE__						:				Union[str, Any]=None				,     SCREAMING_SNAKE_CASE__						:				Union[str, Any]=None				,     SCREAMING_SNAKE_CASE__						:				Tuple=None    )	->				List[Any]:
						if red is not None:
										__lowerCamelCase          =      red
						if green is not None:
										__lowerCamelCase          =      green
						if blue is not None:
										__lowerCamelCase          =      blue
						if red_edge is not None:
										__lowerCamelCase          =      red_edge
						if nir is not None:
										__lowerCamelCase          =      nir
						return True






		def 					__A			(						self						:				List[Any]				,     SCREAMING_SNAKE_CASE__						:				Optional[Any]=""				,     SCREAMING_SNAKE_CASE__						:				Optional[int]=None				,     SCREAMING_SNAKE_CASE__						:				Dict=None				,     SCREAMING_SNAKE_CASE__						:				Dict=None				,     SCREAMING_SNAKE_CASE__						:				str=None				,     SCREAMING_SNAKE_CASE__						:				Optional[Any]=None    )	->				int:
						self.set_matricies(red=__a				,     green=__a				,     blue=__a				,     red_edge=__a				,     nir=__a    )
						__lowerCamelCase          =      {
						    """ARVI2""": self.arvaa,
						    """CCCI""": self.ccci,
						    """CVI""": self.cvi,
						    """GLI""": self.gli,
						    """NDVI""": self.ndvi,
						    """BNDVI""": self.bndvi,
						    """redEdgeNDVI""": self.red_edge_ndvi,
						    """GNDVI""": self.gndvi,
						    """GBNDVI""": self.gbndvi,
						    """GRNDVI""": self.grndvi,
						    """RBNDVI""": self.rbndvi,
						    """PNDVI""": self.pndvi,
						    """ATSAVI""": self.atsavi,
						    """BWDRVI""": self.bwdrvi,
						    """CIgreen""": self.ci_green,
						    """CIrededge""": self.ci_rededge,
						    """CI""": self.ci,
						    """CTVI""": self.ctvi,
						    """GDVI""": self.gdvi,
						    """EVI""": self.evi,
						    """GEMI""": self.gemi,
						    """GOSAVI""": self.gosavi,
						    """GSAVI""": self.gsavi,
						    """Hue""": self.hue,
						    """IVI""": self.ivi,
						    """IPVI""": self.ipvi,
						    """I""": self.i,
						    """RVI""": self.rvi,
						    """MRVI""": self.mrvi,
						    """MSAVI""": self.m_savi,
						    """NormG""": self.norm_g,
						    """NormNIR""": self.norm_nir,
						    """NormR""": self.norm_r,
						    """NGRDI""": self.ngrdi,
						    """RI""": self.ri,
						    """S""": self.s,
						    """IF""": self._if,
						    """DVI""": self.dvi,
						    """TVI""": self.tvi,
						    """NDRE""": self.ndre,
						}

						try:
										return funcs[index]()
						except KeyError:
										print('''Index not in the list!'''    )
										return False






		def 					__A			(						self						:				List[Any]    )	->				Optional[int]:
						return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))






		def 					__A			(						self						:				Dict    )	->				List[Any]:
						return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
						    (self.nir - self.red) / (self.nir + self.red)
						)






		def 					__A			(						self						:				int    )	->				Tuple:
						return self.nir * (self.red / (self.green**2))






		def 					__A			(						self						:				str    )	->				List[str]:
						return (2 * self.green - self.red - self.blue) / (
						    2 * self.green + self.red + self.blue
						)






		def 					__A			(						self						:				Union[str, Any]    )	->				List[Any]:
						return (self.nir - self.red) / (self.nir + self.red)






		def 					__A			(						self						:				List[str]    )	->				int:
						return (self.nir - self.blue) / (self.nir + self.blue)






		def 					__A			(						self						:				List[Any]    )	->				Any:
						return (self.redEdge - self.red) / (self.redEdge + self.red)






		def 					__A			(						self						:				Optional[int]    )	->				Tuple:
						return (self.nir - self.green) / (self.nir + self.green)






		def 					__A			(						self						:				Any    )	->				Union[str, Any]:
						return (self.nir - (self.green + self.blue)) / (
						    self.nir + (self.green + self.blue)
						)






		def 					__A			(						self						:				Any    )	->				List[Any]:
						return (self.nir - (self.green + self.red)) / (
						    self.nir + (self.green + self.red)
						)






		def 					__A			(						self						:				Tuple    )	->				List[str]:
						return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))






		def 					__A			(						self						:				Any    )	->				Optional[Any]:
						return (self.nir - (self.green + self.red + self.blue)) / (
						    self.nir + (self.green + self.red + self.blue)
						)






		def 					__A			(						self						:				Optional[Any]				,     SCREAMING_SNAKE_CASE__						:				Any=0.08				,     SCREAMING_SNAKE_CASE__						:				Tuple=1.22				,     SCREAMING_SNAKE_CASE__						:				str=0.03    )	->				Dict:
						return a * (
						    (self.nir - a * self.red - b)
						    / (a * self.nir + self.red - a * b + x * (1 + a**2))
						)






		def 					__A			(						self						:				int    )	->				List[str]:
						return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)






		def 					__A			(						self						:				Dict    )	->				Optional[Any]:
						return (self.nir / self.green) - 1






		def 					__A			(						self						:				List[str]    )	->				Any:
						return (self.nir / self.redEdge) - 1






		def 					__A			(						self						:				Union[str, Any]    )	->				List[Any]:
						return (self.red - self.blue) / self.red






		def 					__A			(						self						:				List[Any]    )	->				Optional[Any]:
						__lowerCamelCase          =      self.ndvi()
						return ((ndvi + 0.5) / (abs(ndvi + 0.5    ))) * (abs(ndvi + 0.5    ) ** (1 / 2))






		def 					__A			(						self						:				List[str]    )	->				List[str]:
						return self.nir - self.green






		def 					__A			(						self						:				List[Any]    )	->				int:
						return 2.5 * (
						    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
						)






		def 					__A			(						self						:				List[Any]    )	->				Any:
						__lowerCamelCase          =      (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
						    self.nir + self.red + 0.5
						)
						return n * (1 - 0.25 * n) - (self.red - 0.125) / (1 - self.red)






		def 					__A			(						self						:				Union[str, Any]				,     SCREAMING_SNAKE_CASE__						:				Optional[Any]=0.16    )	->				List[str]:
						return (self.nir - self.green) / (self.nir + self.green + y)






		def 					__A			(						self						:				Optional[Any]				,     SCREAMING_SNAKE_CASE__						:				Optional[Any]=0.5    )	->				Any:
						return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)






		def 					__A			(						self						:				Tuple    )	->				Dict:
						return np.arctan(
						    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)    )






		def 					__A			(						self						:				int				,     SCREAMING_SNAKE_CASE__						:				List[Any]=None				,     SCREAMING_SNAKE_CASE__						:				Dict=None    )	->				Dict:
						return (self.nir - b) / (a * self.red)






		def 					__A			(						self						:				Optional[int]    )	->				Optional[int]:
						return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)






		def 					__A			(						self						:				List[str]    )	->				List[Any]:
						return (self.red + self.green + self.blue) / 30.5






		def 					__A			(						self						:				Optional[int]    )	->				Tuple:
						return self.nir / self.red






		def 					__A			(						self						:				str    )	->				Union[str, Any]:
						return (self.rvi() - 1) / (self.rvi() + 1)






		def 					__A			(						self						:				List[str]    )	->				List[str]:
						return (
						    (2 * self.nir + 1)
						    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
						) / 2






		def 					__A			(						self						:				Optional[int]    )	->				List[str]:
						return self.green / (self.nir + self.red + self.green)






		def 					__A			(						self						:				Tuple    )	->				Dict:
						return self.nir / (self.nir + self.red + self.green)






		def 					__A			(						self						:				Any    )	->				Dict:
						return self.red / (self.nir + self.red + self.green)






		def 					__A			(						self						:				Union[str, Any]    )	->				Union[str, Any]:
						return (self.green - self.red) / (self.green + self.red)






		def 					__A			(						self						:				Union[str, Any]    )	->				List[str]:
						return (self.red - self.green) / (self.red + self.green)






		def 					__A			(						self						:				Tuple    )	->				Tuple:
						__lowerCamelCase          =      np.max([np.max(self.red    ), np.max(self.green    ), np.max(self.blue    )]    )
						__lowerCamelCase          =      np.min([np.min(self.red    ), np.min(self.green    ), np.min(self.blue    )]    )
						return (max_value - min_value) / max_value






		def 					__A			(						self						:				Optional[Any]    )	->				Optional[Any]:
						return (2 * self.red - self.green - self.blue) / (self.green - self.blue)






		def 					__A			(						self						:				str    )	->				Optional[int]:
						return self.nir / self.red






		def 					__A			(						self						:				int    )	->				int:
						return (self.ndvi() + 0.5) ** (1 / 2)







		def 					__A			(						self						:				List[Any]    )	->				Tuple:
						return (self.nir - self.redEdge) / (self.nir + self.redEdge)









'''simple docstring'''







import numpy as np
from cva import destroyAllWindows, imread, imshow, waitKey







class 					_a :





     '''simple docstring'''



     def __init__(				self							,__a							,__a							,__a							)      ->				Tuple:
          if dst_width < 0 or dst_height < 0:
               raise ValueError("""Destination width/height should be > 0"""							)

          snake_case			:      str        =			img
          snake_case			:      str        =			img.shape[1]
          snake_case			:      Union[str, Any]        =			img.shape[0]
          snake_case			:      Optional[int]        =			dst_width
          snake_case			:      List[str]        =			dst_height

          snake_case			:      List[str]        =			self.src_w / self.dst_w
          snake_case			:      int        =			self.src_h / self.dst_h

          snake_case			:      List[Any]        =			(
              np.ones((self.dst_h, self.dst_w, 3)							,np.uinta							) * 255
          )







     def 			snake_case_      (				self							)      ->				int:
          for i in range(self.dst_h							):
               for j in range(self.dst_w							):
                    snake_case			:      Optional[Any]        =			self.img[self.get_y(__a							)][self.get_x(__a							)]







     def 			snake_case_      (				self							,__a							)      ->				int:
          return int(self.ratio_x * x							)







     def 			snake_case_      (				self							,__a							)      ->				int:
          return int(self.ratio_y * y							)


if __name__ == "__main__":
      lowercase,	lowercase      :   Optional[int]      =       800, 600
      lowercase      :   Union[str, Any]      =       imread("""image_data/lena.jpg""", 1)
      lowercase      :   int      =       NearestNeighbour(im, dst_w, dst_h)
      n.process()

      imshow(
          F"""Image resized from: {im.shape[1]}x{im.shape[0]} to {dst_w}x{dst_h}""", n.output
      )
      waitKey(0)
      destroyAllWindows()



