
"""simple docstring"""







import dataclasses
import json
import sys
import types
from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError
from copy import copy
from enum import Enum
from inspect import isclass
from pathlib import Path
from typing import Any, Callable, Dict, Iterable, List, Literal, NewType, Optional, Tuple, Union, get_type_hints

import yaml


lowerCamelCase__           =	NewType("""DataClass""", Any)
lowerCamelCase__           =	NewType("""DataClassType""", Any)
def 					__lowerCAmelCase       (_UpperCamelCase	):
 if isinstance(_UpperCamelCase ,						_UpperCamelCase	):
  return v
 if v.lower() in ("yes", "true", "t", "y", "1"):
  return True
 elif v.lower() in ("no", "false", "f", "n", "0"):
  return False
 else:
  raise ArgumentTypeError(
      F"Truthy value expected: got {v} but expected one of yes/no, true/false, t/f, y/n, 1/0 (case insensitive)."	)
def 					__lowerCAmelCase       (_UpperCamelCase	):
 __lowerCAmelCase    :		Optional[Any]		    =   {str(_UpperCamelCase	): choice for choice in choices}
 return lambda _UpperCamelCase	: str_to_choice.get(_UpperCamelCase ,						_UpperCamelCase	)
def 					__lowerCAmelCase       (*,
    _UpperCamelCase = None ,						_UpperCamelCase = None ,						_UpperCamelCase = dataclasses.MISSING ,						_UpperCamelCase = dataclasses.MISSING ,						_UpperCamelCase = None ,						**_UpperCamelCase ,						):
 if metadata is None:
  # Important, don't use as default param in function signature because dict is mutable and shared across function calls
  __lowerCAmelCase    :		Tuple		    =   {}
 if aliases is not None:
  __lowerCAmelCase    :		Dict		    =   aliases
 if help is not None:
  __lowerCAmelCase    :		Optional[Any]		    =   help

 return dataclasses.field(metadata=_UpperCamelCase ,						default=_UpperCamelCase ,						default_factory=_UpperCamelCase ,						**_UpperCamelCase	)




class 				A__ (			lowercase__):
  A_		: Union[str, Any]            =			4_2

  def __init__(   self ,	_SCREAMING_SNAKE_CASE ,	**_SCREAMING_SNAKE_CASE				):
   # To make the default appear when using --help
   if "formatter_class" not in kwargs:
    __lowerCAmelCase    :		Dict		    =   ArgumentDefaultsHelpFormatter
   super().__init__(**UpperCAmelCase__				)
   if dataclasses.is_dataclass(UpperCAmelCase__				):
    __lowerCAmelCase    :		List[str]		    =   [dataclass_types]
   __lowerCAmelCase    :		Any		    =   list(UpperCAmelCase__				)
   for dtype in self.dataclass_types:
    self._add_dataclass_arguments(UpperCAmelCase__				)

  @staticmethod
  def 							__lowerCamelCase							(   _SCREAMING_SNAKE_CASE ,	_SCREAMING_SNAKE_CASE				):
   __lowerCAmelCase    :		Optional[int]		    =   f"--{field.name}"
   __lowerCAmelCase    :		Optional[int]		    =   field.metadata.copy()
   # field.metadata is not used at all by Data Classes,
   # it is provided as a third-party extension mechanism.
   if isinstance(field.type ,	UpperCAmelCase__				):
    raise RuntimeError(
        'Unresolved type detected, which should have been done with the help of '
        '`typing.get_type_hints` method by default'				)

   __lowerCAmelCase    :		Dict		    =   kwargs.pop('aliases' ,	[]				)
   if isinstance(UpperCAmelCase__ ,	UpperCAmelCase__				):
    __lowerCAmelCase    :		Dict		    =   [aliases]

   __lowerCAmelCase    :		Union[str, Any]		    =   getattr(field.type ,	'__origin__' ,	field.type				)
   if origin_type is Union or (hasattr(UpperCAmelCase__ ,	'UnionType'				) and isinstance(UpperCAmelCase__ ,	types.UnionType				)):
    if str not in field.type.__args__ and (
        len(field.type.__args__				) != 2 or type(UpperCAmelCase__				) not in field.type.__args__
    ):
     raise ValueError(
         'Only `Union[X, NoneType]` (i.e., `Optional[X]`) is allowed for `Union` because'
         ' the argument parser only supports one type per argument.'
         f" Problem encountered in field \'{field.name}\'."				)
    if type(UpperCAmelCase__				) not in field.type.__args__:
     # filter `str` in Union
     __lowerCAmelCase    :		Optional[int]		    =   field.type.__args__[0] if field.type.__args__[1] == str else field.type.__args__[1]
     __lowerCAmelCase    :		Union[str, Any]		    =   getattr(field.type ,	'__origin__' ,	field.type				)
    elif bool not in field.type.__args__:
     # filter `NoneType` in Union (except for `Union[bool, NoneType]`)
     __lowerCAmelCase    :		Dict		    =   (
         field.type.__args__[0] if isinstance(UpperCAmelCase__ ,	field.type.__args__[1]				) else field.type.__args__[1]
     )
     __lowerCAmelCase    :		Optional[int]		    =   getattr(field.type ,	'__origin__' ,	field.type				)

        # A variable to store kwargs for a boolean field, if needed
        # so that we can init a `no_*` complement argument (see below)
   __lowerCAmelCase    :		Union[str, Any]		    =   {}
   if origin_type is Literal or (isinstance(field.type ,	UpperCAmelCase__				) and issubclass(field.type ,	UpperCAmelCase__				)):
    if origin_type is Literal:
     __lowerCAmelCase    :		Tuple		    =   field.type.__args__
    else:
     __lowerCAmelCase    :		Optional[Any]		    =   [x.value for x in field.type]

    __lowerCAmelCase    :		str		    =   make_choice_type_function(kwargs['choices']				)

    if field.default is not dataclasses.MISSING:
     __lowerCAmelCase    :		List[Any]		    =   field.default
    else:
     __lowerCAmelCase    :		List[str]		    =   True
   elif field.type is bool or field.type == Optional[bool]:
    # Copy the currect kwargs to use to instantiate a `no_*` complement argument below.
    # We do not initialize it here because the `no_*` alternative must be instantiated after the real argument
    __lowerCAmelCase    :		Optional[Any]		    =   copy(UpperCAmelCase__				)

    # Hack because type=bool in argparse does not behave as we want.
    __lowerCAmelCase    :		str		    =   string_to_bool
    if field.type is bool or (field.default is not None and field.default is not dataclasses.MISSING):
     # Default value is False if we have no default when of type bool.
     __lowerCAmelCase    :		List[str]		    =   False if field.default is dataclasses.MISSING else field.default
     # This is the value that will get picked if we don't include --field_name in any way
     __lowerCAmelCase    :		int		    =   default
     # This tells argparse we accept 0 or 1 value after --field_name
     __lowerCAmelCase    :		List[str]		    =   '''?'''
     # This is the value that will get picked if we do --field_name (without value)
     __lowerCAmelCase    :		str		    =   True
   elif isclass(UpperCAmelCase__				) and issubclass(UpperCAmelCase__ ,	UpperCAmelCase__				):
    __lowerCAmelCase    :		int		    =   field.type.__args__[0]
    __lowerCAmelCase    :		Optional[int]		    =   '''+'''
    if field.default_factory is not dataclasses.MISSING:
     __lowerCAmelCase    :		List[str]		    =   field.default_factory()
    elif field.default is dataclasses.MISSING:
     __lowerCAmelCase    :		Union[str, Any]		    =   True
   else:
    __lowerCAmelCase    :		List[Any]		    =   field.type
    if field.default is not dataclasses.MISSING:
     __lowerCAmelCase    :		Any		    =   field.default
    elif field.default_factory is not dataclasses.MISSING:
     __lowerCAmelCase    :		Dict		    =   field.default_factory()
    else:
     __lowerCAmelCase    :		List[str]		    =   True
   parser.add_argument(UpperCAmelCase__ ,	*UpperCAmelCase__ ,	**UpperCAmelCase__				)

   # Add a complement `no_*` argument for a boolean field AFTER the initial field has already been added.
   # Order is important for arguments with the same destination!
   # We use a copy of earlier kwargs because the original kwargs have changed a lot before reaching down
   # here and we do not need those changes/additional keys.
   if field.default is True and (field.type is bool or field.type == Optional[bool]):
    __lowerCAmelCase    :		List[Any]		    =   False
    parser.add_argument(f"--no_{field.name}" ,	action='store_false' ,	dest=field.name ,	**UpperCAmelCase__				)

  def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE				):
   if hasattr(UpperCAmelCase__ ,	'_argument_group_name'				):
    __lowerCAmelCase    :		List[Any]		    =   self.add_argument_group(dtype._argument_group_name				)
   else:
    __lowerCAmelCase    :		str		    =   self

   try:
    __lowerCAmelCase    :		Dict[str, type]		    =   get_type_hints(UpperCAmelCase__				)
   except NameError:
    raise RuntimeError(
        f"Type resolution failed for {dtype}. Try declaring the class in global scope or "
        'removing line of `from __future__ import annotations` which opts in Postponed '
        'Evaluation of Annotations (PEP 563)'				)
   except TypeError as ex:
    # Remove this block when we drop Python 3.9 support
    if sys.version_info[:2] < (3, 10) and "unsupported operand type(s) for |" in str(UpperCAmelCase__				):
     __lowerCAmelCase    :		Dict		    =   '''.'''.join(map(UpperCAmelCase__ ,	sys.version_info[:3]				)				)
     raise RuntimeError(
         f"Type resolution failed for {dtype} on Python {python_version}. Try removing "
         'line of `from __future__ import annotations` which opts in union types as '
         '`X | Y` (PEP 604) via Postponed Evaluation of Annotations (PEP 563). To '
         'support Python versions that lower than 3.10, you need to use '
         '`typing.Union[X, Y]` instead of `X | Y` and `typing.Optional[X]` instead of '
         '`X | None`.'				) from ex
    raise

   for field in dataclasses.fields(UpperCAmelCase__				):
    if not field.init:
     continue
    __lowerCAmelCase    :		int		    =   type_hints[field.name]
    self._parse_dataclass_field(UpperCAmelCase__ ,	UpperCAmelCase__				)

  def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=False ,	_SCREAMING_SNAKE_CASE=True ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	):

   if args_file_flag or args_filename or (look_for_args_file and len(sys.argv				)):
    __lowerCAmelCase    :		Optional[Any]		    =   []

    if args_filename:
     args_files.append(Path(UpperCAmelCase__				)				)
    elif look_for_args_file and len(sys.argv				):
     args_files.append(Path(sys.argv[0]				).with_suffix('.args'				)				)

    # args files specified via command line flag should overwrite default args files so we add them last
    if args_file_flag:
     # Create special parser just to extract the args_file_flag values
     __lowerCAmelCase    :		int		    =   ArgumentParser()
     args_file_parser.add_argument(UpperCAmelCase__ ,	type=UpperCAmelCase__ ,	action='append'				)

     # Use only remaining args for further parsing (remove the args_file_flag)
     __lowerCAmelCase    :		Any		    =   args_file_parser.parse_known_args(args=UpperCAmelCase__				)
     __lowerCAmelCase    :		str		    =   vars(UpperCAmelCase__				).get(args_file_flag.lstrip('-'				) ,	UpperCAmelCase__				)

     if cmd_args_file_paths:
      args_files.extend([Path(UpperCAmelCase__				) for p in cmd_args_file_paths]				)

    __lowerCAmelCase    :		List[Any]		    =   []
    for args_file in args_files:
     if args_file.exists():
      file_args += args_file.read_text().split()

            # in case of duplicate arguments the last one has precedence
            # args specified via the command line should overwrite args from files, so we add them last
    __lowerCAmelCase    :		Optional[Any]		    =   file_args + args if args is not None else file_args + sys.argv[1:]
   __lowerCAmelCase    :		Union[str, Any]		    =   self.parse_known_args(args=UpperCAmelCase__				)
   __lowerCAmelCase    :		Union[str, Any]		    =   []
   for dtype in self.dataclass_types:
    __lowerCAmelCase    :		int		    =   {f.name for f in dataclasses.fields(UpperCAmelCase__				) if f.init}
    __lowerCAmelCase    :		int		    =   {k: v for k, v in vars(UpperCAmelCase__				).items() if k in keys}
    for k in keys:
     delattr(UpperCAmelCase__ ,	UpperCAmelCase__				)
    __lowerCAmelCase    :		Union[str, Any]		    =   dtype(**UpperCAmelCase__				)
    outputs.append(UpperCAmelCase__				)
   if len(namespace.__dict__				) > 0:
    # additional namespace.
    outputs.append(UpperCAmelCase__				)
   if return_remaining_strings:
    return (*outputs, remaining_args)
   else:
    if remaining_args:
     raise ValueError(f"Some specified arguments are not used by the HfArgumentParser: {remaining_args}"				)

    return (*outputs,)

  def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE ,	_SCREAMING_SNAKE_CASE = False				):
   __lowerCAmelCase    :		List[str]		    =   set(args.keys()				)
   __lowerCAmelCase    :		Dict		    =   []
   for dtype in self.dataclass_types:
    __lowerCAmelCase    :		int		    =   {f.name for f in dataclasses.fields(UpperCAmelCase__				) if f.init}
    __lowerCAmelCase    :		Dict		    =   {k: v for k, v in args.items() if k in keys}
    unused_keys.difference_update(inputs.keys()				)
    __lowerCAmelCase    :		str		    =   dtype(**UpperCAmelCase__				)
    outputs.append(UpperCAmelCase__				)
   if not allow_extra_keys and unused_keys:
    raise ValueError(f"Some keys are not used by the HfArgumentParser: {sorted(UpperCAmelCase__				)}"				)
   return tuple(UpperCAmelCase__				)

  def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE ,	_SCREAMING_SNAKE_CASE = False				):
   with open(Path(UpperCAmelCase__				) ,	encoding='utf-8'				) as open_json_file:
    __lowerCAmelCase    :		str		    =   json.loads(open_json_file.read()				)
   __lowerCAmelCase    :		Tuple		    =   self.parse_dict(UpperCAmelCase__ ,	allow_extra_keys=UpperCAmelCase__				)
   return tuple(UpperCAmelCase__				)







  def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE ,	_SCREAMING_SNAKE_CASE = False				):
   __lowerCAmelCase    :		Union[str, Any]		    =   self.parse_dict(yaml.safe_load(Path(UpperCAmelCase__				).read_text()				) ,	allow_extra_keys=UpperCAmelCase__				)
   return tuple(UpperCAmelCase__				)

"""simple docstring"""







# Imports
import numpy as np




class 				A__ :

		def __init__(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			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 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			if red is not None:
				__lowerCAmelCase    :		Optional[int]		    =   red
			if green is not None:
				__lowerCAmelCase    :		Any		    =   green
			if blue is not None:
				__lowerCAmelCase    :		str		    =   blue
			if red_edge is not None:
				__lowerCAmelCase    :		Dict		    =   red_edge
			if nir is not None:
				__lowerCAmelCase    :		Dict		    =   nir
			return True

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE="" ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			self.set_matricies(red=_SCREAMING_SNAKE_CASE ,	green=_SCREAMING_SNAKE_CASE ,	blue=_SCREAMING_SNAKE_CASE ,	red_edge=_SCREAMING_SNAKE_CASE ,	nir=_SCREAMING_SNAKE_CASE				)
			__lowerCAmelCase    :		Optional[int]		    =   {
			    '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				):
			return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))

		def 							__lowerCamelCase							(   self				):
			return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
			    (self.nir - self.red) / (self.nir + self.red)
			)

		def 							__lowerCamelCase							(   self				):
			return self.nir * (self.red / (self.green**2))

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

		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.red) / (self.nir + self.red)

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

		def 							__lowerCamelCase							(   self				):
			return (self.redEdge - self.red) / (self.redEdge + self.red)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.green) / (self.nir + self.green)

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

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.green + self.red)) / (
			    self.nir + (self.green + self.red)
			)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))

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

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.08 ,	_SCREAMING_SNAKE_CASE=1.22 ,	_SCREAMING_SNAKE_CASE=0.03				):
			return a * (
			    (self.nir - a * self.red - b)
			    / (a * self.nir + self.red - a * b + x * (1 + a**2))
			)

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

		def 							__lowerCamelCase							(   self				):
			return (self.nir / self.green) - 1

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

		def 							__lowerCamelCase							(   self				):
			return (self.red - self.blue) / self.red

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		Dict		    =   self.ndvi()
			return ((ndvi + 0.5) / (abs(ndvi + 0.5				))) * (abs(ndvi + 0.5				) ** (1 / 2))

		def 							__lowerCamelCase							(   self				):
			return self.nir - self.green

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

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		Optional[Any]		    =   (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 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.16				):
			return (self.nir - self.green) / (self.nir + self.green + y)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.5				):
			return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)

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

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			return (self.nir - b) / (a * self.red)

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

		def 							__lowerCamelCase							(   self				):
			return (self.red + self.green + self.blue) / 30.5

		def 							__lowerCamelCase							(   self				):
			return self.nir / self.red

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

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

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

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

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

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

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

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		List[Any]		    =   np.max([np.max(self.red				), np.max(self.green				), np.max(self.blue				)]				)
			__lowerCAmelCase    :		Dict		    =   np.min([np.min(self.red				), np.min(self.green				), np.min(self.blue				)]				)
			return (max_value - min_value) / max_value

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

		def 							__lowerCamelCase							(   self				):
			return self.nir / self.red

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







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