dhadka

from executioner.salib import *
from SALib.sample import saltelli
from SALib.analyze import sobol

problem = {
  'num_vars': 11,
  'names': ['x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11'], 
  'bounds': [[0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], 
             [0, 1], [0, 1], [0, 1]]
}

dhadka

import java.util.Comparator;
import java.util.HashMap;
import java.util.Iterator;
import java.util.Map;
import java.util.Properties;
import java.util.concurrent.Semaphore;

import org.apache.commons.math3.random.MersenneTwister;
import org.apache.commons.math3.random.RandomAdaptor;
import org.apache.commons.math3.random.SynchronizedRandomGenerator;

dhadka

dhadka

	public class ScaledProblem implements Problem {
		
		private final Problem problem;
		
		private final double[] factors;
		
		public ScaledProblem(Problem problem, double base) {
			super();
			this.problem = problem;
			

dhadka

	private Algorithm newNSGAIII(TypedProperties properties, Problem problem) {
		int divisionsOuter = 4;
		int divisionsInner = 0;
		
		if (properties.contains("divisionsOuter") && properties.contains("divisionsInner")) {
			divisionsOuter = (int)properties.getDouble("divisionsOuter", 4);
			divisionsInner = (int)properties.getDouble("divisionsInner", 0);
		} else if (properties.contains("divisions")){
			divisionsOuter = (int)properties.getDouble("divisions", 4);
		} else if (problem.getNumberOfObjectives() == 1) {

dhadka

dhadka

//  FPGAFitnessComparator.java
//
//  Author:
//       Antonio J. Nebro <antonio@lcc.uma.es>
//       Juan J. Durillo <durillo@lcc.uma.es>
//
//  Copyright (c) 2011 Antonio J. Nebro, Juan J. Durillo
//
//  This program is free software: you can redistribute it and/or modify
//  it under the terms of the GNU Lesser General Public License as published by

dhadka

import java.io.BufferedReader;
import java.io.File;
import java.io.FileReader;
import java.io.IOException;
import java.io.PrintWriter;
import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.ExecutionException;

dhadka

        Instrumenter instrumenter = new Instrumenter()
                .withProblem("UF1")
                .withFrequency(100)
                .attachApproximationSetCollector();

        new Executor()
                .withProblem("UF1")
                .withAlgorithm("NSGAII")
                .withMaxEvaluations(10000)
                .withInstrumenter(instrumenter)

dhadka

/* Copyright 2009-2016 David Hadka
 *
 * This file is part of the MOEA Framework.
 *
 * The MOEA Framework is free software: you can redistribute it and/or modify
 * it under the terms of the GNU Lesser General Public License as published by
 * the Free Software Foundation, either version 3 of the License, or (at your
 * option) any later version.
 *
 * The MOEA Framework is distributed in the hope that it will be useful, but