



'''simple docstring'''






# Imports
import numpy as np

class 							a__:







    def __init__(				self			:  Dict						,      __snake_case			:  Union[str, Any]=None						,      __snake_case			:  Tuple=None						,      __snake_case			:  Optional[Any]=None						,      __snake_case			:  int=None						,      __snake_case			:  Optional[int]=None     ):
      self.set_matricies(red=__snake_case						,      green=__snake_case						,      blue=__snake_case						,      red_edge=__snake_case						,      nir=__snake_case     )







    def       lowercase_	(				self			:  List[str]						,      __snake_case			:  str=None						,      __snake_case			:  int=None						,      __snake_case			:  List[Any]=None						,      __snake_case			:  Any=None						,      __snake_case			:  Any=None     ):
      if red is not None:
        a						: Optional[int]					       =					red
      if green is not None:
        a						: Optional[Any]					       =					green
      if blue is not None:
        a						: Tuple					       =					blue
      if red_edge is not None:
        a						: str					       =					red_edge
      if nir is not None:
        a						: List[Any]					       =					nir
      return True







    def       lowercase_	(				self			:  List[str]						,      __snake_case			:  List[str]=""						,      __snake_case			:  Dict=None						,      __snake_case			:  List[Any]=None						,      __snake_case			:  List[Any]=None						,      __snake_case			:  Optional[int]=None						,      __snake_case			:  Union[str, Any]=None     ):
      self.set_matricies(red=__snake_case						,      green=__snake_case						,      blue=__snake_case						,      red_edge=__snake_case						,      nir=__snake_case     )
      a						: int					       =					{
          '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       lowercase_	(				self			:  Tuple     ):
      return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))







    def       lowercase_	(				self			:  Tuple     ):
      return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
          (self.nir - self.red) / (self.nir + self.red)
      )







    def       lowercase_	(				self			:  Dict     ):
      return self.nir * (self.red / (self.green**2))







    def       lowercase_	(				self			:  Union[str, Any]     ):
      return (2 * self.green - self.red - self.blue) / (
          2 * self.green + self.red + self.blue
      )







    def       lowercase_	(				self			:  Any     ):
      return (self.nir - self.red) / (self.nir + self.red)







    def       lowercase_	(				self			:  Dict     ):
      return (self.nir - self.blue) / (self.nir + self.blue)







    def       lowercase_	(				self			:  Any     ):
      return (self.redEdge - self.red) / (self.redEdge + self.red)







    def       lowercase_	(				self			:  str     ):
      return (self.nir - self.green) / (self.nir + self.green)







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







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







    def       lowercase_	(				self			:  Optional[int]     ):
      return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))







    def       lowercase_	(				self			:  int     ):
      return (self.nir - (self.green + self.red + self.blue)) / (
          self.nir + (self.green + self.red + self.blue)
      )







    def       lowercase_	(				self			:  List[Any]						,      __snake_case			:  Tuple=0.08						,      __snake_case			:  List[str]=1.22						,      __snake_case			:  int=0.03     ):
      return a * (
          (self.nir - a * self.red - b)
          / (a * self.nir + self.red - a * b + x * (1 + a**2))
      )







    def       lowercase_	(				self			:  Any     ):
      return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)







    def       lowercase_	(				self			:  int     ):
      return (self.nir / self.green) - 1







    def       lowercase_	(				self			:  Dict     ):
      return (self.nir / self.redEdge) - 1







    def       lowercase_	(				self			:  Tuple     ):
      return (self.red - self.blue) / self.red







    def       lowercase_	(				self			:  Tuple     ):
      a						: List[Any]					       =					self.ndvi()
      return ((ndvi + 0.5) / (abs(ndvi + 0.5     ))) * (abs(ndvi + 0.5     ) ** (1 / 2))







    def       lowercase_	(				self			:  Tuple     ):
      return self.nir - self.green







    def       lowercase_	(				self			:  int     ):
      return 2.5 * (
          (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
      )







    def       lowercase_	(				self			:  Any     ):
      a						: Union[str, Any]					       =					(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       lowercase_	(				self			:  Dict						,      __snake_case			:  Any=0.16     ):
      return (self.nir - self.green) / (self.nir + self.green + y)







    def       lowercase_	(				self			:  str						,      __snake_case			:  Dict=0.5     ):
      return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)







    def       lowercase_	(				self			:  Union[str, Any]     ):
      return np.arctan(
          ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)     )







    def       lowercase_	(				self			:  Optional[Any]						,      __snake_case			:  int=None						,      __snake_case			:  List[str]=None     ):
      return (self.nir - b) / (a * self.red)







    def       lowercase_	(				self			:  List[str]     ):
      return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)







    def       lowercase_	(				self			:  Optional[Any]     ):
      return (self.red + self.green + self.blue) / 30.5







    def       lowercase_	(				self			:  List[Any]     ):
      return self.nir / self.red







    def       lowercase_	(				self			:  int     ):
      return (self.rvi() - 1) / (self.rvi() + 1)







    def       lowercase_	(				self			:  Any     ):
      return (
          (2 * self.nir + 1)
          - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
      ) / 2







    def       lowercase_	(				self			:  int     ):
      return self.green / (self.nir + self.red + self.green)







    def       lowercase_	(				self			:  Tuple     ):
      return self.nir / (self.nir + self.red + self.green)







    def       lowercase_	(				self			:  Any     ):
      return self.red / (self.nir + self.red + self.green)







    def       lowercase_	(				self			:  Optional[int]     ):
      return (self.green - self.red) / (self.green + self.red)







    def       lowercase_	(				self			:  int     ):
      return (self.red - self.green) / (self.red + self.green)







    def       lowercase_	(				self			:  int     ):
      a						: Optional[Any]					       =					np.max([np.max(self.red     ), np.max(self.green     ), np.max(self.blue     )]     )
      a						: Union[str, Any]					       =					np.min([np.min(self.red     ), np.min(self.green     ), np.min(self.blue     )]     )
      return (max_value - min_value) / max_value







    def       lowercase_	(				self			:  Dict     ):
      return (2 * self.red - self.green - self.blue) / (self.green - self.blue)







    def       lowercase_	(				self			:  Any     ):
      return self.nir / self.red







    def       lowercase_	(				self			:  Any     ):
      return (self.ndvi() + 0.5) ** (1 / 2)







    def       lowercase_	(				self			:  Optional[int]     ):
      return (self.nir - self.redEdge) / (self.nir + self.redEdge)




'''simple docstring'''






from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tokenizers_available, is_torch_available


lowerCAmelCase: Optional[int]							=						{
    'configuration_graphormer': ['GRAPHORMER_PRETRAINED_CONFIG_ARCHIVE_MAP', 'GraphormerConfig'],
}

try:
     if not is_torch_available():
          raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
     pass
else:
     lowerCAmelCase: int							=						[
         'GRAPHORMER_PRETRAINED_MODEL_ARCHIVE_LIST',
         'GraphormerForGraphClassification',
         'GraphormerModel',
         'GraphormerPreTrainedModel',
     ]


if TYPE_CHECKING:
     from .configuration_graphormer import GRAPHORMER_PRETRAINED_CONFIG_ARCHIVE_MAP, GraphormerConfig

     try:
          if not is_torch_available():
               raise OptionalDependencyNotAvailable()
     except OptionalDependencyNotAvailable:
          pass
     else:
          from .modeling_graphormer import (
              GRAPHORMER_PRETRAINED_MODEL_ARCHIVE_LIST,
              GraphormerForGraphClassification,
              GraphormerModel,
              GraphormerPreTrainedModel,
          )


else:
     import sys

     lowerCAmelCase: str							=						_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)