




# Imports
import numpy as np




class 		__A      :

						def __init__(		self   :Any    , __snake_case   :Any=None    , __snake_case   :Dict=None    , __snake_case   :Any=None    , __snake_case   :int=None    , __snake_case   :Tuple=None ):
										'''simple docstring'''

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

						def     A__						(		self   :Tuple    , __snake_case   :Tuple=None    , __snake_case   :int=None    , __snake_case   :Optional[int]=None    , __snake_case   :List[Any]=None    , __snake_case   :Any=None ):
										'''simple docstring'''

										if red is not None:
														__magic_name__	:	List[Any]								=red
										if green is not None:
														__magic_name__	:	Union[str, Any]								=green
										if blue is not None:
														__magic_name__	:	int								=blue
										if red_edge is not None:
														__magic_name__	:	Optional[Any]								=red_edge
										if nir is not None:
														__magic_name__	:	Union[str, Any]								=nir
										return True

						def     A__						(		self   :Optional[int]    , __snake_case   :int=""    , __snake_case   :List[str]=None    , __snake_case   :List[str]=None    , __snake_case   :str=None    , __snake_case   :List[str]=None    , __snake_case   :Tuple=None ):
										'''simple docstring'''

										self.set_matricies(red=__snake_case    , green=__snake_case    , blue=__snake_case    , red_edge=__snake_case    , nir=__snake_case )
										__magic_name__	:	Optional[Any]								={
										    """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   :int ):
										'''simple docstring'''

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

						def     A__						(		self   :List[str] ):
										'''simple docstring'''

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

						def     A__						(		self   :Any ):
										'''simple docstring'''

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

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Tuple ):
										'''simple docstring'''

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

						def     A__						(		self   :str ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Dict ):
										'''simple docstring'''

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

						def     A__						(		self   :str ):
										'''simple docstring'''

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

						def     A__						(		self   :Tuple ):
										'''simple docstring'''

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

						def     A__						(		self   :Any    , __snake_case   :List[Any]=0.08    , __snake_case   :int=1.22    , __snake_case   :Any=0.03 ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :int ):
										'''simple docstring'''

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

						def     A__						(		self   :str ):
										'''simple docstring'''

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

						def     A__						(		self   :Tuple ):
										'''simple docstring'''

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

						def     A__						(		self   :str ):
										'''simple docstring'''

										__magic_name__	:	Dict								=self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5 ))) * (abs(ndvi + 0.5 ) ** (1 / 2))

						def     A__						(		self   :int ):
										'''simple docstring'''

										return self.nir - self.green

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

										__magic_name__	:	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 - 0.125) / (1 - self.red)

						def     A__						(		self   :Optional[int]    , __snake_case   :Optional[Any]=0.16 ):
										'''simple docstring'''

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

						def     A__						(		self   :str    , __snake_case   :List[Any]=0.5 ):
										'''simple docstring'''

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

						def     A__						(		self   :Union[str, Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :List[str]    , __snake_case   :Optional[Any]=None    , __snake_case   :List[str]=None ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[int] ):
										'''simple docstring'''

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

						def     A__						(		self   :Tuple ):
										'''simple docstring'''

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

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

										return self.nir / self.red

						def     A__						(		self   :Optional[int] ):
										'''simple docstring'''

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

						def     A__						(		self   :Union[str, Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[int] ):
										'''simple docstring'''

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

						def     A__						(		self   :List[str] ):
										'''simple docstring'''

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

						def     A__						(		self   :Optional[Any] ):
										'''simple docstring'''

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

						def     A__						(		self   :Dict ):
										'''simple docstring'''

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

						def     A__						(		self   :str ):
										'''simple docstring'''

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

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

										__magic_name__	:	Optional[int]								=np.max([np.max(self.red ), np.max(self.green ), np.max(self.blue )] )
										__magic_name__	:	List[Any]								=np.min([np.min(self.red ), np.min(self.green ), np.min(self.blue )] )
										return (max_value - min_value) / max_value

						def     A__						(		self   :Dict ):
										'''simple docstring'''

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

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

										return self.nir / self.red

						def     A__						(		self   :List[Any] ):
										'''simple docstring'''

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


						def     A__						(		self   :str ):
										'''simple docstring'''

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










import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version




def 		lowerCAmelCase_   (	*lowerCamelCase	,     lowerCamelCase = None	,     lowerCamelCase=True	,     lowerCamelCase=2   ):
				from .. import __version__

				__magic_name__	:	Optional[int]								=take_from
				__magic_name__	:	Tuple								=()
				if not isinstance(args[0]	,     lowerCamelCase   ):
								__magic_name__	:	List[Any]								=(args,)

				for attribute, version_name, message in args:
								if version.parse(version.parse(lowerCamelCase   ).base_version   ) >= version.parse(lowerCamelCase   ):
												raise ValueError(
												    F"The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers'"
												    F" version {__version__} is >= {version_name}"   )

								__magic_name__	:	List[str]								=None
								if isinstance(lowerCamelCase	,     lowerCamelCase   ) and attribute in deprecated_kwargs:
												values += (deprecated_kwargs.pop(lowerCamelCase   ),)
												__magic_name__	:	List[str]								=F"The `{attribute}` argument is deprecated and will be removed in version {version_name}."
								elif hasattr(lowerCamelCase	,     lowerCamelCase   ):
												values += (getattr(lowerCamelCase	,     lowerCamelCase   ),)
												__magic_name__	:	List[str]								=F"The `{attribute}` attribute is deprecated and will be removed in version {version_name}."
								elif deprecated_kwargs is None:
												__magic_name__	:	List[str]								=F"`{attribute}` is deprecated and will be removed in version {version_name}."

								if warning is not None:
												__magic_name__	:	List[Any]								=warning + """ """ if standard_warn else """"""
												warnings.warn(warning + message	,     lowerCamelCase	,     stacklevel=lowerCamelCase   )

				if isinstance(lowerCamelCase	,     lowerCamelCase   ) and len(lowerCamelCase   ) > 0:
								__magic_name__	:	List[Any]								=inspect.getouterframes(inspect.currentframe()   )[1]
								__magic_name__	:	Optional[int]								=call_frame.filename
								__magic_name__	:	Tuple								=call_frame.lineno
								__magic_name__	:	str								=call_frame.function
								__magic_name__				, __magic_name__	:	Optional[int]								=next(iter(deprecated_kwargs.items()   )   )
								raise TypeError(F"{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`"   )

				if len(lowerCamelCase   ) == 0:
								return
				elif len(lowerCamelCase   ) == 1:
								return values[0]
				return values




