#region License Information /* HeuristicLab * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab 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 General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Data; using System.Drawing; using System.Linq; using System.Text; using System.Windows.Forms; using System.Windows.Forms.DataVisualization.Charting; using HeuristicLab.Core.Views; using HeuristicLab.MainForm; using System.Drawing.Imaging; namespace HeuristicLab.Problems.MultiObjectiveTestFunctions { [View("Scatter Plot")] [Content(typeof(IMOFrontModel))] public partial class MOQualitiesScatterPlotView : ItemView { private const string QUALITIES = "Qualities"; private const string PARETO_FRONT = "Best Known Pareto Front"; private Series qualitySeries; private Series paretoSeries; private int xDim = 0; private int yDim = 1; int objectives = -1; public new IMOFrontModel Content { get { return (IMOFrontModel)base.Content; } set { base.Content = value; } } public MOQualitiesScatterPlotView() : base() { InitializeComponent(); BuildEmptySeries(); //start with qualities toggled ON qualitySeries.Points.AddXY(0, 0); this.chart.TextAntiAliasingQuality = TextAntiAliasingQuality.High; this.chart.AxisViewChanged += new EventHandler(chart_AxisViewChanged); //configure axis this.chart.CustomizeAllChartAreas(); this.chart.ChartAreas[0].AxisX.Title = "Objective " + xDim; this.chart.ChartAreas[0].CursorX.IsUserSelectionEnabled = true; this.chart.ChartAreas[0].AxisX.ScaleView.Zoomable = true; this.chart.ChartAreas[0].CursorX.Interval = 1; this.chart.ChartAreas[0].CursorY.Interval = 1; this.chart.ChartAreas[0].AxisY.Title = "Objective " + yDim; this.chart.ChartAreas[0].CursorY.IsUserSelectionEnabled = true; this.chart.ChartAreas[0].AxisY.ScaleView.Zoomable = true; this.chart.ChartAreas[0].AxisY.IsStartedFromZero = true; } protected override void RegisterContentEvents() { base.RegisterContentEvents(); this.chart.GetToolTipText += new System.EventHandler(this.Chart_GetToolTipText); } protected override void DeregisterContentEvents() { base.DeregisterContentEvents(); this.chart.GetToolTipText -= new System.EventHandler(this.Chart_GetToolTipText); } private void Chart_GetToolTipText(object sender, ToolTipEventArgs e) { if (e.HitTestResult.ChartElementType == ChartElementType.LegendItem) { if (e.HitTestResult.Series == paretoSeries && (Content.ParetoFront == null || Content.ParetoFront.Length == 0)) { e.Text = "No optimal pareto front is available for this problem with this number of objectives"; } if (e.HitTestResult.Series == paretoSeries && (xDim >= Content.Objectives || yDim >= Content.Objectives)) { e.Text = "The optimal pareto front can only be displayed in Objective Space"; } } // Check selected chart element and set tooltip text if (e.HitTestResult.ChartElementType == ChartElementType.DataPoint) { int i = e.HitTestResult.PointIndex; StringBuilder toolTippText = new StringBuilder(); DataPoint qp = e.HitTestResult.Series.Points[i]; toolTippText.Append("Objective " + xDim + " = " + qp.XValue + "\n"); toolTippText.Append("Objective " + yDim + " = " + qp.YValues[0]); Series s = e.HitTestResult.Series; if (s.Equals(this.chart.Series[QUALITIES])) { double[] dp = Content.Solutions[i]; toolTippText.Append("\nSolution: {"); for (int j = 0; j < dp.Length; j++) { toolTippText.Append(dp[j]); toolTippText.Append(";"); } toolTippText.Remove(toolTippText.Length - 1, 1); toolTippText.Append("}"); e.Text = toolTippText.ToString(); } } } protected override void OnContentChanged() { base.OnContentChanged(); if (Content == null) return; if (objectives != Content.Objectives) { AddMenuItems(); objectives = Content.Objectives; } if (Content.ParetoFront == null && chart.Series.Contains(paretoSeries)) { Series s = this.chart.Series[PARETO_FRONT]; paretoSeries = null; this.chart.Series.Remove(s); } else if (Content.ParetoFront != null && !chart.Series.Contains(paretoSeries)) { this.chart.Series.Add(PARETO_FRONT); paretoSeries = this.chart.Series[PARETO_FRONT]; this.chart.Series[PARETO_FRONT].LegendText = PARETO_FRONT; this.chart.Series[PARETO_FRONT].ChartType = SeriesChartType.FastPoint; } UpdateChart(); } private void UpdateChart() { if (InvokeRequired) Invoke((Action)UpdateChart); else { if (Content != null) { this.UpdateSeries(); if (!this.chart.Series.Any(s => s.Points.Count > 0)) this.ClearChart(); } } } private void UpdateCursorInterval() { var estimatedValues = this.chart.Series[QUALITIES].Points.Select(x => x.XValue).DefaultIfEmpty(1.0); var targetValues = this.chart.Series[QUALITIES].Points.Select(x => x.YValues[0]).DefaultIfEmpty(1.0); double estimatedValuesRange = estimatedValues.Max() - estimatedValues.Min(); double targetValuesRange = targetValues.Max() - targetValues.Min(); double interestingValuesRange = Math.Min(Math.Max(targetValuesRange, 1.0), Math.Max(estimatedValuesRange, 1.0)); double digits = (int)Math.Log10(interestingValuesRange) - 3; double zoomInterval = Math.Max(Math.Pow(10, digits), 10E-5); this.chart.ChartAreas[0].CursorX.Interval = zoomInterval; this.chart.ChartAreas[0].CursorY.Interval = zoomInterval; this.chart.ChartAreas[0].AxisX.ScaleView.SmallScrollSize = zoomInterval; this.chart.ChartAreas[0].AxisY.ScaleView.SmallScrollSize = zoomInterval; this.chart.ChartAreas[0].AxisX.ScaleView.SmallScrollMinSizeType = DateTimeIntervalType.Number; this.chart.ChartAreas[0].AxisX.ScaleView.SmallScrollMinSize = zoomInterval; this.chart.ChartAreas[0].AxisY.ScaleView.SmallScrollMinSizeType = DateTimeIntervalType.Number; this.chart.ChartAreas[0].AxisY.ScaleView.SmallScrollMinSize = zoomInterval; if (digits < 0) { this.chart.ChartAreas[0].AxisX.LabelStyle.Format = "F" + (int)Math.Abs(digits); this.chart.ChartAreas[0].AxisY.LabelStyle.Format = "F" + (int)Math.Abs(digits); } else { this.chart.ChartAreas[0].AxisX.LabelStyle.Format = "F0"; this.chart.ChartAreas[0].AxisY.LabelStyle.Format = "F0"; } } private void UpdateSeries() { if (InvokeRequired) Invoke((Action)UpdateSeries); else { if (this.chart.Series.Contains(qualitySeries) && qualitySeries.Points.Count() != 0) { fillSeries(Content.Qualities, Content.Solutions, qualitySeries); } if (this.chart.Series.Contains(paretoSeries) && paretoSeries.Points.Count() != 0) { fillSeries(Content.ParetoFront, null, paretoSeries); } double minX = Double.MaxValue; double maxX = Double.MinValue; double minY = Double.MaxValue; double maxY = Double.MinValue; foreach (Series s in this.chart.Series) { if (s.Points.Count == 0) continue; minX = Math.Min(minX, s.Points.Select(p => p.XValue).Min()); maxX = Math.Max(maxX, s.Points.Select(p => p.XValue).Max()); minY = Math.Min(minY, s.Points.Select(p => p.YValues.Min()).Min()); maxY = Math.Max(maxY, s.Points.Select(p => p.YValues.Max()).Max()); } maxX = maxX + 0.2 * Math.Abs(maxX); minX = minX - 0.2 * Math.Abs(minX); maxY = maxY + 0.2 * Math.Abs(maxY); minY = minY - 0.2 * Math.Abs(minY); double interestingValuesRangeX = maxX - minX; double interestingValuesRangeY = maxY - minY; int digitsX = Math.Max(0, 3 - (int)Math.Log10(interestingValuesRangeX)); int digitsY = Math.Max(0, 3 - (int)Math.Log10(interestingValuesRangeY)); maxX = Math.Round(maxX, digitsX); minX = Math.Round(minX, digitsX); maxY = Math.Round(maxY, digitsY); minY = Math.Round(minY, digitsY); if (minX > maxX) { minX = 0; maxX = 1; } if (minY > maxY) { minY = 0; maxY = 1; } this.chart.ChartAreas[0].AxisX.Maximum = maxX; this.chart.ChartAreas[0].AxisX.Minimum = minX; this.chart.ChartAreas[0].AxisY.Maximum = maxY; this.chart.ChartAreas[0].AxisY.Minimum = minY; UpdateCursorInterval(); } } private void ClearChart() { if (chart.Series.Contains(qualitySeries)) chart.Series.Remove(qualitySeries); if (chart.Series.Contains(paretoSeries)) chart.Series.Remove(paretoSeries); BuildEmptySeries(); } private void ToggleSeriesData(Series series) { if (series.Points.Count > 0) { //checks if series is shown series.Points.Clear(); } else if (Content != null) { switch (series.Name) { case PARETO_FRONT: fillSeries(Content.ParetoFront, null, this.chart.Series[PARETO_FRONT]); break; case QUALITIES: fillSeries(Content.Qualities, Content.Solutions, this.chart.Series[QUALITIES]); break; } } } private void chart_MouseDown(object sender, MouseEventArgs e) { HitTestResult result = chart.HitTest(e.X, e.Y); if (result.ChartElementType == ChartElementType.LegendItem) { this.ToggleSeriesData(result.Series); } } private void chart_MouseMove(object sender, MouseEventArgs e) { HitTestResult result = chart.HitTest(e.X, e.Y); if (result.ChartElementType == ChartElementType.LegendItem) this.Cursor = Cursors.Hand; else this.Cursor = Cursors.Default; } private void chart_AxisViewChanged(object sender, System.Windows.Forms.DataVisualization.Charting.ViewEventArgs e) { this.chart.ChartAreas[0].AxisX.ScaleView.Size = e.NewSize; this.chart.ChartAreas[0].AxisY.ScaleView.Size = e.NewSize; } private void chart_CustomizeLegend(object sender, CustomizeLegendEventArgs e) { if (this.chart.Series.Contains(qualitySeries)) e.LegendItems[0].Cells[1].ForeColor = this.chart.Series[QUALITIES].Points.Count == 0 ? Color.Gray : Color.Black; if (this.chart.Series.Contains(paretoSeries)) e.LegendItems[1].Cells[1].ForeColor = this.chart.Series[PARETO_FRONT].Points.Count == 0 ? Color.Gray : Color.Black; } private void AddMenuItems() { chooseDimensionToolStripMenuItem.DropDownItems.Clear(); chooseYDimensionToolStripMenuItem.DropDownItems.Clear(); if (Content == null) { return; } int i = 0; for (; i < Content.Objectives; i++) { //add Menu Points ToolStripMenuItem xItem = makeMenuItem("X", "Objective " + i, i); ToolStripMenuItem yItem = makeMenuItem("Y", "Objective " + i, i); xItem.Click += new System.EventHandler(this.XMenu_Click); yItem.Click += new System.EventHandler(this.YMenu_Click); chooseDimensionToolStripMenuItem.DropDownItems.Add(xItem); chooseYDimensionToolStripMenuItem.DropDownItems.Add(yItem); } for (; i < Content.Solutions[0].Length + Content.Objectives; i++) { ToolStripMenuItem xItem = makeMenuItem("X", "ProblemDimension " + (i - Content.Objectives), i); ToolStripMenuItem yItem = makeMenuItem("Y", "ProblemDimension " + (i - Content.Objectives), i); ; xItem.Click += new System.EventHandler(this.XMenu_Click); yItem.Click += new System.EventHandler(this.YMenu_Click); chooseDimensionToolStripMenuItem.DropDownItems.Add(xItem); chooseYDimensionToolStripMenuItem.DropDownItems.Add(yItem); } } private ToolStripMenuItem makeMenuItem(String axis, String label, int i) { ToolStripMenuItem xItem = new ToolStripMenuItem(); xItem.Name = "obj" + i; xItem.Size = new System.Drawing.Size(269, 38); xItem.Text = label; return xItem; } private void YMenu_Click(object sender, EventArgs e) { ToolStripMenuItem item = (ToolStripMenuItem)sender; yDim = Int32.Parse(item.Name.Remove(0, 3)); String label = item.Text; this.chooseYDimensionToolStripMenuItem.Text = label; this.chart.ChartAreas[0].AxisY.Title = label; UpdateChart(); } private void XMenu_Click(object sender, EventArgs e) { ToolStripMenuItem item = (ToolStripMenuItem)sender; xDim = Int32.Parse(item.Name.Remove(0, 3)); String label = item.Text; this.chooseDimensionToolStripMenuItem.Text = label; this.chart.ChartAreas[0].AxisX.Title = label; UpdateChart(); } private void fillSeries(double[][] qualities, double[][] solutions, Series series) { series.Points.Clear(); if (qualities == null || qualities.Length == 0) return; int jx = xDim - qualities[0].Length; int jy = yDim - qualities[0].Length; if ((jx >= 0 || jy >= 0) && solutions == null) { return; } for (int i = 0; i < qualities.Length; i++) { //Assumtion: Columnwise double[] d = qualities[i]; double[] q = null; if (jx >= 0 || jy >= 0) { q = solutions[i]; } series.Points.AddXY(jx < 0 ? d[xDim] : q[jx], jy < 0 ? d[yDim] : q[jy]); } } private void BuildEmptySeries() { this.chart.Series.Add(QUALITIES); qualitySeries = this.chart.Series[QUALITIES]; this.chart.Series[QUALITIES].LegendText = QUALITIES; this.chart.Series[QUALITIES].ChartType = SeriesChartType.FastPoint; this.chart.Series.Add(PARETO_FRONT); paretoSeries = this.chart.Series[PARETO_FRONT]; paretoSeries.Color = Color.FromArgb(100, Color.Orange); this.chart.Series[PARETO_FRONT].LegendText = PARETO_FRONT; this.chart.Series[PARETO_FRONT].ChartType = SeriesChartType.FastPoint; } } }