1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 |
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6 | using HeuristicLab.Common;
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7 | using HeuristicLab.Core;
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8 | using HeuristicLab.Data;
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9 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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10 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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11 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Regression;
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12 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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13 | using HeuristicLab.Problems.DataAnalysis;
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14 |
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15 | namespace HeuristicLab.Problems.TradeRules
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16 | {
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17 | [Item("Trade Rules Evaluator", "Calculates the profit")]
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18 | [StorableClass]
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19 | public class EvaluatorTradeRules : SymbolicRegressionSingleObjectiveEvaluator
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20 | {
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21 |
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22 | public override bool Maximization { get { return true; } }
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23 |
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24 | [StorableConstructor]
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25 | protected EvaluatorTradeRules(bool deserializing) : base(deserializing) { }
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26 | protected EvaluatorTradeRules(EvaluatorTradeRules original, Cloner cloner)
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27 | : base(original, cloner)
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28 | {
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29 | }
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30 | public override IDeepCloneable Clone(Cloner cloner)
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31 | {
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32 | return new EvaluatorTradeRules(this, cloner);
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33 | }
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34 |
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35 | public EvaluatorTradeRules() : base() { }
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36 |
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37 | public override IOperation Apply()
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38 | {
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39 | var solution = SymbolicExpressionTreeParameter.ActualValue;
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40 | IEnumerable<int> rows = GenerateRowsToEvaluate();
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41 |
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42 | double quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows);
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43 | QualityParameter.ActualValue = new DoubleValue(quality);
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44 |
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45 | return base.Apply();
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46 | }
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47 |
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48 | public static double Calculate(ISymbolicDataAnalysisExpressionTreeInterpreter interpreter, ISymbolicExpressionTree solution, double lowerEstimationLimit, double upperEstimationLimit, IRegressionProblemData problemData, IEnumerable<int> rows)
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49 | {
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50 | IEnumerable<double> estimatedValues = interpreter.GetSymbolicExpressionTreeValues(solution, problemData.Dataset, rows);
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51 | const double commission = 0.25;
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52 |
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53 | bool intoMarket = false;//Equivalent to be into the market
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54 | int totalTradeDays = 0;
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55 | int numberTrades = 0;
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56 | int tradeDays = 0;
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57 | double dayBefore = 0.0;
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58 | double yesterday = 0.0;
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59 | double buyPrice = 0.0;
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60 | double sellPrice = 0.0;
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61 | string stringPrice = "";
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62 | int nShares = 0;
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63 | double cash = 10000.00;
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64 | double expend = 0.0;
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65 | double equity = 0.0;
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66 | double profit1 = 0.0;
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67 | double charged = 0.0;
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68 |
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69 | //SECOND EVALUATOR
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70 | IEnumerator<int> initialRow = rows.GetEnumerator();
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71 | initialRow.MoveNext();
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72 | int count = initialRow.Current + 2;
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73 | IEnumerator<double> enumerator = estimatedValues.GetEnumerator();
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74 | enumerator.MoveNext();
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75 | dayBefore = enumerator.Current;
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76 | enumerator.MoveNext();
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77 | yesterday = enumerator.Current;
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78 | while (enumerator.MoveNext())
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79 | {
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80 | if (!intoMarket)
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81 | {
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82 | if (dayBefore == -1 && yesterday == 1)
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83 | {
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84 | intoMarket = true;
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85 | stringPrice = problemData.Dataset.GetValue(count, 0); //Extracting Open values
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86 | buyPrice = Convert.ToDouble(stringPrice);
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87 | totalTradeDays++; numberTrades++; tradeDays++; //Increasing trading variables
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88 | nShares = (int)Math.Floor(cash / (buyPrice * (1.0 + commission / 100)));
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89 | expend = buyPrice * nShares * (1 + commission / 100);
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90 | cash = cash - expend;
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91 | equity = cash + nShares * buyPrice * (1 + commission / 100);
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92 | }
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93 | }
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94 | else if (dayBefore == 1 && yesterday == -1)
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95 | {
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96 | intoMarket = false;
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97 | stringPrice = problemData.Dataset.GetValue(count, 0); //Extracting Open values
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98 | sellPrice = Convert.ToDouble(stringPrice);
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99 | profit1 += sellPrice - buyPrice;
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100 | charged = sellPrice * nShares * (1 - commission / 100);
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101 | cash = cash + charged;
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102 | equity = cash;
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103 | nShares = 0;
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104 | }
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105 | else
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106 | {
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107 | tradeDays++;
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108 | totalTradeDays++;
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109 | equity = cash + nShares * Convert.ToDouble(problemData.Dataset.GetValue(count, 0)) * (1 + commission / 100);
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110 | }
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111 |
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112 | dayBefore = yesterday;
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113 | yesterday = enumerator.Current;
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114 | count++;
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115 | }
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116 |
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117 | if (intoMarket)
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118 | {
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119 | intoMarket = false;
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120 | stringPrice = problemData.Dataset.GetValue(count, 0); //Extracting Open values
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121 | sellPrice = Convert.ToDouble(stringPrice);
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122 | profit1 += sellPrice - buyPrice;
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123 | charged = sellPrice * nShares * (1 - commission / 100);
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124 | cash = cash + charged;
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125 | equity = cash;
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126 | nShares = 0;
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127 | }
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128 |
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129 | return cash;
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130 | }
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131 |
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132 | public override double Evaluate(IExecutionContext context, ISymbolicExpressionTree tree, IRegressionProblemData problemData, IEnumerable<int> rows)
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133 | {
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134 | SymbolicDataAnalysisTreeInterpreterParameter.ExecutionContext = context;
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135 | EstimationLimitsParameter.ExecutionContext = context;
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136 |
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137 | double r2 = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, problemData, rows);
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138 |
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139 | SymbolicDataAnalysisTreeInterpreterParameter.ExecutionContext = null;
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140 | EstimationLimitsParameter.ExecutionContext = null;
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141 |
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142 | return r2;
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143 | }
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144 | }
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145 | }
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