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source: branches/2258_IslandALPS/IslandALPS/3.3/GroupedLayerOperator.cs @ 16433

Last change on this file since 16433 was 13686, checked in by pkuelzer, 9 years ago

#2558
Refactoring
Added an Offspring Selection version of island alps

File size: 5.1 KB
Line 
1using System.Linq;
2using HeuristicLab.Analysis;
3using HeuristicLab.Common;
4using HeuristicLab.Core;
5using HeuristicLab.Data;
6using HeuristicLab.Operators;
7using HeuristicLab.Optimization;
8using HeuristicLab.Parameters;
9using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
10
11namespace HeuristicLab.Algorithms.IslandALPS {
12  /// <summary>
13  ///   An Operator which creates a Subscope and then copies the layers from each island grouped by Layernumber into the new
14  ///   scope. Then the operator executes the specified Operator on each group and afterwards deletes the created scope.
15  ///   G        newScope - G
16  ///   /|\          /\     /|\
17  ///   I I I  =>    L1 L2  I I I
18  ///   / \                 / \
19  ///   L1  L2              L1 L2
20  /// </summary>
21  [Item("GroupedLayerOperator", "")]
22  [StorableClass]
23  public class GroupedLayerOperator : InstrumentedOperator {
24    [StorableConstructor]
25    public GroupedLayerOperator(bool deserializing) : base(deserializing) {}
26
27    public GroupedLayerOperator(GroupedLayerOperator original, Cloner cloner) : base(original, cloner) {}
28
29    public GroupedLayerOperator() {
30      Parameters.Add(new ScopeParameter("CurrentScope", "The current scope where the operator gets executed."));
31      Parameters.Add(new OperatorParameter("Operator", "The operator which should be applied on all grouped scopes."));
32      //add results colletion to save the list of group result in
33    }
34
35    private ScopeParameter CurrentScopeParameter {
36      get { return (ScopeParameter) Parameters["CurrentScope"]; }
37    }
38
39    private OperatorParameter OperatorParameter {
40      get { return (OperatorParameter) Parameters["Operator"]; }
41    }
42
43    public IScope CurrentScope {
44      get { return CurrentScopeParameter.ActualValue; }
45    }
46
47    public IOperator Operator {
48      get { return OperatorParameter.Value; }
49      set { OperatorParameter.Value = value; }
50    }
51
52    private IScope GroupScope {
53      get {
54        if (CurrentScope.Variables.ContainsKey("GroupScope")) {
55          return CurrentScope.Variables["GroupScope"].Value as IScope;
56        }
57        var scope = new Scope();
58        CurrentScope.Variables.Add(new Variable("GroupScope", scope));
59        return scope;
60      }
61    }
62
63    public override IDeepCloneable Clone(Cloner cloner) {
64      return new GroupedLayerOperator(this, cloner);
65    }
66
67    public override IOperation InstrumentedApply() {
68      //create the subscope where the individuals get copied to.
69      var scope = GroupScope;
70      //descend to find the scope with individuals to copy
71      foreach (var islandScope in CurrentScope.SubScopes) {
72        var numScope = 0;
73        foreach (var layerScope in islandScope.SubScopes) {
74          //copy the individuals to the apropriate group (based on order in the ScopeTree, e.g. first layer into first group)
75          IScope analyzerScope;
76          if (scope.SubScopes.Count <= numScope) {
77            if (!scope.SubScopes.Any()) {
78              analyzerScope = new Scope();
79              var rc = new ResultCollection();
80              analyzerScope.Variables.Add(new Variable("GroupResults", rc));
81              analyzerScope.Variables.Add(new Variable("LayerNumber", new IntValue(numScope)));
82            }
83            else {
84              analyzerScope = scope.SubScopes.First().Clone() as IScope;
85              var rc = (ResultCollection) analyzerScope.Variables["GroupResults"].Value;
86              ClearHistoryRecursively(rc);
87              analyzerScope.Variables["LayerNumber"].Value = new IntValue(numScope);
88              //TODO: let a result collector update the lookups ?
89            }
90
91            scope.SubScopes.Add(analyzerScope);
92          }
93          else {
94            analyzerScope = scope.SubScopes[numScope];
95          }
96          //delete old individuals
97          analyzerScope.SubScopes.Clear();
98          foreach (var individual in layerScope.SubScopes) {
99            analyzerScope.SubScopes.Add(individual.Clone() as IScope);
100          }
101          numScope++;
102        }
103      }
104
105      //execute the operator on each grouped scope
106      var next = new OperationCollection(base.InstrumentedApply());
107      foreach (var scopeGroup in scope.SubScopes) {
108        var inner = new OperationCollection();
109        inner.Add(ExecutionContext.CreateOperation(Operator, scopeGroup));
110        next.Insert(0, inner);
111      }
112
113
114      return next;
115    }
116
117    //TODO: HL-INTEGRATION :Copied from ResultsHistoryWiper, When integrate create static apply method and delete this
118    private static void ClearHistoryRecursively(ResultCollection results) {
119      var values = results.Select(r => r.Value);
120
121      // Reset all values within results in results
122      foreach (var resultsCollection in values.OfType<ResultCollection>())
123        ClearHistoryRecursively(resultsCollection);
124
125      // Reset values
126      foreach (var dataTable in values.OfType<DataTable>()) {
127        foreach (var row in dataTable.Rows)
128          for (var i = 0; i < row.Values.Count; i++)
129            row.Values[i] = double.NaN;
130      }
131    }
132  }
133}
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