/** * Copyright (C) 2001-2017 by RapidMiner and the contributors * * Complete list of developers available at our web site: * * http://rapidminer.com * * This program is free software: you can redistribute it and/or modify it under the terms of the * GNU Affero General Public License as published by the Free Software Foundation, either version 3 * of the License, or (at your option) any later version. * * This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without * even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU * Affero General Public License for more details. * * You should have received a copy of the GNU Affero General Public License along with this program. * If not, see http://www.gnu.org/licenses/. */ package com.rapidminer.tools.math.optimization.ec.es; import com.rapidminer.datatable.SimpleDataTable; import com.rapidminer.datatable.SimpleDataTableRow; import com.rapidminer.gui.plotter.ScatterPlotter; import com.rapidminer.gui.plotter.SimplePlotterDialog; import com.rapidminer.tools.Tools; /** * Plots the current generation's Pareto set. * * @author Ingo Mierswa */ public class PopulationPlotter implements PopulationOperator { /** The plotter. */ private SimplePlotterDialog plotter = null; /** The data table containing the individuals criteria data. */ private SimpleDataTable criteriaDataTable = null; @Override public void operate(Population pop) { if (pop.getNumberOfIndividuals() == 0) { return; } // init data table if (criteriaDataTable == null) { this.criteriaDataTable = createDataTable(pop); } // fill data table int numberOfCriteria = fillDataTable(this.criteriaDataTable, pop); // create plotter if (plotter == null) { plotter = new SimplePlotterDialog(null, criteriaDataTable, -1, -1, true, false); plotter.setCreateOtherPlottersEnabled(false); if (numberOfCriteria == 1) { plotter.setXAxis(0); plotter.plotColumn(0, true); } else if (numberOfCriteria == 2) { plotter.setXAxis(0); plotter.plotColumn(1, true); } else if (numberOfCriteria > 2) { plotter.setXAxis(0); plotter.setYAxis(1); plotter.plotColumn(2, true); } plotter.setPointType(ScatterPlotter.POINTS); plotter.setVisible(true); } } public SimpleDataTable createDataTable(Population pop) { double[] prototype = pop.get(0).getFitnessValues(); String[] names = new String[prototype.length]; for (int i = 0; i < names.length; i++) { names[i] = "criterion" + i; } SimpleDataTable dataTable = new SimpleDataTable("Population", names); return dataTable; } public int fillDataTable(SimpleDataTable dataTable, Population pop) { dataTable.clear(); int numberOfCriteria = 0; for (int i = 0; i < pop.getNumberOfIndividuals(); i++) { StringBuffer id = new StringBuffer(i + " ("); double[] currentFitness = pop.get(i).getFitnessValues(); numberOfCriteria = Math.max(numberOfCriteria, currentFitness.length); double[] data = new double[currentFitness.length]; for (int d = 0; d < data.length; d++) { data[d] = currentFitness[d]; if (d != 0) { id.append(", "); } id.append(Tools.formatNumber(data[d])); } id.append(")"); dataTable.add(new SimpleDataTableRow(data, id.toString())); } return numberOfCriteria; } public void setCreateOtherPlottersEnabled(boolean enabled) { this.plotter.setCreateOtherPlottersEnabled(enabled); } }