1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System.Collections.Generic;
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23 | using HeuristicLab.Common;
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24 | using HeuristicLab.Core;
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25 | using HeuristicLab.Data;
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26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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29 |
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30 | namespace HeuristicLab.Problems.DataAnalysis.Trading.Symbolic {
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31 | [Item("Sharpe Ratio Evaluator", "")]
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32 | [StorableClass]
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33 | public class SharpeRatioEvaluator : SingleObjectiveEvaluator {
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34 | [StorableConstructor]
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35 | protected SharpeRatioEvaluator(bool deserializing) : base(deserializing) { }
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36 | protected SharpeRatioEvaluator(SharpeRatioEvaluator original, Cloner cloner)
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37 | : base(original, cloner) {
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38 | }
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39 | public SharpeRatioEvaluator()
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40 | : base() {
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41 | }
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42 |
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43 | public override IDeepCloneable Clone(Cloner cloner) {
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44 | return new SharpeRatioEvaluator(this, cloner);
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45 | }
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46 |
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47 | public override bool Maximization { get { return true; } }
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48 |
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49 | public override IOperation InstrumentedApply() {
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50 | var solution = SymbolicExpressionTreeParameter.ActualValue;
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51 | IEnumerable<int> rows = GenerateRowsToEvaluate();
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52 |
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53 | double quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, ProblemDataParameter.ActualValue, rows);
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54 | QualityParameter.ActualValue = new DoubleValue(quality);
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55 |
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56 | return base.InstrumentedApply();
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57 | }
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58 |
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59 | public static double Calculate(ISymbolicDataAnalysisExpressionTreeInterpreter interpreter, ISymbolicExpressionTree solution, IProblemData problemData, IEnumerable<int> rows) {
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60 | IEnumerable<double> signals = GetSignals(interpreter, solution, problemData.Dataset, rows);
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61 | IEnumerable<double> returns = problemData.Dataset.GetDoubleValues(problemData.PriceChangeVariable, rows);
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62 | OnlineCalculatorError errorState;
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63 | double sharpRatio = OnlineSharpeRatioCalculator.Calculate(returns, signals, problemData.TransactionCosts, out errorState);
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64 | if (errorState != OnlineCalculatorError.None) return 0.0;
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65 | else return sharpRatio;
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66 | }
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67 |
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68 | private static IEnumerable<double> GetSignals(ISymbolicDataAnalysisExpressionTreeInterpreter interpreter, ISymbolicExpressionTree solution, Dataset dataset, IEnumerable<int> rows) {
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69 | return Model.GetSignals(interpreter.GetSymbolicExpressionTreeValues(solution, dataset, rows));
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70 | }
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71 |
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72 | public override double Evaluate(IExecutionContext context, ISymbolicExpressionTree tree, IProblemData problemData, IEnumerable<int> rows) {
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73 | SymbolicDataAnalysisTreeInterpreterParameter.ExecutionContext = context;
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74 | double sharpRatio = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, problemData, rows);
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75 | SymbolicDataAnalysisTreeInterpreterParameter.ExecutionContext = null;
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76 | return sharpRatio;
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77 | }
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78 | }
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79 | }
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