#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.Linq;
using System.Windows.Forms;
using HeuristicLab.Core;
using HeuristicLab.MainForm;
using HeuristicLab.MainForm.WindowsForms;
using HeuristicLab.Optimization;
using HeuristicLab.Optimization.Views;
using HeuristicLab.Optimizer;
namespace HeuristicLab.Problems.DataAnalysis.MenuItems {
internal class CreateEnsembleMenuItem : HeuristicLab.MainForm.WindowsForms.MenuItem, IOptimizerUserInterfaceItemProvider {
public override string Name {
get { return "Create &Solution Ensembles"; }
}
public override IEnumerable Structure {
get { return new string[] { "&Edit" }; }
}
public override int Position {
get { return 2500; }
}
public override string ToolTipText {
get { return "Create ensembles of data analysis solutions from the solutions in the current optimizer."; }
}
protected override void OnToolStripItemSet(EventArgs e) {
ToolStripItem.Enabled = false;
}
protected override void OnActiveViewChanged(object sender, EventArgs e) {
IContentView activeView = MainFormManager.MainForm.ActiveView as IContentView;
ToolStripItem.Enabled = GetDataAnalysisResults(activeView).Any();
}
protected override void OnViewChanged(object sender, EventArgs e) {
base.OnViewChanged(sender, e);
IContentView activeView = MainFormManager.MainForm.ActiveView as IContentView;
ToolStripItem.Enabled = GetDataAnalysisResults(activeView).Any();
}
public override void Execute() {
IContentView activeView = MainFormManager.MainForm.ActiveView as IContentView;
var solutionGroups = from pair in GetDataAnalysisResults(activeView)
group pair.Value by pair.Key into g
select g;
foreach (var group in solutionGroups) {
// check if all solutions in the group are either only regression or only classification solutions
if (group.All(s => s is IRegressionSolution)) {
// show all regression ensembles
// clone problemdata (N.B. this assumes all solutions are based on the same problem data!)
var problemData = (RegressionProblemData)group
.OfType()
.First()
.ProblemData.Clone();
var ensemble = new RegressionEnsembleSolution(problemData);
ensemble.Name = group.Key + " ensemble";
var nestedSolutions = group.OfType().SelectMany(e => e.RegressionSolutions);
var solutions = group.Where(s => !(s is RegressionEnsembleSolution)).OfType();
ensemble.AddRegressionSolutions(nestedSolutions.Concat(solutions));
MainFormManager.MainForm.ShowContent(ensemble);
} else if (group.All(s => s is IClassificationSolution)) {
// show all classification ensembles
var problemData = (ClassificationProblemData)group
.OfType()
.First()
.ProblemData.Clone();
var ensemble = new ClassificationEnsembleSolution(Enumerable.Empty(), problemData);
ensemble.Name = group.Key + " ensemble";
var nestedSolutions = group.OfType().SelectMany(e => e.ClassificationSolutions);
var solutions = group.Where(s => !(s is ClassificationEnsembleSolution)).OfType();
ensemble.AddClassificationSolutions(nestedSolutions.Concat(solutions));
MainFormManager.MainForm.ShowContent(ensemble);
}
}
}
private IEnumerable> GetDataAnalysisResults(IContentView view) {
var empty = Enumerable.Empty>();
if (view == null) return empty;
if (view.Content == null) return empty;
if (view.Locked) return empty;
var optimizer = view.Content as IOptimizer;
if (optimizer != null) return GetDataAnalysisResults(optimizer.Runs);
RunCollectionBubbleChartView bubbleChart;
var viewHost = view as ViewHost;
if (viewHost != null)
bubbleChart = viewHost.ActiveView as RunCollectionBubbleChartView;
else bubbleChart = view as RunCollectionBubbleChartView;
if (bubbleChart != null && bubbleChart.SelectedRuns.Any()) return GetDataAnalysisResults(bubbleChart.SelectedRuns);
return empty;
}
private IEnumerable> GetDataAnalysisResults(IEnumerable runs) {
var allResults = from r in runs
select r.Results;
return from r in allResults
from result in r
let s = result.Value as IDataAnalysisSolution
where s != null
select result;
}
}
}