[28] | 1 | package cecj.statistics; |
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| 2 | |
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| 3 | import ec.EvolutionState; |
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| 4 | import ec.display.chart.XYSeriesChartStatistics; |
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| 5 | import ec.util.Parameter; |
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| 6 | |
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| 7 | public class AverageObjectiveFitnessChartStatistics extends XYSeriesChartStatistics { |
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| 8 | |
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| 9 | private static final String P_POP = "pop"; |
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| 10 | private static final String P_SIZE = "subpops"; |
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| 11 | private static final String P_FREQUENCY = "frequency"; |
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| 12 | private static final String P_FITNESS_CALCULATOR = "fitness-calc"; |
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| 13 | |
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| 14 | private int numSubpopulations; |
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| 15 | private int[] seriesID; |
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| 16 | private int frequency; |
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| 17 | |
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| 18 | private ObjectiveFitnessCalculator fitnessCalc; |
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| 19 | |
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| 20 | public void setup(EvolutionState state, Parameter base) { |
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| 21 | super.setup(state, base); |
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| 22 | |
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| 23 | Parameter fitnessCalcParameter = base.push(P_FITNESS_CALCULATOR); |
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| 24 | fitnessCalc = (ObjectiveFitnessCalculator) state.parameters |
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| 25 | .getInstanceForParameter(fitnessCalcParameter, null, ObjectiveFitnessCalculator.class); |
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| 26 | fitnessCalc.setup(state, fitnessCalcParameter); |
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| 27 | |
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| 28 | Parameter frequencyParam = base.push(P_FREQUENCY); |
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| 29 | frequency = state.parameters.getIntWithDefault(frequencyParam, null, 1); |
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| 30 | |
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| 31 | Parameter popSizeParameter = new Parameter(P_POP).push(P_SIZE); |
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| 32 | numSubpopulations = state.parameters.getInt(popSizeParameter, null, 0); |
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| 33 | seriesID = new int[numSubpopulations]; |
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| 34 | for (int i = 0; i < numSubpopulations; ++i) { |
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| 35 | seriesID[i] = addSeries("SubPop " + i); |
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| 36 | } |
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| 37 | } |
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| 38 | |
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| 39 | public void postEvaluationStatistics(EvolutionState state) { |
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| 40 | super.postEvaluationStatistics(state); |
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| 41 | |
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| 42 | if (state.generation % frequency != 0) { |
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| 43 | return; |
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| 44 | } |
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| 45 | |
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| 46 | for (int subPop = 0; subPop < numSubpopulations; ++subPop) { |
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| 47 | double averageFitness = 0; |
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| 48 | for (int i = 0; i < state.population.subpops[subPop].individuals.length; ++i) { |
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| 49 | averageFitness += fitnessCalc |
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| 50 | .calculateObjectiveFitness(state, |
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| 51 | state.population.subpops[subPop].individuals[i]); |
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| 52 | } |
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| 53 | averageFitness /= state.population.subpops[subPop].individuals.length; |
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| 54 | |
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| 55 | addDataPoint(seriesID[subPop], state.generation, averageFitness); |
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| 56 | } |
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| 57 | } |
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| 58 | } |
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