






"""simple docstring"""



import numpy as np







class        lowercase__      :


			def __init__(				self					:  int       ,	snake_case__					:  Dict=None       ,	snake_case__					:  int=None       ,	snake_case__					:  List[Any]=None       ,	snake_case__					:  List[Any]=None       ,	snake_case__					:  List[str]=None ):
										self.set_matricies(red=snake_case__       ,	green=snake_case__       ,	blue=snake_case__       ,	red_edge=snake_case__       ,	nir=snake_case__ )


			def      UpperCAmelCase__						(				self					:  str       ,	snake_case__					:  List[Any]=None       ,	snake_case__					:  Dict=None       ,	snake_case__					:  Optional[int]=None       ,	snake_case__					:  str=None       ,	snake_case__					:  List[str]=None ):
										if red is not None:
																	lowerCamelCase_	:							int									=red
										if green is not None:
																	lowerCamelCase_	:							int									=green
										if blue is not None:
																	lowerCamelCase_	:							str									=blue
										if red_edge is not None:
																	lowerCamelCase_	:							str									=red_edge
										if nir is not None:
																	lowerCamelCase_	:							Optional[int]									=nir
										return True


			def      UpperCAmelCase__						(				self					:  str       ,	snake_case__					:  Optional[int]=""       ,	snake_case__					:  Tuple=None       ,	snake_case__					:  Tuple=None       ,	snake_case__					:  List[str]=None       ,	snake_case__					:  Tuple=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__ )
										lowerCamelCase_	:							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      UpperCAmelCase__						(				self					:  List[Any] ):
										return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))


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


			def      UpperCAmelCase__						(				self					:  Optional[int] ):
										return self.nir * (self.red / (self.green**2))


			def      UpperCAmelCase__						(				self					:  Optional[int] ):
										return (2 * self.green - self.red - self.blue) / (
										    2 * self.green + self.red + self.blue
										)


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


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


			def      UpperCAmelCase__						(				self					:  Union[str, Any] ):
										return (self.redEdge - self.red) / (self.redEdge + self.red)


			def      UpperCAmelCase__						(				self					:  Union[str, Any] ):
										return (self.nir - self.green) / (self.nir + self.green)


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


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


			def      UpperCAmelCase__						(				self					:  Tuple ):
										return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))


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


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


			def      UpperCAmelCase__						(				self					:  str ):
										return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)


			def      UpperCAmelCase__						(				self					:  Optional[int] ):
										return (self.nir / self.green) - 1


			def      UpperCAmelCase__						(				self					:  Tuple ):
										return (self.nir / self.redEdge) - 1


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


			def      UpperCAmelCase__						(				self					:  Union[str, Any] ):
										lowerCamelCase_	:							Tuple									=self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5 ))) * (abs(ndvi + 0.5 ) ** (1 / 2))


			def      UpperCAmelCase__						(				self					:  Any ):
										return self.nir - self.green


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


			def      UpperCAmelCase__						(				self					:  Dict ):
										lowerCamelCase_	:							Dict									=(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      UpperCAmelCase__						(				self					:  Any       ,	snake_case__					:  Tuple=0.16 ):
										return (self.nir - self.green) / (self.nir + self.green + y)


			def      UpperCAmelCase__						(				self					:  Optional[Any]       ,	snake_case__					:  str=0.5 ):
										return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)


			def      UpperCAmelCase__						(				self					:  int ):
										return np.arctan(
										    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue) )


			def      UpperCAmelCase__						(				self					:  Tuple       ,	snake_case__					:  Optional[Any]=None       ,	snake_case__					:  Any=None ):
										return (self.nir - b) / (a * self.red)


			def      UpperCAmelCase__						(				self					:  int ):
										return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)


			def      UpperCAmelCase__						(				self					:  Union[str, Any] ):
										return (self.red + self.green + self.blue) / 30.5


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


			def      UpperCAmelCase__						(				self					:  List[str] ):
										return (self.rvi() - 1) / (self.rvi() + 1)


			def      UpperCAmelCase__						(				self					:  Union[str, Any] ):
										return (
										    (2 * self.nir + 1)
										    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
										) / 2


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


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


			def      UpperCAmelCase__						(				self					:  Optional[int] ):
										return self.red / (self.nir + self.red + self.green)


			def      UpperCAmelCase__						(				self					:  Tuple ):
										return (self.green - self.red) / (self.green + self.red)


			def      UpperCAmelCase__						(				self					:  Tuple ):
										return (self.red - self.green) / (self.red + self.green)


			def      UpperCAmelCase__						(				self					:  Dict ):
										lowerCamelCase_	:							List[str]									=np.max([np.max(self.red ), np.max(self.green ), np.max(self.blue )] )
										lowerCamelCase_	:							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      UpperCAmelCase__						(				self					:  Optional[Any] ):
										return (2 * self.red - self.green - self.blue) / (self.green - self.blue)


			def      UpperCAmelCase__						(				self					:  int ):
										return self.nir / self.red


			def      UpperCAmelCase__						(				self					:  List[str] ):
										return (self.ndvi() + 0.5) ** (1 / 2)


			def      UpperCAmelCase__						(				self					:  Any ):
										return (self.nir - self.redEdge) / (self.nir + self.redEdge)











"""simple docstring"""



from typing import TYPE_CHECKING

from ..utils import _LazyModule


A__	:    List[str]			 = {
    'config': [
        'EXTERNAL_DATA_FORMAT_SIZE_LIMIT',
        'OnnxConfig',
        'OnnxConfigWithPast',
        'OnnxSeq2SeqConfigWithPast',
        'PatchingSpec',
    ],
    'convert': ['export', 'validate_model_outputs'],
    'features': ['FeaturesManager'],
    'utils': ['ParameterFormat', 'compute_serialized_parameters_size'],
}


if TYPE_CHECKING:
						from .config import (
						    EXTERNAL_DATA_FORMAT_SIZE_LIMIT,
						    OnnxConfig,
						    OnnxConfigWithPast,
						    OnnxSeqaSeqConfigWithPast,
						    PatchingSpec,
						)
						from .convert import export, validate_model_outputs
						from .features import FeaturesManager
						from .utils import ParameterFormat, compute_serialized_parameters_size

else:
						import sys

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



