




import numpy as np

class       A   :







							def __init__(  self	:  List[Any]							,      lowerCAmelCase_	:  int=None							,      lowerCAmelCase_	:  Optional[Any]=None							,      lowerCAmelCase_	:  Optional[Any]=None							,      lowerCAmelCase_	:  str=None							,      lowerCAmelCase_	:  Dict=None )      ->							List[str]:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  int							,      lowerCAmelCase_	:  Optional[int]=None							,      lowerCAmelCase_	:  Any=None							,      lowerCAmelCase_	:  Optional[int]=None							,      lowerCAmelCase_	:  int=None							,      lowerCAmelCase_	:  Optional[int]=None )      ->							Union[str, Any]:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  List[Any]							,      lowerCAmelCase_	:  List[Any]=""							,      lowerCAmelCase_	:  Optional[Any]=None							,      lowerCAmelCase_	:  Union[str, Any]=None							,      lowerCAmelCase_	:  List[Any]=None							,      lowerCAmelCase_	:  str=None							,      lowerCAmelCase_	:  str=None )      ->							List[Any]:


														"""simple docstring"""


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


														"""simple docstring"""


														return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Tuple )      ->							Tuple:


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Dict							,      lowerCAmelCase_	:  Optional[int]=0.0_8							,      lowerCAmelCase_	:  Optional[Any]=1.2_2							,      lowerCAmelCase_	:  Optional[int]=0.0_3 )      ->							List[Any]:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Dict )      ->							Any:


														"""simple docstring"""


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







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Any )      ->							str:


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  str )      ->							Tuple:


														"""simple docstring"""


														return self.nir - self.green







							def        __lowerCAmelCase      (  self	:  Any )      ->							int:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Dict )      ->							List[Any]:


														"""simple docstring"""


														_a     					=    (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        __lowerCAmelCase      (  self	:  List[str]							,      lowerCAmelCase_	:  List[Any]=0.1_6 )      ->							Dict:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Union[str, Any]							,      lowerCAmelCase_	:  Union[str, Any]=0.5 )      ->							int:


														"""simple docstring"""


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







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


														"""simple docstring"""


														return np.arctan(
														    ((2 * self.red - self.green - self.blue) / 3_0.5) * (self.green - self.blue) )







							def        __lowerCAmelCase      (  self	:  int							,      lowerCAmelCase_	:  List[Any]=None							,      lowerCAmelCase_	:  Optional[int]=None )      ->							List[str]:


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


														return (self.red + self.green + self.blue) / 3_0.5







							def        __lowerCAmelCase      (  self	:  Any )      ->							str:


														"""simple docstring"""


														return self.nir / self.red







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Dict )      ->							Optional[int]:


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


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







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


														"""simple docstring"""


														return self.nir / self.red







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


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Tuple )      ->							int:


														"""simple docstring"""


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







'''simple docstring'''


from .configuration_bert_masked import MaskedBertConfig
from .modeling_bert_masked import (
    MaskedBertForMultipleChoice,
    MaskedBertForQuestionAnswering,
    MaskedBertForSequenceClassification,
    MaskedBertForTokenClassification,
    MaskedBertModel,
)
from .modules import *

