add AnomalyCompressionScore
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src/main/java/ru/ulstu/score/AnomalyCompressionScore.java
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32
src/main/java/ru/ulstu/score/AnomalyCompressionScore.java
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package ru.ulstu.score;
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import org.springframework.stereotype.Component;
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import ru.ulstu.datamodel.exception.ModelingException;
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import ru.ulstu.datamodel.ts.TimeSeries;
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import ru.ulstu.datamodel.ts.TimeSeriesValue;
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import ru.ulstu.target.AnomalyDifferenceSmoothed;
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import java.lang.reflect.InvocationTargetException;
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import java.time.LocalDateTime;
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import java.util.Map;
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import java.util.concurrent.ExecutionException;
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import static java.lang.Math.abs;
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@Component
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public class AnomalyCompressionScore extends ScoreMethod {
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private final AnomalyDifferenceSmoothed anomalyDifferenceSmoothed;
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public AnomalyCompressionScore(AnomalyDifferenceSmoothed anomalyDifferenceSmoothed) {
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super("Smape, %");
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this.anomalyDifferenceSmoothed = anomalyDifferenceSmoothed;
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}
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@Override
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public Number evaluate(Map<LocalDateTime, Double> tsValues, TimeSeries model) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException {
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var timeSeriesAnomalyResult = anomalyDifferenceSmoothed.calculate(model);
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var timeSeriesAnomaly = anomalyDifferenceSmoothed.calculate(tsValues);
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// туду: добавить сравнение аномальных точек
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return model.getLength()/tsValues.size() + Math.abs(timeSeriesAnomaly.getLength() - timeSeriesAnomalyResult.getLength());
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}
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}
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