

# Imports
import numpy as np





class  __UpperCAmelCase					:



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



   def 	__magic_name__   (							self							:					Any,		__A							:					Optional[int]=None,		__A							:					Union[str, Any]=None,		__A							:					List[Any]=None,		__A							:					Any=None,		__A							:					str=None						):
     if red is not None:
       UpperCAmelCase	:							Tuple						=			red
     if green is not None:
       UpperCAmelCase	:							List[str]						=			green
     if blue is not None:
       UpperCAmelCase	:							List[Any]						=			blue
     if red_edge is not None:
       UpperCAmelCase	:							int						=			red_edge
     if nir is not None:
       UpperCAmelCase	:							Optional[int]						=			nir
     return True



   def 	__magic_name__   (							self							:					Tuple,		__A							:					Union[str, Any]="",		__A							:					List[Any]=None,		__A							:					List[Any]=None,		__A							:					Optional[Any]=None,		__A							:					int=None,		__A							:					List[Any]=None						):
     self.set_matricies(red=__A,		green=__A,		blue=__A,		red_edge=__A,		nir=__A						)
     UpperCAmelCase	:							List[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 	__magic_name__   (							self							:					List[str]						):
     return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))



   def 	__magic_name__   (							self							:					List[Any]						):
     return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
         (self.nir - self.red) / (self.nir + self.red)
     )



   def 	__magic_name__   (							self							:					List[str]						):
     return self.nir * (self.red / (self.green**2))



   def 	__magic_name__   (							self							:					str						):
     return (2 * self.green - self.red - self.blue) / (
         2 * self.green + self.red + self.blue
     )



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



   def 	__magic_name__   (							self							:					int						):
     return (self.nir - self.blue) / (self.nir + self.blue)



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



   def 	__magic_name__   (							self							:					Optional[Any]						):
     return (self.nir - self.green) / (self.nir + self.green)



   def 	__magic_name__   (							self							:					str						):
     return (self.nir - (self.green + self.blue)) / (
         self.nir + (self.green + self.blue)
     )



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



   def 	__magic_name__   (							self							:					Union[str, Any]						):
     return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))



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



   def 	__magic_name__   (							self							:					Tuple,		__A							:					Tuple=0.0_8,		__A							:					Optional[int]=1.2_2,		__A							:					Any=0.0_3						):
     return a * (
         (self.nir - a * self.red - b)
         / (a * self.nir + self.red - a * b + x * (1 + a**2))
     )



   def 	__magic_name__   (							self							:					List[str]						):
     return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)



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



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



   def 	__magic_name__   (							self							:					int						):
     return (self.red - self.blue) / self.red



   def 	__magic_name__   (							self							:					Tuple						):
     UpperCAmelCase	:							str						=			self.ndvi()
     return ((ndvi + 0.5) / (abs(ndvi + 0.5						))) * (abs(ndvi + 0.5						) ** (1 / 2))



   def 	__magic_name__   (							self							:					Tuple						):
     return self.nir - self.green



   def 	__magic_name__   (							self							:					List[Any]						):
     return 2.5 * (
         (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
     )



   def 	__magic_name__   (							self							:					Optional[Any]						):
     UpperCAmelCase	:							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 - 0.2_5 * n) - (self.red - 0.1_2_5) / (1 - self.red)



   def 	__magic_name__   (							self							:					Dict,		__A							:					List[Any]=0.1_6						):
     return (self.nir - self.green) / (self.nir + self.green + y)



   def 	__magic_name__   (							self							:					Tuple,		__A							:					Dict=0.5						):
     return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)



   def 	__magic_name__   (							self							:					Optional[int]						):
     return np.arctan(
         ((2 * self.red - self.green - self.blue) / 3_0.5) * (self.green - self.blue)						)



   def 	__magic_name__   (							self							:					List[str],		__A							:					Optional[int]=None,		__A							:					Any=None						):
     return (self.nir - b) / (a * self.red)



   def 	__magic_name__   (							self							:					List[str]						):
     return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)



   def 	__magic_name__   (							self							:					Optional[int]						):
     return (self.red + self.green + self.blue) / 3_0.5



   def 	__magic_name__   (							self							:					Optional[Any]						):
     return self.nir / self.red



   def 	__magic_name__   (							self							:					str						):
     return (self.rvi() - 1) / (self.rvi() + 1)



   def 	__magic_name__   (							self							:					Any						):
     return (
         (2 * self.nir + 1)
         - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
     ) / 2



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



   def 	__magic_name__   (							self							:					Tuple						):
     return self.nir / (self.nir + self.red + self.green)



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



   def 	__magic_name__   (							self							:					Dict						):
     return (self.green - self.red) / (self.green + self.red)



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



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



   def 	__magic_name__   (							self							:					Any						):
     return (2 * self.red - self.green - self.blue) / (self.green - self.blue)



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



   def 	__magic_name__   (							self							:					Optional[int]						):
     return (self.ndvi() + 0.5) ** (1 / 2)





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








import logging
import os

from .state import PartialState





class  __UpperCAmelCase					(	logging.LoggerAdapter						):



   @staticmethod
   def 	__magic_name__   (							__A							:					str						):
     UpperCAmelCase	:							Dict						=			PartialState()
     return not main_process_only or (main_process_only and state.is_main_process)





   def 	__magic_name__   (							self							:					Union[str, Any],		__A							:					Union[str, Any],		__A							:					Union[str, Any],		*__A							:					Optional[int],		**__A							:					Tuple						):
     if PartialState._shared_state == {}:
       raise RuntimeError(
           '''You must initialize the accelerate state by calling either `PartialState()` or `Accelerator()` before using the logging utility.'''						)
     UpperCAmelCase	:							List[str]						=			kwargs.pop('''main_process_only''',		__A						)
     UpperCAmelCase	:							int						=			kwargs.pop('''in_order''',		__A						)

     if self.isEnabledFor(__A						):
       if self._should_log(__A						):
         UpperCAmelCase			,						UpperCAmelCase	:							Dict						=			self.process(__A,		__A						)
         self.logger.log(__A,		__A,		*__A,		**__A						)

       elif in_order:
         UpperCAmelCase	:							Dict						=			PartialState()
         for i in range(state.num_processes						):
           if i == state.process_index:
             UpperCAmelCase			,						UpperCAmelCase	:							Optional[int]						=			self.process(__A,		__A						)
             self.logger.log(__A,		__A,		*__A,		**__A						)
           state.wait_for_everyone()






def       a__					(		UpperCAmelCase							:      str    ,			UpperCAmelCase							:      str = None      )  ->						Dict:
  if log_level is None:
    UpperCAmelCase	:							Union[str, Any]						=			os.environ.get('''ACCELERATE_LOG_LEVEL'''    ,			UpperCAmelCase      )
  UpperCAmelCase	:							Tuple						=			logging.getLogger(UpperCAmelCase      )
  if log_level is not None:
    logger.setLevel(log_level.upper()      )
    logger.root.setLevel(log_level.upper()      )
  return MultiProcessAdapter(UpperCAmelCase    ,			{}      )





