


# Imports
import numpy as np





class   __a			:
 def __init__(   self				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None )					->				Dict:




        '''simple docstring'''
        self.set_matricies(red=lowerCAmelCase__				, green=lowerCAmelCase__				, blue=lowerCAmelCase__				, red_edge=lowerCAmelCase__				, nir=lowerCAmelCase__ )
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None )					->				Optional[int]:




        '''simple docstring'''
        if red is not None:
               lowercase__:   Union[str, Any]  			=   red
        if green is not None:
               lowercase__:   Any  			=   green
        if blue is not None:
               lowercase__:   Optional[Any]  			=   blue
        if red_edge is not None:
               lowercase__:   str  			=   red_edge
        if nir is not None:
               lowercase__:   Dict  			=   nir
        return True
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=""				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None				, lowerCAmelCase__=None )					->				int:




        '''simple docstring'''
        self.set_matricies(red=lowerCAmelCase__				, green=lowerCAmelCase__				, blue=lowerCAmelCase__				, red_edge=lowerCAmelCase__				, nir=lowerCAmelCase__ )
        lowercase__:   List[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 		SCREAMING_SNAKE_CASE__   (   self )					->				Dict:




        '''simple docstring'''
        return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Any:




        '''simple docstring'''
        return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
            (self.nir - self.red) / (self.nir + self.red)
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[int]:




        '''simple docstring'''
        return self.nir * (self.red / (self.green**2))
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Tuple:




        '''simple docstring'''
        return (2 * self.green - self.red - self.blue) / (
            2 * self.green + self.red + self.blue
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[int]:




        '''simple docstring'''
        return (self.nir - self.red) / (self.nir + self.red)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[Any]:




        '''simple docstring'''
        return (self.nir - self.blue) / (self.nir + self.blue)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Tuple:




        '''simple docstring'''
        return (self.redEdge - self.red) / (self.redEdge + self.red)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Dict:




        '''simple docstring'''
        return (self.nir - self.green) / (self.nir + self.green)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[int]:




        '''simple docstring'''
        return (self.nir - (self.green + self.blue)) / (
            self.nir + (self.green + self.blue)
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[str]:




        '''simple docstring'''
        return (self.nir - (self.green + self.red)) / (
            self.nir + (self.green + self.red)
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[Any]:




        '''simple docstring'''
        return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Tuple:




        '''simple docstring'''
        return (self.nir - (self.green + self.red + self.blue)) / (
            self.nir + (self.green + self.red + self.blue)
        )
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=0.0_8				, lowerCAmelCase__=1.2_2				, lowerCAmelCase__=0.0_3 )					->				int:




        '''simple docstring'''
        return a * (
            (self.nir - a * self.red - b)
            / (a * self.nir + self.red - a * b + x * (1 + a**2))
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Any:




        '''simple docstring'''
        return (self.nir / self.green) - 1
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[Any]:




        '''simple docstring'''
        return (self.nir / self.redEdge) - 1
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return (self.red - self.blue) / self.red
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[str]:




        '''simple docstring'''
        lowercase__:   Optional[int]  			=   self.ndvi()
        return ((ndvi + 0.5) / (abs(ndvi + 0.5 ))) * (abs(ndvi + 0.5 ) ** (1 / 2))
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[Any]:




        '''simple docstring'''
        return self.nir - self.green
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return 2.5 * (
            (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
        )
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[int]:




        '''simple docstring'''
        lowercase__:   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 - 0.2_5 * n) - (self.red - 0.1_2_5) / (1 - self.red)
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=0.1_6 )					->				Union[str, Any]:




        '''simple docstring'''
        return (self.nir - self.green) / (self.nir + self.green + y)
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=0.5 )					->				List[Any]:




        '''simple docstring'''
        return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Union[str, Any]:




        '''simple docstring'''
        return np.arctan(
            ((2 * self.red - self.green - self.blue) / 3_0.5) * (self.green - self.blue) )
 def 		SCREAMING_SNAKE_CASE__   (   self				, lowerCAmelCase__=None				, lowerCAmelCase__=None )					->				List[str]:




        '''simple docstring'''
        return (self.nir - b) / (a * self.red)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Any:




        '''simple docstring'''
        return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[str]:




        '''simple docstring'''
        return (self.red + self.green + self.blue) / 3_0.5
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Tuple:




        '''simple docstring'''
        return self.nir / self.red
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return (self.rvi() - 1) / (self.rvi() + 1)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[Any]:




        '''simple docstring'''
        return (
            (2 * self.nir + 1)
            - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
        ) / 2
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Dict:




        '''simple docstring'''
        return self.green / (self.nir + self.red + self.green)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Any:




        '''simple docstring'''
        return self.nir / (self.nir + self.red + self.green)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Tuple:




        '''simple docstring'''
        return self.red / (self.nir + self.red + self.green)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[Any]:




        '''simple docstring'''
        return (self.green - self.red) / (self.green + self.red)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return (self.red - self.green) / (self.red + self.green)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Any:




        '''simple docstring'''
        lowercase__:   Tuple  			=   np.max([np.max(self.red ), np.max(self.green ), np.max(self.blue )] )
        lowercase__:   Tuple  			=   np.min([np.min(self.red ), np.min(self.green ), np.min(self.blue )] )
        return (max_value - min_value) / max_value
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				List[Any]:




        '''simple docstring'''
        return (2 * self.red - self.green - self.blue) / (self.green - self.blue)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[int]:




        '''simple docstring'''
        return self.nir / self.red
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				int:




        '''simple docstring'''
        return (self.ndvi() + 0.5) ** (1 / 2)
 def 		SCREAMING_SNAKE_CASE__   (   self )					->				Optional[Any]:




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






from typing import TYPE_CHECKING

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


__lowerCAmelCase		       =							{
    '''configuration_canine''': ['''CANINE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''CanineConfig'''],
    '''tokenization_canine''': ['''CanineTokenizer'''],
}

try:
 if not is_torch_available():
  raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
 pass
else:
 __lowerCAmelCase		       =							[
     '''CANINE_PRETRAINED_MODEL_ARCHIVE_LIST''',
     '''CanineForMultipleChoice''',
     '''CanineForQuestionAnswering''',
     '''CanineForSequenceClassification''',
     '''CanineForTokenClassification''',
     '''CanineLayer''',
     '''CanineModel''',
     '''CaninePreTrainedModel''',
     '''load_tf_weights_in_canine''',
 ]


if TYPE_CHECKING:
 from .configuration_canine import CANINE_PRETRAINED_CONFIG_ARCHIVE_MAP, CanineConfig
 from .tokenization_canine import CanineTokenizer

 try:
  if not is_torch_available():
   raise OptionalDependencyNotAvailable()
 except OptionalDependencyNotAvailable:
  pass
 else:
  from .modeling_canine import (
      CANINE_PRETRAINED_MODEL_ARCHIVE_LIST,
      CanineForMultipleChoice,
      CanineForQuestionAnswering,
      CanineForSequenceClassification,
      CanineForTokenClassification,
      CanineLayer,
      CanineModel,
      CaninePreTrainedModel,
      load_tf_weights_in_canine,
  )


else:
 import sys

 __lowerCAmelCase		       =							_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)


