





'''simple docstring'''

import numpy as np






class    UpperCAmelCase	:
 def __init__(				self      :int						,       lowercase_      :List[Any]=None						,       lowercase_      :Any=None						,       lowercase_      :Optional[Any]=None						,       lowercase_      :Optional[int]=None						,       lowercase_      :Optional[Any]=None							)->							int:
     self.set_matricies(red=SCREAMING_SNAKE_CASE_						,       green=SCREAMING_SNAKE_CASE_						,       blue=SCREAMING_SNAKE_CASE_						,       red_edge=SCREAMING_SNAKE_CASE_						,       nir=SCREAMING_SNAKE_CASE_							)
 def      UpperCAmelCase_							(				self      :Union[str, Any]						,       lowercase_      :Tuple=None						,       lowercase_      :List[str]=None						,       lowercase_      :Dict=None						,       lowercase_      :Any=None						,       lowercase_      :List[str]=None							)->							Optional[int]:
     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      UpperCAmelCase_							(				self      :str						,       lowercase_      :int=""						,       lowercase_      :str=None						,       lowercase_      :Any=None						,       lowercase_      :Any=None						,       lowercase_      :List[str]=None						,       lowercase_      :Tuple=None							)->							int:
     self.set_matricies(red=SCREAMING_SNAKE_CASE_						,       green=SCREAMING_SNAKE_CASE_						,       blue=SCREAMING_SNAKE_CASE_						,       red_edge=SCREAMING_SNAKE_CASE_						,       nir=SCREAMING_SNAKE_CASE_							)
     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      UpperCAmelCase_							(				self      :List[Any]							)->							Union[str, Any]:
     return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))
 def      UpperCAmelCase_							(				self      :Optional[Any]							)->							List[str]:
     return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
         (self.nir - self.red) / (self.nir + self.red)
     )
 def      UpperCAmelCase_							(				self      :List[str]							)->							List[Any]:
     return self.nir * (self.red / (self.green**2))
 def      UpperCAmelCase_							(				self      :Dict							)->							int:
     return (2 * self.green - self.red - self.blue) / (
         2 * self.green + self.red + self.blue
     )
 def      UpperCAmelCase_							(				self      :int							)->							List[str]:
     return (self.nir - self.red) / (self.nir + self.red)
 def      UpperCAmelCase_							(				self      :List[str]							)->							Tuple:
     return (self.nir - self.blue) / (self.nir + self.blue)
 def      UpperCAmelCase_							(				self      :List[Any]							)->							Union[str, Any]:
     return (self.redEdge - self.red) / (self.redEdge + self.red)
 def      UpperCAmelCase_							(				self      :Union[str, Any]							)->							Any:
     return (self.nir - self.green) / (self.nir + self.green)
 def      UpperCAmelCase_							(				self      :str							)->							List[str]:
     return (self.nir - (self.green + self.blue)) / (
         self.nir + (self.green + self.blue)
     )
 def      UpperCAmelCase_							(				self      :Any							)->							Any:
     return (self.nir - (self.green + self.red)) / (
         self.nir + (self.green + self.red)
     )
 def      UpperCAmelCase_							(				self      :List[Any]							)->							Dict:
     return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))
 def      UpperCAmelCase_							(				self      :Optional[int]							)->							Dict:
     return (self.nir - (self.green + self.red + self.blue)) / (
         self.nir + (self.green + self.red + self.blue)
     )
 def      UpperCAmelCase_							(				self      :int						,       lowercase_      :str=0.0_8						,       lowercase_      :List[str]=1.2_2						,       lowercase_      :Optional[Any]=0.0_3							)->							str:
     return a * (
         (self.nir - a * self.red - b)
         / (a * self.nir + self.red - a * b + x * (1 + a**2))
     )
 def      UpperCAmelCase_							(				self      :Dict							)->							List[Any]:
     return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)
 def      UpperCAmelCase_							(				self      :str							)->							Any:
     return (self.nir / self.green) - 1
 def      UpperCAmelCase_							(				self      :Optional[int]							)->							int:
     return (self.nir / self.redEdge) - 1
 def      UpperCAmelCase_							(				self      :Any							)->							Tuple:
     return (self.red - self.blue) / self.red
 def      UpperCAmelCase_							(				self      :List[Any]							)->							int:
     A__				=			self.ndvi()
     return ((ndvi + 0.5) / (abs(ndvi + 0.5							))) * (abs(ndvi + 0.5							) ** (1 / 2))
 def      UpperCAmelCase_							(				self      :List[Any]							)->							Tuple:
     return self.nir - self.green
 def      UpperCAmelCase_							(				self      :int							)->							str:
     return 2.5 * (
         (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
     )
 def      UpperCAmelCase_							(				self      :Optional[Any]							)->							Optional[int]:
     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      UpperCAmelCase_							(				self      :str						,       lowercase_      :Optional[int]=0.1_6							)->							Optional[int]:
     return (self.nir - self.green) / (self.nir + self.green + y)
 def      UpperCAmelCase_							(				self      :Optional[Any]						,       lowercase_      :str=0.5							)->							Optional[Any]:
     return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)
 def      UpperCAmelCase_							(				self      :List[Any]							)->							Dict:
     return np.arctan(
         ((2 * self.red - self.green - self.blue) / 3_0.5) * (self.green - self.blue)							)
 def      UpperCAmelCase_							(				self      :Any						,       lowercase_      :Any=None						,       lowercase_      :Optional[Any]=None							)->							Optional[int]:
     return (self.nir - b) / (a * self.red)
 def      UpperCAmelCase_							(				self      :List[str]							)->							Dict:
     return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)
 def      UpperCAmelCase_							(				self      :str							)->							Union[str, Any]:
     return (self.red + self.green + self.blue) / 3_0.5
 def      UpperCAmelCase_							(				self      :List[Any]							)->							int:
     return self.nir / self.red
 def      UpperCAmelCase_							(				self      :Optional[Any]							)->							int:
     return (self.rvi() - 1) / (self.rvi() + 1)
 def      UpperCAmelCase_							(				self      :Any							)->							str:
     return (
         (2 * self.nir + 1)
         - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
     ) / 2
 def      UpperCAmelCase_							(				self      :Tuple							)->							str:
     return self.green / (self.nir + self.red + self.green)
 def      UpperCAmelCase_							(				self      :List[Any]							)->							List[str]:
     return self.nir / (self.nir + self.red + self.green)
 def      UpperCAmelCase_							(				self      :int							)->							List[str]:
     return self.red / (self.nir + self.red + self.green)
 def      UpperCAmelCase_							(				self      :Tuple							)->							List[str]:
     return (self.green - self.red) / (self.green + self.red)
 def      UpperCAmelCase_							(				self      :Union[str, Any]							)->							str:
     return (self.red - self.green) / (self.red + self.green)
 def      UpperCAmelCase_							(				self      :int							)->							str:
     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      UpperCAmelCase_							(				self      :Optional[int]							)->							Optional[Any]:
     return (2 * self.red - self.green - self.blue) / (self.green - self.blue)
 def      UpperCAmelCase_							(				self      :int							)->							str:
     return self.nir / self.red
 def      UpperCAmelCase_							(				self      :Optional[int]							)->							str:
     return (self.ndvi() + 0.5) ** (1 / 2)



 def      UpperCAmelCase_							(				self      :List[str]							)->							Dict:
     return (self.nir - self.redEdge) / (self.nir + self.redEdge)








"""simple docstring"""







from typing import Union

import fire
import torch
from tqdm import tqdm

def 				UpperCamelCase_    (    lowerCAmelCase__      :				str    ,   lowerCAmelCase__      :				str = "cpu"    ,   lowerCAmelCase__      :				Union[str, None] = None						)						->   None:

  """simple docstring"""




  lowerCAmelCase_   :				Any								= torch.load(lowerCAmelCase__    ,   map_location=lowerCAmelCase__						)
  for k, v in tqdm(state_dict.items()						):
    if not isinstance(lowerCAmelCase__    ,   torch.Tensor						):
      raise TypeError('FP16 conversion only works on paths that are saved state dicts, like pytorch_model.bin'						)
    lowerCAmelCase_   :				str								= v.half()
  if save_path is None:  # overwrite src_path
    lowerCAmelCase_   :				Dict								= src_path
  torch.save(lowerCAmelCase__    ,   lowerCAmelCase__						)


if __name__ == "__main__":
     fire.Fire(convert)





