import numpy as np






class   __lowercase       :

						def __init__(						self					:   Any				,				__lowerCamelCase					:   int=None				,				__lowerCamelCase					:   Union[str, Any]=None				,				__lowerCamelCase					:   int=None				,				__lowerCamelCase					:   int=None				,				__lowerCamelCase					:   Any=None )				->		Union[str, Any]:


									'''simple docstring'''

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

						def 							__a		(						self					:   List[str]				,				__lowerCamelCase					:   Dict=None				,				__lowerCamelCase					:   Optional[int]=None				,				__lowerCamelCase					:   List[Any]=None				,				__lowerCamelCase					:   int=None				,				__lowerCamelCase					:   List[str]=None )				->		Union[str, Any]:


									'''simple docstring'''

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

						def 							__a		(						self					:   Optional[Any]				,				__lowerCamelCase					:   Tuple=""				,				__lowerCamelCase					:   Union[str, Any]=None				,				__lowerCamelCase					:   Optional[Any]=None				,				__lowerCamelCase					:   List[str]=None				,				__lowerCamelCase					:   Any=None				,				__lowerCamelCase					:   str=None )				->		List[Any]:


									'''simple docstring'''

									self.set_matricies(red=__lowerCamelCase				,				green=__lowerCamelCase				,				blue=__lowerCamelCase				,				red_edge=__lowerCamelCase				,				nir=__lowerCamelCase )
									lowercase       		=		{
									    '''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					:   List[str] )				->		List[Any]:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

						def 							__a		(						self					:   Any )				->		Dict:


									'''simple docstring'''

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

						def 							__a		(						self					:   Dict )				->		int:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

						def 							__a		(						self					:   List[str] )				->		List[str]:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

						def 							__a		(						self					:   List[str]				,				__lowerCamelCase					:   List[Any]=0.08				,				__lowerCamelCase					:   Union[str, Any]=1.22				,				__lowerCamelCase					:   List[Any]=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 							__a		(						self					:   Optional[int] )				->		List[str]:


									'''simple docstring'''

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

						def 							__a		(						self					:   int )				->		int:


									'''simple docstring'''

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

						def 							__a		(						self					:   Dict )				->		str:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

									return self.nir - self.green

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


									'''simple docstring'''

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

						def 							__a		(						self					:   str )				->		Any:


									'''simple docstring'''

									lowercase       		=		(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					:   Tuple				,				__lowerCamelCase					:   List[str]=0.16 )				->		Dict:


									'''simple docstring'''

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

						def 							__a		(						self					:   str				,				__lowerCamelCase					:   Any=0.5 )				->		List[str]:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

						def 							__a		(						self					:   str				,				__lowerCamelCase					:   List[str]=None				,				__lowerCamelCase					:   Optional[int]=None )				->		Optional[int]:


									'''simple docstring'''

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

						def 							__a		(						self					:   int )				->		Tuple:


									'''simple docstring'''

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

						def 							__a		(						self					:   Dict )				->		int:


									'''simple docstring'''

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

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


									'''simple docstring'''

									return self.nir / self.red

						def 							__a		(						self					:   Optional[int] )				->		Union[str, Any]:


									'''simple docstring'''

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

						def 							__a		(						self					:   str )				->		List[str]:


									'''simple docstring'''

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

						def 							__a		(						self					:   List[str] )				->		str:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

						def 							__a		(						self					:   Optional[Any] )				->		Tuple:


									'''simple docstring'''

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

						def 							__a		(						self					:   Tuple )				->		List[Any]:


									'''simple docstring'''

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

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


									'''simple docstring'''

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

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


									'''simple docstring'''

									lowercase       		=		np.max([np.max(self.red ), np.max(self.green ), np.max(self.blue )] )
									lowercase       		=		np.min([np.min(self.red ), np.min(self.green ), np.min(self.blue )] )
									return (max_value - min_value) / max_value

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


									'''simple docstring'''

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

						def 							__a		(						self					:   List[str] )				->		List[str]:


									'''simple docstring'''

									return self.nir / self.red

						def 							__a		(						self					:   str )				->		Any:


									'''simple docstring'''

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



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


									'''simple docstring'''

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









'''simple docstring'''





from .glue import GlueDataset, GlueDataTrainingArguments
from .language_modeling import (
    LineByLineTextDataset,
    LineByLineWithRefDataset,
    LineByLineWithSOPTextDataset,
    TextDataset,
    TextDatasetForNextSentencePrediction,
)
from .squad import SquadDataset, SquadDataTrainingArguments



