
import numpy as np





class       __A:

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

					def    lowercase__      (	self					:     List[Any]   ,					__UpperCamelCase					:     Optional[int]=None   ,					__UpperCamelCase					:     List[Any]=None   ,					__UpperCamelCase					:     Optional[Any]=None   ,					__UpperCamelCase					:     int=None   ,					__UpperCamelCase					:     Any=None   ):

												if red is not None:
																			lowerCamelCase_							  =					red
												if green is not None:
																			lowerCamelCase_							  =					green
												if blue is not None:
																			lowerCamelCase_							  =					blue
												if red_edge is not None:
																			lowerCamelCase_							  =					red_edge
												if nir is not None:
																			lowerCamelCase_							  =					nir
												return True

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

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

					def    lowercase__      (	self					:     Optional[Any]   ):
												return self.nir * (self.red / (self.green**2))

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

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

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

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

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

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

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

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

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

					def    lowercase__      (	self					:     List[str]   ,					__UpperCamelCase					:     List[str]=0.08   ,					__UpperCamelCase					:     Dict=1.22   ,					__UpperCamelCase					:     int=0.03   ):
												return a * (
												    (self.nir - a * self.red - b)
												    / (a * self.nir + self.red - a * b + x * (1 + a**2))
												)

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

					def    lowercase__      (	self					:     List[Any]   ):
												return (self.nir / self.green) - 1

					def    lowercase__      (	self					:     Union[str, Any]   ):
												return (self.nir / self.redEdge) - 1

					def    lowercase__      (	self					:     Any   ):
												return (self.red - self.blue) / self.red

					def    lowercase__      (	self					:     str   ):
												lowerCamelCase_							  =					self.ndvi()
												return ((ndvi + 0.5) / (abs(ndvi + 0.5   ))) * (abs(ndvi + 0.5   ) ** (1 / 2))

					def    lowercase__      (	self					:     Optional[Any]   ):
												return self.nir - self.green

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

					def    lowercase__      (	self					:     Union[str, Any]   ):
												lowerCamelCase_							  =					(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    lowercase__      (	self					:     Dict   ,					__UpperCamelCase					:     Union[str, Any]=0.16   ):
												return (self.nir - self.green) / (self.nir + self.green + y)

					def    lowercase__      (	self					:     Tuple   ,					__UpperCamelCase					:     Optional[int]=0.5   ):
												return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)

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

					def    lowercase__      (	self					:     List[str]   ,					__UpperCamelCase					:     List[Any]=None   ,					__UpperCamelCase					:     Union[str, Any]=None   ):
												return (self.nir - b) / (a * self.red)

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

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

					def    lowercase__      (	self					:     List[Any]   ):
												return self.nir / self.red

					def    lowercase__      (	self					:     Union[str, Any]   ):
												return (self.rvi() - 1) / (self.rvi() + 1)

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

					def    lowercase__      (	self					:     List[str]   ):
												return self.green / (self.nir + self.red + self.green)

					def    lowercase__      (	self					:     List[str]   ):
												return self.nir / (self.nir + self.red + self.green)

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

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

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

					def    lowercase__      (	self					:     Union[str, Any]   ):
												lowerCamelCase_							  =					np.max([np.max(self.red   ), np.max(self.green   ), np.max(self.blue   )]   )
												lowerCamelCase_							  =					np.min([np.min(self.red   ), np.min(self.green   ), np.min(self.blue   )]   )
												return (max_value - min_value) / max_value

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

					def    lowercase__      (	self					:     List[str]   ):
												return self.nir / self.red

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



					def    lowercase__      (	self					:     Optional[int]   ):
												return (self.nir - self.redEdge) / (self.nir + self.redEdge)







import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_torch


if is_torch_available():
		import torch

		from transformers.generation import DisjunctiveConstraint





@require_torch
class       __A(				unittest.TestCase       ):

					def    lowercase__      (	self					:     Optional[Any]   ):
												# For consistency across different places the DisjunctiveConstraint is called,
												# dc.token_ids is a list of integers. It is also initialized only by integers.

												lowerCamelCase_							  =					[[1, 2, 4], [1, 2, 3, 4]]
												lowerCamelCase_							  =					DisjunctiveConstraint(__UpperCamelCase   )
												self.assertTrue(isinstance(dc.token_ids   ,					__UpperCamelCase   )   )

												with self.assertRaises(__UpperCamelCase   ):
																			DisjunctiveConstraint(torch.LongTensor([[1, 2, 4], [1, 2, 3]]   )   )

												with self.assertRaises(__UpperCamelCase   ):
																			DisjunctiveConstraint([torch.LongTensor([1, 2, 4]   ), torch.LongTensor([1, 2, 3, 4, 5]   )]   )

					def    lowercase__      (	self					:     List[Any]   ):
												# We can't have constraints that are complete subsets of another. This leads to a preverse
												# interpretation of "constraint fulfillment": does generating [1,2,3] fulfill the constraint?
												# It would mean that it generated [1,2] which fulfills it, but it's in the middle of potentially
												# fulfilling [1,2,3,4]. If we believe that [1,2,3] does fulfill the constraint, then the algorithm
												# will necessarily never reach [1,2,3,4], giving users a false sense of control (better to just not allow it).
												lowerCamelCase_							  =					[[1, 2], [1, 2, 3, 4]]

												with self.assertRaises(__UpperCamelCase   ):
																			DisjunctiveConstraint(__UpperCamelCase   )  # fails here

					def    lowercase__      (	self					:     Union[str, Any]   ):
												lowerCamelCase_							  =					[[1, 2, 3], [1, 2, 4]]

												lowerCamelCase_							  =					DisjunctiveConstraint(__UpperCamelCase   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(1   )
												lowerCamelCase_							  =					stepped is True and completed is False and reset is False
												self.assertTrue(__UpperCamelCase   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.current_seq == [1]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(2   )
												lowerCamelCase_							  =					stepped is True and completed is False and reset is False
												self.assertTrue(__UpperCamelCase   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.current_seq == [1, 2]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(3   )
												lowerCamelCase_							  =					stepped is True and completed is True and reset is False
												self.assertTrue(__UpperCamelCase   )
												self.assertTrue(dc.completed   )  # Completed!
												self.assertTrue(dc.current_seq == [1, 2, 3]   )



					def    lowercase__      (	self					:     Tuple   ):
												lowerCamelCase_							  =					[[1, 2, 3], [1, 2, 4, 5], [1, 2, 5]]

												lowerCamelCase_							  =					DisjunctiveConstraint(__UpperCamelCase   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(1   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.current_seq == [1]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(2   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.current_seq == [1, 2]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(4   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.current_seq == [1, 2, 4]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(5   )
												self.assertTrue(dc.completed   )  # Completed!
												self.assertTrue(dc.current_seq == [1, 2, 4, 5]   )

												dc.reset()

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(1   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.remaining() == 3   )
												self.assertTrue(dc.current_seq == [1]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(2   )
												self.assertTrue(not dc.completed   )
												self.assertTrue(dc.remaining() == 2   )
												self.assertTrue(dc.current_seq == [1, 2]   )

												lowerCamelCase_  ,   lowerCamelCase_  ,   lowerCamelCase_							  =					dc.update(5   )
												self.assertTrue(dc.completed   )  # Completed!
												self.assertTrue(dc.remaining() == 0   )
												self.assertTrue(dc.current_seq == [1, 2, 5]   )





