text: #!/usr/bin/env python
  """
  Summary
  -------
  Provide the tester for Test Problem C
  """
  from ..problems import probtpc
  from math import sin, exp, sqrt
  from ..chnutils import dh
  
  
  df = 2
  
  def true_g(x):
      """
      Compute the expected values of a point.
  
      Parameters
      ----------
      x : tuple of int
          A feasible point
  
      Returns
      -------
      tuple of float
          The objective values
      """
      x = tuple(i/df for i in x)
      s = [sin(i) for i in x]
      chisquare = 1.0
      sum1 = [-10*chisquare*exp(-0.2*sqrt(x[i]**2 + x[i+1]**2)) for i in [0, 1]]
      sum2 = [chisquare*(pow(abs(x[i]), 0.8) + 5*pow(s[i], 3)) for i in [0, 1, 2]]
      obj1 = sum(sum1)
      obj2 = sum(sum2)
      return obj1, obj2
  
  
  def get_ranx0(rng):
      """
      Uniformly sample from the feasible space.
  
      Parameters
      ----------
      rng : prng.MRG32k3a object
  
      Returns
      -------
      x0 : tuple of int
          The randomly chosen point
      """
      xr = range(-5*df, 5*df + 1)
      x1 = rng.choice(xr)
      x2 = rng.choice(xr)
      x3 = rng.choice(xr)
      x0 = (x1, x2, x3)
      return x0
  
  
  class TPCTester(object):
      """
      Store useful data for working with Test Problem C.
  
      Attributes
      ----------
      ranorc : chnbase.Oracle class
      true_g : function
      soln : list of set of tuple of int
          The set of LES's which solve TPC locally
      get_ranx0 : function
      """
      def __init__(self):
          self.ranorc = probtpc.ProbTPC
          self.true_g = true_g
          self.soln = soln
          self.get_ranx0 = get_ranx0
  
      def metric(self, eles):
          """
          Compute a metric from a simulated solution to the true solution.
  
          Parameters
          ----------
          eles : set of tuple of numbers
              Simulated solution
  
          Returns
          -------
          float
              The performance metric
          """
          efrontier = []
          for point in eles:
              objs = self.true_g(point)
              efrontier.append(objs)
          distlist = []
          for les in self.soln:
              dist = dh(efrontier, les)
              distlist.append(dist)
          return min(distlist)
  
  
  soln = [{(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-12.124191460850021, -4.005560371321873), (-17.40818220681718, -3.5793569796239844)}, {(-11.280688021901707, -4.918860901673243), (-14.816364413634357, -3.5793569796239844), (-16.374615061559638, -1.9791161829547779), (-20.0, 0.0)}, {(-14.065696597405992, -1.3395039220492593), (-11.473878804223169, -4.918860901673243), (-12.253004128185811, -3.318620105004037), (-20.0, 0.0)}, {(-7.262810213332967, -2.496584292720245), (-7.444135831774321, -1.7657073137471477), (-20.0, 0.0), (-12.896298567757443, -1.1570803706709856), (-13.473488803943512, -0.42620339169788846), (-8.131393194811983, -1.3395039220492593)}, {(-20.0, 0.0), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-6.672991572311271, -6.258364823722503), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.164716709720746, -3.318620105004037), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-14.065696597405992, -1.3395039220492593), (-11.280688021901707, -4.918860901673243), (-12.164716709720746, -3.318620105004037), (-20.0, 0.0)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.253004128185811, -3.318620105004037), (-7.745011630169058, -6.258364823722503), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-17.40818220681718, -3.5793569796239844)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-13.372517286713464, -0.8050787779834598), (-20.0, 0.0), (-12.896298567757443, -1.1570803706709856), (-11.655400395303172, -4.73643735029497), (-12.849239255767326, -1.535955756956557), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-13.473488803943512, -0.42620339169788846)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-15.723690695217467, -3.9582323659095557), (-17.40818220681718, -3.5793569796239844), (-13.950693125342534, -7.158713959247969), (-15.160198872823193, -5.558473162578762)}, {(-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-12.849239255767326, -1.535955756956557), (-12.80902546431919, -2.4053195746526663), (-12.164716709720746, -3.318620105004037), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-16.374615061559638, -1.9791161829547779), (-6.672991572311271, -6.258364823722503), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-7.745011630169058, -6.258364823722503), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-7.262810213332967, -2.496584292720245), (-7.444135831774321, -1.7657073137471477), (-20.0, 0.0), (-12.896298567757443, -1.1570803706709856), (-13.473488803943512, -0.42620339169788846), (-8.131393194811983, -1.3395039220492593)}, {(-18.18730753077982, -1.9791161829547779), (-10.415016733609885, -8.498217881297228), (-11.513792343378576, -5.297736287958815), (-20.0, 0.0), (-10.950300520984303, -6.897977084628021), (-17.40818220681718, -3.5793569796239844)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-14.065696597405992, -1.3395039220492593), (-7.444135831774321, -1.7657073137471477), (-7.262810213332967, -2.496584292720245), (-20.0, 0.0)}, {(-17.40818220681718, -3.5793569796239844), (-18.18730753077982, -1.9791161829547779), (-7.93820241249052, -4.918860901673243), (-20.0, 0.0)}, {(-18.18730753077982, -1.9791161829547779), (-10.415016733609885, -8.498217881297228), (-11.513792343378576, -5.297736287958815), (-20.0, 0.0), (-10.950300520984303, -6.897977084628021), (-17.40818220681718, -3.5793569796239844)}, {(-7.262810213332967, -2.496584292720245), (-7.444135831774321, -1.7657073137471477), (-20.0, 0.0), (-12.896298567757443, -1.1570803706709856), (-13.473488803943512, -0.42620339169788846), (-8.131393194811983, -1.3395039220492593)}, {(-13.473488803943512, -0.42620339169788846), (-20.0, 0.0), (-12.896298567757443, -1.1570803706709856), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-13.372517286713464, -0.8050787779834598)}, {(-16.374615061559638, -1.9791161829547779), (-6.672991572311271, -6.258364823722503), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-14.065696597405992, -1.3395039220492593), (-6.866182354632733, -2.6790078440985186), (-20.0, 0.0)}, {(-10.415016733609885, -8.498217881297228), (-20.0, 0.0), (-11.513792343378576, -5.297736287958815), (-11.655400395303172, -4.73643735029497), (-10.950300520984303, -6.897977084628021), (-12.849239255767326, -1.535955756956557), (-12.80902546431919, -2.4053195746526663), (-12.253004128185811, -3.318620105004037), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-6.672991572311271, -6.258364823722503), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.253004128185811, -3.318620105004037), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-7.745011630169058, -6.258364823722503), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-7.745011630169058, -6.258364823722503), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-11.473878804223169, -4.918860901673243), (-17.40818220681718, -3.5793569796239844), (-18.18730753077982, -1.9791161829547779), (-20.0, 0.0)}, {(-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-12.849239255767326, -1.535955756956557), (-12.80902546431919, -2.4053195746526663), (-12.164716709720746, -3.318620105004037), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-11.280688021901707, -4.918860901673243), (-7.745011630169058, -6.258364823722503), (-17.40818220681718, -3.5793569796239844)}, {(-20.0, 0.0), (-12.849239255767326, -1.535955756956557), (-11.655400395303172, -4.73643735029497), (-12.80902546431919, -2.4053195746526663), (-12.28574743337305, -3.1361965536257634), (-12.124191460850021, -4.005560371321873), (-14.065696597405992, -1.3395039220492593)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-6.672991572311271, -6.258364823722503), (-11.473878804223169, -4.918860901673243), (-17.40818220681718, -3.5793569796239844)}, {(-18.18730753077982, -1.9791161829547779), (-10.415016733609885, -8.498217881297228), (-20.0, 0.0), (-15.723690695217467, -3.9582323659095557), (-17.40818220681718, -3.5793569796239844), (-13.950693125342534, -7.158713959247969), (-15.160198872823193, -5.558473162578762)}, {(-16.374615061559638, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-14.816364413634357, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-18.18730753077982, -1.9791161829547779), (-20.0, 0.0), (-11.473878804223169, -4.918860901673243), (-11.655400395303172, -4.73643735029497), (-17.40818220681718, -3.5793569796239844), (-12.124191460850021, -4.005560371321873)}, {(-11.473878804223169, -4.918860901673243), (-17.40818220681718, -3.5793569796239844), (-18.18730753077982, -1.9791161829547779), (-20.0, 0.0)}, {(-20.0, 0.0), (-12.849239255767326, 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