

'''simple docstring'''





import numpy as np





class 		__SCREAMING_SNAKE_CASE       :







				def __init__(					self    :		List[str]		,				UpperCAmelCase__    :		Dict=None		,				UpperCAmelCase__    :		str=None		,				UpperCAmelCase__    :		str=None		,				UpperCAmelCase__    :		List[str]=None		,				UpperCAmelCase__    :		Optional[Any]=None      ):
										'''simple docstring'''
										self.set_matricies(red=__UpperCamelCase		,				green=__UpperCamelCase		,				blue=__UpperCamelCase		,				red_edge=__UpperCamelCase		,				nir=__UpperCamelCase      )







				def    lowerCamelCase_  (					self    :		str		,				UpperCAmelCase__    :		Dict=None		,				UpperCAmelCase__    :		List[Any]=None		,				UpperCAmelCase__    :		List[Any]=None		,				UpperCAmelCase__    :		str=None		,				UpperCAmelCase__    :		int=None      ):
										'''simple docstring'''






										if red is not None:
																lowercase   :       Union[str, Any]								=red
										if green is not None:
																lowercase   :       Union[str, Any]								=green
										if blue is not None:
																lowercase   :       Any								=blue
										if red_edge is not None:
																lowercase   :       List[Any]								=red_edge
										if nir is not None:
																lowercase   :       List[str]								=nir
										return True







				def    lowerCamelCase_  (					self    :		Tuple		,				UpperCAmelCase__    :		List[str]=""		,				UpperCAmelCase__    :		Union[str, Any]=None		,				UpperCAmelCase__    :		List[Any]=None		,				UpperCAmelCase__    :		Optional[int]=None		,				UpperCAmelCase__    :		Optional[int]=None		,				UpperCAmelCase__    :		Dict=None      ):
										'''simple docstring'''
										self.set_matricies(red=__UpperCamelCase		,				green=__UpperCamelCase		,				blue=__UpperCamelCase		,				red_edge=__UpperCamelCase		,				nir=__UpperCamelCase      )
										lowercase   :       str								={
										    '''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    :		Any      ):
										'''simple docstring'''
										return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))







				def    lowerCamelCase_  (					self    :		Optional[Any]      ):
										'''simple docstring'''
										return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
										    (self.nir - self.red) / (self.nir + self.red)
										)







				def    lowerCamelCase_  (					self    :		Optional[int]      ):
										'''simple docstring'''
										return self.nir * (self.red / (self.green**2))







				def    lowerCamelCase_  (					self    :		int      ):
										'''simple docstring'''
										return (2 * self.green - self.red - self.blue) / (
										    2 * self.green + self.red + self.blue
										)







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return (self.nir - self.red) / (self.nir + self.red)







				def    lowerCamelCase_  (					self    :		Optional[Any]      ):
										'''simple docstring'''
										return (self.nir - self.blue) / (self.nir + self.blue)







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return (self.redEdge - self.red) / (self.redEdge + self.red)







				def    lowerCamelCase_  (					self    :		Optional[Any]      ):
										'''simple docstring'''
										return (self.nir - self.green) / (self.nir + self.green)







				def    lowerCamelCase_  (					self    :		Tuple      ):
										'''simple docstring'''
										return (self.nir - (self.green + self.blue)) / (
										    self.nir + (self.green + self.blue)
										)







				def    lowerCamelCase_  (					self    :		Optional[Any]      ):
										'''simple docstring'''
										return (self.nir - (self.green + self.red)) / (
										    self.nir + (self.green + self.red)
										)







				def    lowerCamelCase_  (					self    :		Union[str, Any]      ):
										'''simple docstring'''
										return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))







				def    lowerCamelCase_  (					self    :		Optional[int]      ):
										'''simple docstring'''
										return (self.nir - (self.green + self.red + self.blue)) / (
										    self.nir + (self.green + self.red + self.blue)
										)







				def    lowerCamelCase_  (					self    :		Optional[Any]		,				UpperCAmelCase__    :		List[str]=0.08		,				UpperCAmelCase__    :		Any=1.22		,				UpperCAmelCase__    :		Optional[int]=0.03      ):
										'''simple docstring'''
										return a * (
										    (self.nir - a * self.red - b)
										    / (a * self.nir + self.red - a * b + x * (1 + a**2))
										)







				def    lowerCamelCase_  (					self    :		List[Any]      ):
										'''simple docstring'''
										return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)







				def    lowerCamelCase_  (					self    :		List[Any]      ):
										'''simple docstring'''
										return (self.nir / self.green) - 1







				def    lowerCamelCase_  (					self    :		Any      ):
										'''simple docstring'''
										return (self.nir / self.redEdge) - 1







				def    lowerCamelCase_  (					self    :		Union[str, Any]      ):
										'''simple docstring'''
										return (self.red - self.blue) / self.red







				def    lowerCamelCase_  (					self    :		Tuple      ):
										'''simple docstring'''
										lowercase   :       Tuple								=self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5      ))) * (abs(ndvi + 0.5      ) ** (1 / 2))







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return self.nir - self.green







				def    lowerCamelCase_  (					self    :		Optional[int]      ):
										'''simple docstring'''
										return 2.5 * (
										    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
										)







				def    lowerCamelCase_  (					self    :		int      ):
										'''simple docstring'''
										lowercase   :       Optional[int]								=(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 - 0.1_25) / (1 - self.red)







				def    lowerCamelCase_  (					self    :		Dict		,				UpperCAmelCase__    :		Union[str, Any]=0.16      ):
										'''simple docstring'''
										return (self.nir - self.green) / (self.nir + self.green + y)







				def    lowerCamelCase_  (					self    :		Optional[Any]		,				UpperCAmelCase__    :		Optional[int]=0.5      ):
										'''simple docstring'''
										return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)







				def    lowerCamelCase_  (					self    :		List[Any]      ):
										'''simple docstring'''
										return np.arctan(
										    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)      )







				def    lowerCamelCase_  (					self    :		Dict		,				UpperCAmelCase__    :		int=None		,				UpperCAmelCase__    :		Dict=None      ):
										'''simple docstring'''
										return (self.nir - b) / (a * self.red)







				def    lowerCamelCase_  (					self    :		List[Any]      ):
										'''simple docstring'''
										return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)







				def    lowerCamelCase_  (					self    :		Optional[Any]      ):
										'''simple docstring'''
										return (self.red + self.green + self.blue) / 30.5







				def    lowerCamelCase_  (					self    :		int      ):
										'''simple docstring'''
										return self.nir / self.red







				def    lowerCamelCase_  (					self    :		Union[str, Any]      ):
										'''simple docstring'''
										return (self.rvi() - 1) / (self.rvi() + 1)







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return (
										    (2 * self.nir + 1)
										    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
										) / 2







				def    lowerCamelCase_  (					self    :		str      ):
										'''simple docstring'''
										return self.green / (self.nir + self.red + self.green)







				def    lowerCamelCase_  (					self    :		List[str]      ):
										'''simple docstring'''
										return self.nir / (self.nir + self.red + self.green)







				def    lowerCamelCase_  (					self    :		Optional[int]      ):
										'''simple docstring'''
										return self.red / (self.nir + self.red + self.green)







				def    lowerCamelCase_  (					self    :		List[Any]      ):
										'''simple docstring'''
										return (self.green - self.red) / (self.green + self.red)







				def    lowerCamelCase_  (					self    :		str      ):
										'''simple docstring'''
										return (self.red - self.green) / (self.red + self.green)







				def    lowerCamelCase_  (					self    :		int      ):
										'''simple docstring'''
										lowercase   :       List[Any]								=np.max([np.max(self.red      ), np.max(self.green      ), np.max(self.blue      )]      )
										lowercase   :       Optional[int]								=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[str]      ):
										'''simple docstring'''
										return (2 * self.red - self.green - self.blue) / (self.green - self.blue)







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return self.nir / self.red







				def    lowerCamelCase_  (					self    :		Dict      ):
										'''simple docstring'''
										return (self.ndvi() + 0.5) ** (1 / 2)







				def    lowerCamelCase_  (					self    :		Tuple      ):
										'''simple docstring'''
										return (self.nir - self.redEdge) / (self.nir + self.redEdge)








'''simple docstring'''





# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

# this script dumps information about the environment

import os
import platform
import sys


UpperCamelCase_							=					"""3"""

print("""Python version:""", sys.version)

print("""OS platform:""", platform.platform())
print("""OS architecture:""", platform.machine())

try:
							import torch

							print("""Torch version:""", torch.__version__)
							print("""Cuda available:""", torch.cuda.is_available())
							print("""Cuda version:""", torch.version.cuda)
							print("""CuDNN version:""", torch.backends.cudnn.version())
							print("""Number of GPUs available:""", torch.cuda.device_count())
except ImportError:
							print("""Torch version:""", None)

try:
							import transformers

							print("""transformers version:""", transformers.__version__)
except ImportError:
							print("""transformers version:""", None)





