
"""simple docstring"""





# Imports
import numpy as np


class A_	:




  '''simple docstring'''







  def __init__(		self				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None  ):

     """simple docstring"""
     self.set_matricies(red=lowercase_				,   green=lowercase_				,   blue=lowercase_				,   red_edge=lowercase_				,   nir=lowercase_  )







  def        UpperCamelCase__					(		self				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None  ):

     """simple docstring"""
     if red is not None:
        UpperCAmelCase_					:					Union[str, Any]			     =    red
     if green is not None:
        UpperCAmelCase_					:					Dict			     =    green
     if blue is not None:
        UpperCAmelCase_					:					Optional[int]			     =    blue
     if red_edge is not None:
        UpperCAmelCase_					:					Optional[int]			     =    red_edge
     if nir is not None:
        UpperCAmelCase_					:					str			     =    nir
     return True







  def        UpperCamelCase__					(		self				,   lowercase_=""				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None				,   lowercase_=None  ):

     """simple docstring"""
     self.set_matricies(red=lowercase_				,   green=lowercase_				,   blue=lowercase_				,   red_edge=lowercase_				,   nir=lowercase_  )
     UpperCAmelCase_					:					str			     =    {
         "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        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
         (self.nir - self.red) / (self.nir + self.red)
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.nir * (self.red / (self.green**2))







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (2 * self.green - self.red - self.blue) / (
         2 * self.green + self.red + self.blue
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - self.red) / (self.nir + self.red)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - self.blue) / (self.nir + self.blue)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.redEdge - self.red) / (self.redEdge + self.red)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - self.green) / (self.nir + self.green)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - (self.green + self.blue)) / (
         self.nir + (self.green + self.blue)
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - (self.green + self.red)) / (
         self.nir + (self.green + self.red)
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - (self.green + self.red + self.blue)) / (
         self.nir + (self.green + self.red + self.blue)
     )







  def        UpperCamelCase__					(		self				,   lowercase_=0.08				,   lowercase_=1.22				,   lowercase_=0.03  ):

     """simple docstring"""
     return a * (
         (self.nir - a * self.red - b)
         / (a * self.nir + self.red - a * b + x * (1 + a**2))
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir / self.green) - 1







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir / self.redEdge) - 1







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.red - self.blue) / self.red







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     UpperCAmelCase_					:					Optional[Any]			     =    self.ndvi()
     return ((ndvi + 0.5) / (abs(ndvi + 0.5  ))) * (abs(ndvi + 0.5  ) ** (1 / 2))







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.nir - self.green







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return 2.5 * (
         (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
     )







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     UpperCAmelCase_					:					List[str]			     =    (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 - 0.1_25) / (1 - self.red)







  def        UpperCamelCase__					(		self				,   lowercase_=0.16  ):

     """simple docstring"""
     return (self.nir - self.green) / (self.nir + self.green + y)







  def        UpperCamelCase__					(		self				,   lowercase_=0.5  ):

     """simple docstring"""
     return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return np.arctan(
         ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)  )







  def        UpperCamelCase__					(		self				,   lowercase_=None				,   lowercase_=None  ):

     """simple docstring"""
     return (self.nir - b) / (a * self.red)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.red + self.green + self.blue) / 30.5







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.nir / self.red







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.rvi() - 1) / (self.rvi() + 1)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (
         (2 * self.nir + 1)
         - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
     ) / 2







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.green / (self.nir + self.red + self.green)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.nir / (self.nir + self.red + self.green)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.red / (self.nir + self.red + self.green)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.green - self.red) / (self.green + self.red)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.red - self.green) / (self.red + self.green)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     UpperCAmelCase_					:					str			     =    np.max([np.max(self.red  ), np.max(self.green  ), np.max(self.blue  )]  )
     UpperCAmelCase_					:					Optional[Any]			     =    np.min([np.min(self.red  ), np.min(self.green  ), np.min(self.blue  )]  )
     return (max_value - min_value) / max_value







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (2 * self.red - self.green - self.blue) / (self.green - self.blue)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return self.nir / self.red







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.ndvi() + 0.5) ** (1 / 2)







  def        UpperCamelCase__					(		self  ):

     """simple docstring"""
     return (self.nir - self.redEdge) / (self.nir + self.redEdge)




"""simple docstring"""





from ...utils import is_torch_available, is_transformers_available


if is_transformers_available() and is_torch_available():
    from .pipeline_vq_diffusion import LearnedClassifierFreeSamplingEmbeddings, VQDiffusionPipeline


