


# Imports
import numpy as np






class      UpperCamelCase:


					def __init__(    self						:		Union[str, Any]  ,     SCREAMING_SNAKE_CASE						:		Optional[Any]=None  ,     SCREAMING_SNAKE_CASE						:		List[Any]=None  ,     SCREAMING_SNAKE_CASE						:		Tuple=None  ,     SCREAMING_SNAKE_CASE						:		Union[str, Any]=None  ,     SCREAMING_SNAKE_CASE						:		str=None    )      ->						Any:




											'''simple docstring'''

											self.set_matricies(red=SCREAMING_SNAKE_CASE  ,     green=SCREAMING_SNAKE_CASE  ,     blue=SCREAMING_SNAKE_CASE  ,     red_edge=SCREAMING_SNAKE_CASE  ,     nir=SCREAMING_SNAKE_CASE    )


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[Any]  ,     SCREAMING_SNAKE_CASE						:		List[Any]=None  ,     SCREAMING_SNAKE_CASE						:		int=None  ,     SCREAMING_SNAKE_CASE						:		List[str]=None  ,     SCREAMING_SNAKE_CASE						:		Optional[int]=None  ,     SCREAMING_SNAKE_CASE						:		List[str]=None    )      ->						Union[str, Any]:




											'''simple docstring'''

											if red is not None:
																	__snake_case				=		red
											if green is not None:
																	__snake_case				=		green
											if blue is not None:
																	__snake_case				=		blue
											if red_edge is not None:
																	__snake_case				=		red_edge
											if nir is not None:
																	__snake_case				=		nir
											return True


					def 				SCREAMING_SNAKE_CASE_	(    self						:		str  ,     SCREAMING_SNAKE_CASE						:		List[Any]=""  ,     SCREAMING_SNAKE_CASE						:		Dict=None  ,     SCREAMING_SNAKE_CASE						:		List[str]=None  ,     SCREAMING_SNAKE_CASE						:		Tuple=None  ,     SCREAMING_SNAKE_CASE						:		List[Any]=None  ,     SCREAMING_SNAKE_CASE						:		Union[str, Any]=None    )      ->						int:




											'''simple docstring'''

											self.set_matricies(red=SCREAMING_SNAKE_CASE  ,     green=SCREAMING_SNAKE_CASE  ,     blue=SCREAMING_SNAKE_CASE  ,     red_edge=SCREAMING_SNAKE_CASE  ,     nir=SCREAMING_SNAKE_CASE    )
											__snake_case				=		{
											    "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						:		List[str]    )      ->						Tuple:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[int]    )      ->						List[str]:




											'''simple docstring'''

											return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
											    (self.nir - self.red) / (self.nir + self.red)
											)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Tuple    )      ->						Optional[int]:




											'''simple docstring'''

											return self.nir * (self.red / (self.green**2))


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Union[str, Any]    )      ->						List[str]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[Any]    )      ->						Any:




											'''simple docstring'''

											return (self.nir - self.red) / (self.nir + self.red)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		str    )      ->						Dict:




											'''simple docstring'''

											return (self.nir - self.blue) / (self.nir + self.blue)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						Union[str, Any]:




											'''simple docstring'''

											return (self.redEdge - self.red) / (self.redEdge + self.red)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						Tuple:




											'''simple docstring'''

											return (self.nir - self.green) / (self.nir + self.green)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		str    )      ->						Optional[Any]:




											'''simple docstring'''

											return (self.nir - (self.green + self.blue)) / (
											    self.nir + (self.green + self.blue)
											)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						Optional[int]:




											'''simple docstring'''

											return (self.nir - (self.green + self.red)) / (
											    self.nir + (self.green + self.red)
											)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[Any]    )      ->						Optional[int]:




											'''simple docstring'''

											return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Tuple    )      ->						Optional[int]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[Any]  ,     SCREAMING_SNAKE_CASE						:		Union[str, Any]=0.08  ,     SCREAMING_SNAKE_CASE						:		Optional[Any]=1.22  ,     SCREAMING_SNAKE_CASE						:		Tuple=0.03    )      ->						Optional[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						:		Dict    )      ->						Dict:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						List[str]:




											'''simple docstring'''

											return (self.nir / self.green) - 1


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[int]    )      ->						Optional[Any]:




											'''simple docstring'''

											return (self.nir / self.redEdge) - 1


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Dict    )      ->						Dict:




											'''simple docstring'''

											return (self.red - self.blue) / self.red


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[Any]    )      ->						List[Any]:




											'''simple docstring'''

											__snake_case				=		self.ndvi()
											return ((ndvi + 0.5) / (abs(ndvi + 0.5    ))) * (abs(ndvi + 0.5    ) ** (1 / 2))


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[Any]    )      ->						Dict:




											'''simple docstring'''

											return self.nir - self.green


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						Any:




											'''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]    )      ->						Dict:




											'''simple docstring'''

											__snake_case				=		(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 				SCREAMING_SNAKE_CASE_	(    self						:		int  ,     SCREAMING_SNAKE_CASE						:		Optional[Any]=0.16    )      ->						Union[str, Any]:




											'''simple docstring'''

											return (self.nir - self.green) / (self.nir + self.green + y)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any  ,     SCREAMING_SNAKE_CASE						:		Optional[int]=0.5    )      ->						List[str]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[int]    )      ->						List[str]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		int  ,     SCREAMING_SNAKE_CASE						:		Any=None  ,     SCREAMING_SNAKE_CASE						:		Dict=None    )      ->						Optional[Any]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		str    )      ->						Union[str, Any]:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Union[str, Any]    )      ->						Union[str, Any]:




											'''simple docstring'''

											return (self.red + self.green + self.blue) / 30.5


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Any    )      ->						Any:




											'''simple docstring'''

											return self.nir / self.red


					def 				SCREAMING_SNAKE_CASE_	(    self						:		int    )      ->						List[str]:




											'''simple docstring'''

											return (self.rvi() - 1) / (self.rvi() + 1)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[str]    )      ->						Tuple:




											'''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						:		Union[str, Any]    )      ->						int:




											'''simple docstring'''

											return self.green / (self.nir + self.red + self.green)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Tuple    )      ->						Any:




											'''simple docstring'''

											return self.nir / (self.nir + self.red + self.green)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[str]    )      ->						Dict:




											'''simple docstring'''

											return self.red / (self.nir + self.red + self.green)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[str]    )      ->						Optional[Any]:




											'''simple docstring'''

											return (self.green - self.red) / (self.green + self.red)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		List[Any]    )      ->						Any:




											'''simple docstring'''

											return (self.red - self.green) / (self.red + self.green)


					def 				SCREAMING_SNAKE_CASE_	(    self						:		str    )      ->						Union[str, Any]:




											'''simple docstring'''

											__snake_case				=		np.max([np.max(self.red    ), np.max(self.green    ), np.max(self.blue    )]    )
											__snake_case				=		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[str]    )      ->						Any:




											'''simple docstring'''

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


					def 				SCREAMING_SNAKE_CASE_	(    self						:		int    )      ->						Optional[int]:




											'''simple docstring'''

											return self.nir / self.red


					def 				SCREAMING_SNAKE_CASE_	(    self						:		Optional[int]    )      ->						List[Any]:




											'''simple docstring'''

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






					def 				SCREAMING_SNAKE_CASE_	(    self						:		Dict    )      ->						List[str]:




											'''simple docstring'''

											return (self.nir - self.redEdge) / (self.nir + self.redEdge)









A				:       Any      =  '\n# Transformers installation\n! pip install transformers datasets\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/transformers.git\n'

A				:       Optional[int]      =  [{'type': 'code', 'content': INSTALL_CONTENT}]
A				:       Optional[int]      =  {
    '{processor_class}': 'FakeProcessorClass',
    '{model_class}': 'FakeModelClass',
    '{object_class}': 'FakeObjectClass',
}





