add getCompressionTimeSeriesWithFTransform()
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@ -2,21 +2,38 @@ package ru.ulstu.estimate;
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import org.springframework.stereotype.Service;
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import org.springframework.stereotype.Service;
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import ru.ulstu.datamodel.Model;
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import ru.ulstu.datamodel.ModelingResult;
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import ru.ulstu.datamodel.ModelingResult;
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import ru.ulstu.datamodel.exception.ModelingException;
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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.TimeSeries;
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import ru.ulstu.datamodel.ts.TimeSeriesValue;
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import ru.ulstu.method.MethodParamValue;
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import ru.ulstu.method.ftransform.FTransform;
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import ru.ulstu.score.ScoreMethod;
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import ru.ulstu.service.MethodParamBruteForce;
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import ru.ulstu.service.TimeSeriesService;
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import ru.ulstu.service.TimeSeriesService;
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import java.lang.reflect.InvocationTargetException;
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import java.lang.reflect.InvocationTargetException;
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import java.util.concurrent.ExecutionException;
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import java.time.LocalDateTime;
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import java.util.*;
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import java.util.concurrent.*;
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import java.util.stream.Collectors;
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@Service
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@Service
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public class CompressionMetricService {
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public class CompressionMetricService {
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private final int DEFAULT_THREAD_COUNT = 50;
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private final TimeSeriesService timeSeriesService;
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private final TimeSeriesService timeSeriesService;
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private final FTransform fTransform;
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private final MethodParamBruteForce methodParamBruteForce;
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private final ScoreMethod scoreMethod;
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private final ExecutorService executors = Executors.newFixedThreadPool(DEFAULT_THREAD_COUNT);
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public CompressionMetricService(TimeSeriesService timeSeriesService) {
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public CompressionMetricService(TimeSeriesService timeSeriesService, FTransform fTransform, MethodParamBruteForce methodParamBruteForce, ScoreMethod scoreMethod) {
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this.timeSeriesService = timeSeriesService;
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this.timeSeriesService = timeSeriesService;
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this.fTransform = fTransform;
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this.methodParamBruteForce = methodParamBruteForce;
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this.scoreMethod = scoreMethod;
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}
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}
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public void getCompressionMetric() {
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public void getCompressionMetric() {
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@ -33,6 +50,33 @@ public class CompressionMetricService {
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return modelingResult.getTimeSeries();
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return modelingResult.getTimeSeries();
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}
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}
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protected ModelingResult getCompressionTimeSeriesWithFTransform(TimeSeries timeSeries) throws ExecutionException, InterruptedException {
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List<Future<ModelingResult>> results = new ArrayList<>();
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List<ModelingResult> results2 = new CopyOnWriteArrayList<>();
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Map<LocalDateTime, Double> tsValues = timeSeries.getValues().stream()
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.collect(Collectors.toMap(TimeSeriesValue::getDate, TimeSeriesValue::getValue,
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(oldValue, newValue) -> oldValue, LinkedHashMap::new));
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List<List<MethodParamValue>> availableParametersValues = methodParamBruteForce.getAvailableParametersValues(timeSeries, fTransform.getAvailableParameters());
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for (List<MethodParamValue> parametersValues : availableParametersValues) {
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results.add(executors.submit(() -> {
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Model model = fTransform.getModel(timeSeries, parametersValues);
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return new ModelingResult(model.getTimeSeriesModel(),
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null,
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parametersValues,
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scoreMethod.getScore(tsValues, model.getTimeSeriesModel()), fTransform);
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}));
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}
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for (Future<ModelingResult> futureModelingResult : results) {
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results2.add(futureModelingResult.get());
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}
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return results2.stream()
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.min(Comparator.comparing(modelingResult -> modelingResult.getScore().getDoubleValue()))
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.orElse(null);
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}
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}
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}
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@ -5,9 +5,11 @@ 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.TimeSeries;
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import ru.ulstu.datamodel.ts.TimeSeriesValue;
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import ru.ulstu.datamodel.ts.TimeSeriesValue;
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import java.lang.reflect.InvocationTargetException;
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import java.time.LocalDateTime;
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import java.time.LocalDateTime;
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import java.util.Map;
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import java.util.Map;
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import java.util.Optional;
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import java.util.Optional;
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import java.util.concurrent.ExecutionException;
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public abstract class ScoreMethod {
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public abstract class ScoreMethod {
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private final String name;
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private final String name;
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@ -16,11 +18,11 @@ public abstract class ScoreMethod {
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this.name = name;
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this.name = name;
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}
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}
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public Score getScore(Map<LocalDateTime, Double> tsValues, TimeSeries model) throws ModelingException {
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public Score getScore(Map<LocalDateTime, Double> tsValues, TimeSeries model) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException {
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return new Score(this, evaluate(tsValues, model));
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return new Score(this, evaluate(tsValues, model));
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}
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}
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public abstract Number evaluate(Map<LocalDateTime, Double> tsValues, TimeSeries model) throws ModelingException;
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public abstract Number evaluate(Map<LocalDateTime, Double> tsValues, TimeSeries model) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException;
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public String getName() {
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public String getName() {
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return name;
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return name;
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@ -28,7 +28,7 @@ import java.util.concurrent.Future;
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import java.util.stream.Collectors;
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import java.util.stream.Collectors;
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@Service
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@Service
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class MethodParamBruteForce {
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public class MethodParamBruteForce {
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private final int DEFAULT_THREAD_COUNT = 50;
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private final int DEFAULT_THREAD_COUNT = 50;
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private final List<Method> methods;
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private final List<Method> methods;
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private final ScoreMethod scoreMethod = new Smape();
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private final ScoreMethod scoreMethod = new Smape();
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@ -175,7 +175,7 @@ class MethodParamBruteForce {
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return getSmoothedTimeSeries(timeSeries, methods);
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return getSmoothedTimeSeries(timeSeries, methods);
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}
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}
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private List<List<MethodParamValue>> getAvailableParametersValues(TimeSeries timeSeries, List<MethodParameter> availableParameters) {
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public List<List<MethodParamValue>> getAvailableParametersValues(TimeSeries timeSeries, List<MethodParameter> availableParameters) {
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List<List<MethodParamValue>> result = new ArrayList<>();
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List<List<MethodParamValue>> result = new ArrayList<>();
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Map<MethodParameter, Integer> parameterOffset = new TreeMap<>();
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Map<MethodParameter, Integer> parameterOffset = new TreeMap<>();
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Map<MethodParameter, List<Number>> parameterValues = new TreeMap<>();
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Map<MethodParameter, List<Number>> parameterValues = new TreeMap<>();
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@ -2,8 +2,11 @@ package ru.ulstu.target;
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import ru.ulstu.datamodel.exception.ModelingException;
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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.TimeSeries;
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import ru.ulstu.datamodel.ts.TimeSeriesValue;
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import java.lang.reflect.InvocationTargetException;
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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 java.util.concurrent.ExecutionException;
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public abstract class Target {
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public abstract class Target {
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@ -19,4 +22,11 @@ public abstract class Target {
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public abstract TimeSeries calculate(TimeSeries model) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException;
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public abstract TimeSeries calculate(TimeSeries model) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException;
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public TimeSeries calculate(Map<LocalDateTime, Double> values) throws ModelingException, ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException {
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TimeSeries model = new TimeSeries();
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for (var entry : values.entrySet()) {
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model.addValue(new TimeSeriesValue(entry.getKey(), entry.getValue()));
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}
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return calculate(model);
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}
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}
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}
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