


# Imports
import numpy as np







class        UpperCamelCase__   :

     def __init__(     self       :   Tuple							,					UpperCamelCase__       :   Tuple=None							,					UpperCamelCase__       :   Dict=None							,					UpperCamelCase__       :   List[Any]=None							,					UpperCamelCase__       :   Tuple=None							,					UpperCamelCase__       :   str=None       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Dict							,					UpperCamelCase__       :   Dict=None							,					UpperCamelCase__       :   int=None							,					UpperCamelCase__       :   List[Any]=None							,					UpperCamelCase__       :   int=None							,					UpperCamelCase__       :   int=None       ):






          '''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   UpperCAmelCase__       (     self       :   Any							,					UpperCamelCase__       :   List[Any]=""							,					UpperCamelCase__       :   Dict=None							,					UpperCamelCase__       :   Optional[Any]=None							,					UpperCamelCase__       :   Dict=None							,					UpperCamelCase__       :   str=None							,					UpperCamelCase__       :   Any=None       ):






          '''simple docstring'''






          self.set_matricies(red=UpperCamelCase__							,					green=UpperCamelCase__							,					blue=UpperCamelCase__							,					red_edge=UpperCamelCase__							,					nir=UpperCamelCase__       )
          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   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[int]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Tuple       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[int]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   int       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   str       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Tuple       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[int]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Union[str, Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[str]							,					UpperCamelCase__       :   Union[str, Any]=0.08							,					UpperCamelCase__       :   Optional[int]=1.22							,					UpperCamelCase__       :   Union[str, Any]=0.03       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[int]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Tuple       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   int       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Tuple       ):






          '''simple docstring'''






          return self.nir - self.green

     def   UpperCAmelCase__       (     self       :   Dict       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[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   UpperCAmelCase__       (     self       :   Optional[int]							,					UpperCamelCase__       :   Optional[Any]=0.16       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[Any]							,					UpperCamelCase__       :   Any=0.5       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Optional[int]							,					UpperCamelCase__       :   Dict=None							,					UpperCamelCase__       :   int=None       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   int       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   str       ):






          '''simple docstring'''






          return self.nir / self.red

     def   UpperCAmelCase__       (     self       :   Union[str, Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Dict       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Union[str, Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   List[Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Dict       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   Tuple       ):






          '''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   UpperCAmelCase__       (     self       :   Union[str, Any]       ):






          '''simple docstring'''






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

     def   UpperCAmelCase__       (     self       :   int       ):






          '''simple docstring'''






          return self.nir / self.red

     def   UpperCAmelCase__       (     self       :   List[Any]       ):






          '''simple docstring'''






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







     def   UpperCAmelCase__       (     self       :   List[str]       ):






          '''simple docstring'''






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






from __future__ import annotations

import sys
from collections import deque
from typing import Generic, TypeVar

a					  =     TypeVar('T')







class        UpperCamelCase__   (	Generic[T]   ):
					__SCREAMING_SNAKE_CASE       :  deque[T]  # Cache store of keys
					__SCREAMING_SNAKE_CASE       :  set[T]  # References of the keys in cache
					__SCREAMING_SNAKE_CASE       :  int						=   10  # Maximum capacity of cache

					def __init__(     self       :   str							,					UpperCamelCase__       :   int       ):






										'''simple docstring'''






										lowercase_  							=			deque()
										lowercase_  							=			set()
										if not n:
															lowercase_  							=			sys.maxsize
										elif n < 0:
															raise ValueError("""n should be an integer greater than 0."""       )
										else:
															lowercase_  							=			n

					def   UpperCAmelCase__       (     self       :   Optional[int]							,					UpperCamelCase__       :   T       ):






										'''simple docstring'''






										if x not in self.key_reference:
															if len(self.dq_store       ) == LRUCache._MAX_CAPACITY:
																				lowercase_  							=			self.dq_store.pop()
																				self.key_reference.remove(UpperCamelCase__       )
										else:
															self.dq_store.remove(UpperCamelCase__       )

										self.dq_store.appendleft(UpperCamelCase__       )
										self.key_reference.add(UpperCamelCase__       )

					def   UpperCAmelCase__       (     self       :   List[Any]       ):






										'''simple docstring'''






										for k in self.dq_store:
															print(UpperCamelCase__       )







					def __repr__(     self       :   Optional[Any]       ):






										'''simple docstring'''






										return F'''LRUCache({self._MAX_CAPACITY}) => {list(self.dq_store       )}'''


if __name__ == "__main__":
							import doctest

							doctest.testmod()

							a					  =     LRUCache(4)
							lru_cache.refer('A')
							lru_cache.refer(2)
							lru_cache.refer(3)
							lru_cache.refer('A')
							lru_cache.refer(4)
							lru_cache.refer(5)
							lru_cache.display()

							print(lru_cache)
							assert str(lru_cache) == "LRUCache(4) => [5, 4, 'A', 3]"


