#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;
}
}
}