#region License Information /* HeuristicLab * Copyright (C) 2002-2012 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.Collections.Generic; using System.Drawing; using System.Linq; using System.Windows.Forms; using HeuristicLab.Common; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Views; using HeuristicLab.MainForm.WindowsForms; namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Views { public abstract partial class InteractiveSymbolicDataAnalysisSolutionSimplifierView : AsynchronousContentView { private Dictionary replacementNodes; private Dictionary nodeImpacts; private bool updateInProgress = false; public InteractiveSymbolicDataAnalysisSolutionSimplifierView() { InitializeComponent(); this.replacementNodes = new Dictionary(); this.nodeImpacts = new Dictionary(); this.Caption = "Interactive Solution Simplifier"; } public new ISymbolicDataAnalysisSolution Content { get { return (ISymbolicDataAnalysisSolution)base.Content; } set { base.Content = value; } } protected override void RegisterContentEvents() { base.RegisterContentEvents(); Content.ModelChanged += new EventHandler(Content_ModelChanged); Content.ProblemDataChanged += new EventHandler(Content_ProblemDataChanged); } protected override void DeregisterContentEvents() { base.DeregisterContentEvents(); Content.ModelChanged -= new EventHandler(Content_ModelChanged); Content.ProblemDataChanged -= new EventHandler(Content_ProblemDataChanged); } private void Content_ModelChanged(object sender, EventArgs e) { OnModelChanged(); } private void Content_ProblemDataChanged(object sender, EventArgs e) { OnProblemDataChanged(); } protected virtual void OnModelChanged() { this.CalculateReplacementNodesAndNodeImpacts(); } protected virtual void OnProblemDataChanged() { this.CalculateReplacementNodesAndNodeImpacts(); } protected override void OnContentChanged() { base.OnContentChanged(); this.CalculateReplacementNodesAndNodeImpacts(); this.viewHost.Content = this.Content; } private void CalculateReplacementNodesAndNodeImpacts() { if (Content != null && Content.Model != null && Content.ProblemData != null) { var tree = Content.Model.SymbolicExpressionTree; var replacementValues = CalculateReplacementValues(tree); foreach (var pair in replacementValues) { if (!(pair.Key is ConstantTreeNode)) { replacementNodes[pair.Key] = MakeConstantTreeNode(pair.Value); } } nodeImpacts = CalculateImpactValues(Content.Model.SymbolicExpressionTree); if (!updateInProgress) { // automatically fold all branches with impact = 1 List nodeList = Content.Model.SymbolicExpressionTree.Root.GetSubtree(0).IterateNodesPrefix().ToList(); foreach (var parent in nodeList) { for (int subTreeIndex = 0; subTreeIndex < parent.SubtreeCount; subTreeIndex++) { var child = parent.GetSubtree(subTreeIndex); if (!(child.Symbol is Constant) && nodeImpacts[child].IsAlmost(0.0)) { SwitchNodeWithReplacementNode(parent, subTreeIndex); } } } } // show only interesting part of solution if (tree.Root.SubtreeCount > 1) this.treeChart.Tree = new SymbolicExpressionTree(tree.Root); // RPB + ADFs else if (tree.Root.GetSubtree(0).SubtreeCount > 1) this.treeChart.Tree = new SymbolicExpressionTree(tree.Root); // RPB else this.treeChart.Tree = new SymbolicExpressionTree(tree.Root.GetSubtree(0).GetSubtree(0)); // 1st child of RPB this.PaintNodeImpacts(); } } protected abstract Dictionary CalculateReplacementValues(ISymbolicExpressionTree tree); protected abstract Dictionary CalculateImpactValues(ISymbolicExpressionTree tree); protected abstract void UpdateModel(ISymbolicExpressionTree tree); private ConstantTreeNode MakeConstantTreeNode(double value) { Constant constant = new Constant(); constant.MinValue = value - 1; constant.MaxValue = value + 1; ConstantTreeNode constantTreeNode = (ConstantTreeNode)constant.CreateTreeNode(); constantTreeNode.Value = value; return constantTreeNode; } private void treeChart_SymbolicExpressionTreeNodeDoubleClicked(object sender, MouseEventArgs e) { VisualSymbolicExpressionTreeNode visualTreeNode = (VisualSymbolicExpressionTreeNode)sender; var tree = Content.Model.SymbolicExpressionTree; foreach (SymbolicExpressionTreeNode treeNode in tree.IterateNodesPostfix()) { for (int i = 0; i < treeNode.SubtreeCount; i++) { ISymbolicExpressionTreeNode subTree = treeNode.GetSubtree(i); // only allow to replace nodes for which a replacement value is known (replacement value for ADF nodes are not available) if (subTree == visualTreeNode.SymbolicExpressionTreeNode && replacementNodes.ContainsKey(subTree)) { SwitchNodeWithReplacementNode(treeNode, i); // show only interesting part of solution if (tree.Root.SubtreeCount > 1) this.treeChart.Tree = new SymbolicExpressionTree(tree.Root); // RPB + ADFs else if (tree.Root.GetSubtree(0).SubtreeCount > 1) this.treeChart.Tree = new SymbolicExpressionTree(tree.Root); // RPB else this.treeChart.Tree = new SymbolicExpressionTree(tree.Root.GetSubtree(0).GetSubtree(0)); // 1st child of RPB updateInProgress = true; UpdateModel(tree); updateInProgress = false; return; // break all loops } } } } private void SwitchNodeWithReplacementNode(ISymbolicExpressionTreeNode parent, int subTreeIndex) { ISymbolicExpressionTreeNode subTree = parent.GetSubtree(subTreeIndex); parent.RemoveSubtree(subTreeIndex); if (replacementNodes.ContainsKey(subTree)) { var replacementNode = replacementNodes[subTree]; parent.InsertSubtree(subTreeIndex, replacementNode); // exchange key and value replacementNodes.Remove(subTree); replacementNodes.Add(replacementNode, subTree); } } private void PaintNodeImpacts() { var impacts = nodeImpacts.Values; double max = impacts.Max(); double min = impacts.Min(); foreach (ISymbolicExpressionTreeNode treeNode in Content.Model.SymbolicExpressionTree.IterateNodesPostfix()) { if (!(treeNode is ConstantTreeNode) && nodeImpacts.ContainsKey(treeNode)) { double impact = nodeImpacts[treeNode]; VisualSymbolicExpressionTreeNode visualTree = treeChart.GetVisualSymbolicExpressionTreeNode(treeNode); // impact = 0 if no change // impact < 0 if new solution is better // impact > 0 if new solution is worse if (impact < 0.0) { // min is guaranteed to be < 0 visualTree.FillColor = Color.FromArgb((int)(impact / min * 255), Color.Red); } else if (impact.IsAlmost(0.0)) { visualTree.FillColor = Color.White; } else { // max is guaranteed to be > 0 visualTree.FillColor = Color.FromArgb((int)(impact / max * 255), Color.Green); } visualTree.ToolTip += Environment.NewLine + "Node impact: " + impact; var constantReplacementNode = replacementNodes[treeNode] as ConstantTreeNode; if (constantReplacementNode != null) { visualTree.ToolTip += Environment.NewLine + "Replacement value: " + constantReplacementNode.Value; } } } this.PaintCollapsedNodes(); this.treeChart.Repaint(); } private void PaintCollapsedNodes() { foreach (ISymbolicExpressionTreeNode treeNode in Content.Model.SymbolicExpressionTree.IterateNodesPostfix()) { if (treeNode is ConstantTreeNode && replacementNodes.ContainsKey(treeNode)) this.treeChart.GetVisualSymbolicExpressionTreeNode(treeNode).LineColor = Color.DarkOrange; else { VisualSymbolicExpressionTreeNode visNode = treeChart.GetVisualSymbolicExpressionTreeNode(treeNode); if (visNode != null) visNode.LineColor = Color.Black; } } } private void btnSimplify_Click(object sender, EventArgs e) { SymbolicDataAnalysisExpressionTreeSimplifier simplifier = new SymbolicDataAnalysisExpressionTreeSimplifier(); var simplifiedExpressionTree = simplifier.Simplify(Content.Model.SymbolicExpressionTree); UpdateModel(simplifiedExpressionTree); } protected abstract void btnOptimizeConstants_Click(object sender, EventArgs e); } }