fix forecast by best model
This commit is contained in:
parent
518e01ca93
commit
90a107648d
@ -21,6 +21,9 @@ import ru.ulstu.datamodel.ts.TimeSeries;
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import ru.ulstu.service.MethodParamBruteForce;
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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.util.concurrent.ExecutionException;
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@RestController
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@RestController
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@RequestMapping(ApiConfiguration.API_1_0)
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@RequestMapping(ApiConfiguration.API_1_0)
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public class TimeSeriesController {
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public class TimeSeriesController {
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@ -36,14 +39,14 @@ public class TimeSeriesController {
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@PostMapping("getForecast")
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@PostMapping("getForecast")
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@ApiOperation("Получить прогноз временного ряда")
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@ApiOperation("Получить прогноз временного ряда")
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public ResponseEntity<TimeSeries> getForecastTimeSeries(@RequestBody ForecastParams forecastParams) throws ModelingException {
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public ResponseEntity<ModelingResult> getForecastTimeSeries(@RequestBody ForecastParams forecastParams) throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
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return new ResponseEntity<>(timeSeriesService.getForecast(forecastParams.getOriginalTimeSeries(),
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return new ResponseEntity<>(timeSeriesService.getForecast(forecastParams.getOriginalTimeSeries(),
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forecastParams.getCountForecast()), HttpStatus.OK);
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forecastParams.getCountForecast()), HttpStatus.OK);
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}
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}
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@PostMapping("getSmoothed")
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@PostMapping("getSmoothed")
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@ApiOperation("Получить сглаженный временной ряд")
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@ApiOperation("Получить сглаженный временной ряд")
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public ResponseEntity<ModelingResult> getSmoothedTimeSeries(@RequestBody TimeSeries timeSeries) throws ModelingException {
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public ResponseEntity<ModelingResult> getSmoothedTimeSeries(@RequestBody TimeSeries timeSeries) throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException {
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return new ResponseEntity<>(methodParamBruteForce.getSmoothedTimeSeries(timeSeries), HttpStatus.OK);
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return new ResponseEntity<>(methodParamBruteForce.getSmoothedTimeSeries(timeSeries), HttpStatus.OK);
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}
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}
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}
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}
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@ -48,7 +48,10 @@ public class TimeSeriesValue {
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@Override
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@Override
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public String toString() {
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public String toString() {
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return value.toString();
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return "TimeSeriesValue{" +
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"date=" + date +
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", value=" + value +
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'}';
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}
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}
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@Override
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@Override
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@ -64,4 +67,5 @@ public class TimeSeriesValue {
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public int hashCode() {
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public int hashCode() {
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return Objects.hash(date, value);
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return Objects.hash(date, value);
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}
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}
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}
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}
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@ -7,6 +7,8 @@
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package ru.ulstu.method;
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package ru.ulstu.method;
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import com.fasterxml.jackson.annotation.JsonIgnore;
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import com.fasterxml.jackson.annotation.JsonIgnore;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import ru.ulstu.TimeSeriesUtils;
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import ru.ulstu.TimeSeriesUtils;
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import ru.ulstu.datamodel.Model;
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import ru.ulstu.datamodel.Model;
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import ru.ulstu.datamodel.exception.ForecastValidateException;
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import ru.ulstu.datamodel.exception.ForecastValidateException;
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@ -22,6 +24,8 @@ import java.util.List;
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* Наиболее общая логика моделировании и прогнозирования временных рядов
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* Наиболее общая логика моделировании и прогнозирования временных рядов
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*/
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*/
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public abstract class Method {
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public abstract class Method {
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private static final Logger LOGGER = LoggerFactory.getLogger(Method.class);
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@JsonIgnore
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@JsonIgnore
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public abstract List<MethodParameter> getAvailableParameters();
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public abstract List<MethodParameter> getAvailableParameters();
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@ -31,8 +35,7 @@ public abstract class Method {
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*
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*
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* @return модель временного ряда
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* @return модель временного ряда
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*/
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*/
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protected abstract Model getModelOfValidTimeSeries(TimeSeries timeSeries,
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protected abstract Model getModelOfValidTimeSeries(TimeSeries timeSeries, List<MethodParamValue> parameters);
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List<MethodParamValue> parameters) throws ModelingException;
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/**
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/**
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* Возвращает модельное представление временного ряда: для тех же точек времени что и в параметре timeSeries
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* Возвращает модельное представление временного ряда: для тех же точек времени что и в параметре timeSeries
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@ -58,9 +61,10 @@ public abstract class Method {
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*/
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*/
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protected abstract TimeSeries getForecastWithValidParams(Model model, TimeSeries forecast) throws ModelingException;
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protected abstract TimeSeries getForecastWithValidParams(Model model, TimeSeries forecast) throws ModelingException;
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public boolean canMakeForecast(TimeSeries timeSeries, int countPoints) {
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public boolean canMakeForecast(TimeSeries timeSeries, List<MethodParamValue> parameters, int countPoints) {
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try {
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try {
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validateTimeSeries(timeSeries);
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validateTimeSeries(timeSeries);
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validateAdditionalParams(timeSeries, parameters);
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validateForecastParams(countPoints);
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validateForecastParams(countPoints);
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} catch (ModelingException ex) {
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} catch (ModelingException ex) {
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return false;
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return false;
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@ -68,6 +72,16 @@ public abstract class Method {
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return true;
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return true;
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}
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}
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public boolean canMakeModel(TimeSeries timeSeries, List<MethodParamValue> parameters) {
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try {
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validateTimeSeries(timeSeries);
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validateAdditionalParams(timeSeries, parameters);
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} catch (ModelingException ex) {
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return false;
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}
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return true;
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}
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/**
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/**
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* Выполняет построение модели и прогноза временного ряда. Даты спрогнозированных точек будут сгенерированы
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* Выполняет построение модели и прогноза временного ряда. Даты спрогнозированных точек будут сгенерированы
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* по модельным точкам.
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* по модельным точкам.
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@ -9,7 +9,6 @@ package ru.ulstu.method.exponential.addtrendaddseason;
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import org.springframework.stereotype.Component;
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import org.springframework.stereotype.Component;
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import ru.ulstu.datamodel.Model;
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import ru.ulstu.datamodel.Model;
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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.exception.TimeSeriesValidateException;
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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.method.Method;
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import ru.ulstu.method.Method;
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import ru.ulstu.method.MethodParamValue;
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import ru.ulstu.method.MethodParamValue;
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@ -67,11 +66,10 @@ public class AddTrendAddSeason extends Method {
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for (MethodParamValue parameter : parameters) {
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for (MethodParamValue parameter : parameters) {
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if (parameter.getParameter() instanceof Season) {
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if (parameter.getParameter() instanceof Season) {
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if (ts.getLength() < parameter.getValue().intValue()) {
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if (ts.getLength() < parameter.getValue().intValue()) {
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throw new TimeSeriesValidateException("Период больше чем длина ряда");
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throw new ModelingException("Период больше чем длина ряда");
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}
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}
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}
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}
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}
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}
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}
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}
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@Override
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@Override
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@ -82,10 +80,10 @@ public class AddTrendAddSeason extends Method {
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List<Double> iComponent = currentModel.getSeasonComponent();
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List<Double> iComponent = currentModel.getSeasonComponent();
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for (int t = 1; t < forecast.getLength(); t++) {
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for (int t = 1; t < forecast.getLength(); t++) {
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iComponent.add(currentModel.getGamma().getDoubleValue() * forecast.getNumericValue(t - 1) / sComponent.get(sComponent.size() - 1)
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iComponent.add(currentModel.getGamma().getDoubleValue() * forecast.getNumericValue(t - 1) / sComponent.get(sComponent.size() - 1)
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+ (1 - currentModel.getGamma().getDoubleValue()) * iComponent.get(t + model.getTimeSeriesModel().getLength() - currentModel.getSeason().getIntValue()));
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+ (1 - currentModel.getGamma().getDoubleValue()) * iComponent.get(t + model.getTimeSeriesModel().getLength() - currentModel.getSeason().getIntValue() - 1));
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forecast.getValues().get(t).setValue((sComponent.get(sComponent.size() - 1) + tComponent.get(tComponent.size() - 1) * t)
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forecast.getValues().get(t).setValue((sComponent.get(sComponent.size() - 1) + tComponent.get(tComponent.size() - 1) * t)
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* iComponent.get(t + model.getTimeSeriesModel().getLength() - currentModel.getSeason().getIntValue()));
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* iComponent.get(t + model.getTimeSeriesModel().getLength() - currentModel.getSeason().getIntValue() - 1));
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}
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}
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return forecast;
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return forecast;
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}
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}
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@ -24,7 +24,9 @@ import javax.annotation.PostConstruct;
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import javax.faces.view.ViewScoped;
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import javax.faces.view.ViewScoped;
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import javax.inject.Named;
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import javax.inject.Named;
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import java.io.Serializable;
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import java.io.Serializable;
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import java.lang.reflect.InvocationTargetException;
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import java.time.format.DateTimeFormatter;
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import java.time.format.DateTimeFormatter;
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import java.util.concurrent.ExecutionException;
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@Named
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@Named
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@ViewScoped
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@ViewScoped
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@ -41,12 +43,12 @@ public class IndexView implements Serializable {
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private String timeSeriesString;
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private String timeSeriesString;
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@PostConstruct
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@PostConstruct
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public void init() {
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public void init() throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
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timeSeriesString = utilService.getTimeSeriesToString(utilService.getRandomTimeSeries(50));
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timeSeriesString = utilService.getTimeSeriesToString(utilService.getRandomTimeSeries(50));
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createChart();
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createChart();
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}
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}
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private LineChartModel initLinearModel() {
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private LineChartModel initLinearModel() throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
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LineChartModel model = new LineChartModel();
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LineChartModel model = new LineChartModel();
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LineChartSeries series1 = new LineChartSeries();
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LineChartSeries series1 = new LineChartSeries();
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@ -60,28 +62,26 @@ public class IndexView implements Serializable {
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LineChartSeries series2 = new LineChartSeries();
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LineChartSeries series2 = new LineChartSeries();
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series2.setLabel("Сглаженный ряд");
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series2.setLabel("Сглаженный ряд");
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try {
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try {
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for (TimeSeriesValue value : timeSeriesService.smoothTimeSeries(timeSeries).getValues()) {
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TimeSeries smoothedTimeSeries = timeSeriesService.smoothTimeSeries(timeSeries);
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for (TimeSeriesValue value : smoothedTimeSeries.getValues()) {
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series2.set(DateTimeFormatter.ISO_LOCAL_DATE.format(value.getDate()), value.getValue());
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series2.set(DateTimeFormatter.ISO_LOCAL_DATE.format(value.getDate()), value.getValue());
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}
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}
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} catch (ModelingException ex) {
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} catch (Exception ex) {
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LOG.warn(ex.getMessage());
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LOG.warn(ex.getMessage());
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}
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}
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LineChartSeries series3 = new LineChartSeries();
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LineChartSeries series3 = new LineChartSeries();
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series3.setLabel("Прогноз");
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series3.setLabel("Прогноз");
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try {
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TimeSeries forecast = timeSeriesService.getForecast(timeSeries, 20).getTimeSeries();
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for (TimeSeriesValue value : timeSeriesService.getForecast(timeSeries, 20).getValues()) {
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for (TimeSeriesValue value : forecast.getValues()) {
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series3.set(DateTimeFormatter.ISO_LOCAL_DATE.format(value.getDate()), value.getValue());
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series3.set(DateTimeFormatter.ISO_LOCAL_DATE.format(value.getDate()), value.getValue());
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}
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}
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} catch (ModelingException ex) {
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LOG.warn(ex.getMessage());
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}
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model.addSeries(series1);
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model.addSeries(series1);
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model.addSeries(series2);
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model.addSeries(series2);
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model.addSeries(series3);
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model.addSeries(series3);
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return model;
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return model;
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}
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}
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public void createChart() {
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public void createChart() throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
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model = initLinearModel();
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model = initLinearModel();
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model.setTitle("Сглаживание временного ряда");
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model.setTitle("Сглаживание временного ряда");
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model.setLegendPosition("d");
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model.setLegendPosition("d");
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@ -95,7 +95,7 @@ public class IndexView implements Serializable {
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return model;
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return model;
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}
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}
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public String getTimeSeriesString() {
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public String getTimeSeriesString() throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
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createChart();
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createChart();
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return timeSeriesString;
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return timeSeriesString;
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}
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}
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@ -33,6 +33,8 @@ public abstract class ScoreMethod {
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.stream()
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.stream()
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.filter(v -> v.getDate().equals(timeSeriesValueToFind.getDate()))
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.filter(v -> v.getDate().equals(timeSeriesValueToFind.getDate()))
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.findAny()
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.findAny()
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.orElseThrow(() -> new ModelingException("Значение модельного ряда не найдено в оригинальном ряде: " + timeSeriesValueToFind.getDate()));
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.orElseThrow(() -> new ModelingException("Значение модельного ряда не найдено в оригинальном ряде: "
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+ timeSeriesValueToFind.getDate()
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+ " " + timeSeries));
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}
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}
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}
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}
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@ -17,15 +17,18 @@ import ru.ulstu.method.MethodParameter;
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import ru.ulstu.score.ScoreMethod;
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import ru.ulstu.score.ScoreMethod;
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import ru.ulstu.score.Smape;
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import ru.ulstu.score.Smape;
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import java.lang.reflect.InvocationTargetException;
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import java.util.ArrayList;
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import java.util.ArrayList;
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import java.util.Comparator;
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import java.util.Comparator;
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import java.util.List;
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import java.util.List;
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import java.util.Map;
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import java.util.Map;
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import java.util.TreeMap;
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import java.util.TreeMap;
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import java.util.concurrent.CopyOnWriteArrayList;
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import java.util.concurrent.CopyOnWriteArrayList;
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import java.util.concurrent.ExecutionException;
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import java.util.concurrent.ExecutorService;
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import java.util.concurrent.ExecutorService;
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import java.util.concurrent.Executors;
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import java.util.concurrent.Executors;
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import java.util.concurrent.Future;
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import java.util.concurrent.Future;
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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 MethodParamBruteForce {
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public class MethodParamBruteForce {
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@ -38,52 +41,69 @@ public class MethodParamBruteForce {
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this.methods = methods;
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this.methods = methods;
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}
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}
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public TimeSeries getForecast(TimeSeries timeSeries) {
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public ModelingResult getForecast(TimeSeries timeSeries, int countPointsForecast) throws ExecutionException, InterruptedException, NoSuchMethodException, InvocationTargetException, InstantiationException, IllegalAccessException, ModelingException {
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throw new RuntimeException("Not implemented");
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List<Future<ModelingResult>> results = new ArrayList<>();
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List<ModelingResult> results2 = new CopyOnWriteArrayList<>();
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final int countPoints = (countPointsForecast > timeSeries.getLength()) ? timeSeries.getLength() / 3 : countPointsForecast;
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TimeSeries reducedTimeSeries = new TimeSeries(timeSeries.getValues().stream().limit(timeSeries.getLength() - countPoints).collect(Collectors.toList()),
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"test part of " + timeSeries.getName());
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for (Method method : methods) {
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List<List<MethodParamValue>> availableParametersValues = getAvailableParametersValues(method.getAvailableParameters());
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for (List<MethodParamValue> parametersValues : availableParametersValues) {
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Method methodInstance = method.getClass().getDeclaredConstructor().newInstance();
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if (methodInstance.canMakeForecast(reducedTimeSeries, parametersValues, countPoints)) {
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results.add(executors.submit(() -> {
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TimeSeries forecast = methodInstance.getForecast(reducedTimeSeries, parametersValues, countPoints);
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return new ModelingResult(forecast,
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parametersValues,
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scoreMethod.getScore(timeSeries, forecast),
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methodInstance);
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}));
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}
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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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ModelingResult bestResult = results2.stream()
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.min(Comparator.comparing(modelingResult -> modelingResult.getScore().getDoubleValue()))
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.orElse(null);
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return new ModelingResult(bestResult.getTimeSeriesMethod().getForecast(timeSeries,
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bestResult.getParamValues(),
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countPoints),
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bestResult.getParamValues(),
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bestResult.getScore(),
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bestResult.getTimeSeriesMethod());
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}
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}
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public TimeSeries getForecastWithOptimalLength(TimeSeries timeSeries) {
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public TimeSeries getForecastWithOptimalLength(TimeSeries timeSeries) {
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throw new RuntimeException("Not implemented");
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throw new RuntimeException("Not implemented");
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}
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}
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public ModelingResult getSmoothedTimeSeries(TimeSeries timeSeries) throws ModelingException {
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public ModelingResult getSmoothedTimeSeries(TimeSeries timeSeries) throws ExecutionException, InterruptedException, NoSuchMethodException, InvocationTargetException, InstantiationException, IllegalAccessException {
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List<Future<ModelingResult>> results = new ArrayList<>();
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List<Future<ModelingResult>> results = new ArrayList<>();
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List<ModelingResult> results2 = new CopyOnWriteArrayList<>();
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List<ModelingResult> results2 = new CopyOnWriteArrayList<>();
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try {
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for (Method method : methods) {
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for (Method method : methods) {
|
||||||
List<List<MethodParamValue>> availableParametersValues = getAvailableParametersValues(method.getAvailableParameters());
|
List<List<MethodParamValue>> availableParametersValues = getAvailableParametersValues(method.getAvailableParameters());
|
||||||
for (List<MethodParamValue> parametersValues : availableParametersValues) {
|
for (List<MethodParamValue> parametersValues : availableParametersValues) {
|
||||||
results.add(executors.submit(() -> {
|
|
||||||
Method methodInstance = method.getClass().getDeclaredConstructor().newInstance();
|
Method methodInstance = method.getClass().getDeclaredConstructor().newInstance();
|
||||||
try {
|
if (methodInstance.canMakeModel(timeSeries, parametersValues)) {
|
||||||
|
results.add(executors.submit(() -> {
|
||||||
Model model = methodInstance.getModel(timeSeries, parametersValues);
|
Model model = methodInstance.getModel(timeSeries, parametersValues);
|
||||||
return new ModelingResult(model.getTimeSeriesModel(),
|
return new ModelingResult(model.getTimeSeriesModel(),
|
||||||
parametersValues,
|
parametersValues,
|
||||||
scoreMethod.getScore(timeSeries, model.getTimeSeriesModel()),
|
scoreMethod.getScore(timeSeries, model.getTimeSeriesModel()),
|
||||||
methodInstance);
|
methodInstance);
|
||||||
} catch (ModelingException ex) {
|
|
||||||
ex.printStackTrace();
|
|
||||||
return null;
|
|
||||||
}
|
|
||||||
}));
|
}));
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
results.forEach(modelingResultFuture -> {
|
|
||||||
try {
|
|
||||||
modelingResultFuture.get();
|
|
||||||
} catch (Exception e) {
|
|
||||||
e.printStackTrace();
|
|
||||||
}
|
}
|
||||||
});
|
|
||||||
for (Future<ModelingResult> futureModelingResult : results) {
|
for (Future<ModelingResult> futureModelingResult : results) {
|
||||||
results2.add(futureModelingResult.get());
|
results2.add(futureModelingResult.get());
|
||||||
}
|
}
|
||||||
return results2.stream()
|
return results2.stream()
|
||||||
.min(Comparator.comparing(modelingResult -> modelingResult.getScore().getDoubleValue()))
|
.min(Comparator.comparing(modelingResult -> modelingResult.getScore().getDoubleValue()))
|
||||||
.orElse(null);
|
.orElse(null);
|
||||||
} catch (Exception e) {
|
|
||||||
throw new ModelingException(e.getMessage());
|
|
||||||
}
|
|
||||||
}
|
}
|
||||||
|
|
||||||
private List<List<MethodParamValue>> getAvailableParametersValues(List<MethodParameter> availableParameters) {
|
private List<List<MethodParamValue>> getAvailableParametersValues(List<MethodParameter> availableParameters) {
|
||||||
|
@ -9,12 +9,12 @@ package ru.ulstu.service;
|
|||||||
import org.slf4j.Logger;
|
import org.slf4j.Logger;
|
||||||
import org.slf4j.LoggerFactory;
|
import org.slf4j.LoggerFactory;
|
||||||
import org.springframework.stereotype.Service;
|
import org.springframework.stereotype.Service;
|
||||||
|
import ru.ulstu.datamodel.ModelingResult;
|
||||||
import ru.ulstu.datamodel.exception.ModelingException;
|
import ru.ulstu.datamodel.exception.ModelingException;
|
||||||
import ru.ulstu.datamodel.ts.TimeSeries;
|
import ru.ulstu.datamodel.ts.TimeSeries;
|
||||||
import ru.ulstu.method.Method;
|
|
||||||
import ru.ulstu.method.exponential.addtrendaddseason.AddTrendAddSeason;
|
|
||||||
|
|
||||||
import java.util.Collections;
|
import java.lang.reflect.InvocationTargetException;
|
||||||
|
import java.util.concurrent.ExecutionException;
|
||||||
|
|
||||||
|
|
||||||
@Service
|
@Service
|
||||||
@ -26,13 +26,11 @@ public class TimeSeriesService {
|
|||||||
this.methodParamBruteForce = methodParamBruteForce;
|
this.methodParamBruteForce = methodParamBruteForce;
|
||||||
}
|
}
|
||||||
|
|
||||||
public TimeSeries getForecast(TimeSeries timeSeries, int countPoints) throws ModelingException {
|
public ModelingResult getForecast(TimeSeries timeSeries, int countPoints) throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException, ModelingException {
|
||||||
Method method;
|
return methodParamBruteForce.getForecast(timeSeries, countPoints);
|
||||||
method = new AddTrendAddSeason();
|
|
||||||
return method.getForecast(timeSeries, Collections.emptyList(), countPoints);
|
|
||||||
}
|
}
|
||||||
|
|
||||||
public TimeSeries smoothTimeSeries(TimeSeries timeSeries) throws ModelingException {
|
public TimeSeries smoothTimeSeries(TimeSeries timeSeries) throws ExecutionException, InterruptedException, InvocationTargetException, NoSuchMethodException, InstantiationException, IllegalAccessException {
|
||||||
return methodParamBruteForce.getSmoothedTimeSeries(timeSeries).getTimeSeries();
|
return methodParamBruteForce.getSmoothedTimeSeries(timeSeries).getTimeSeries();
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
@ -1,4 +1,10 @@
|
|||||||
<?xml version="1.0" encoding="UTF-8"?>
|
<?xml version="1.0" encoding="UTF-8"?>
|
||||||
|
<!--
|
||||||
|
- Copyright (C) 2021 Anton Romanov - All Rights Reserved
|
||||||
|
- You may use, distribute and modify this code, please write to: romanov73@gmail.com.
|
||||||
|
-
|
||||||
|
-->
|
||||||
|
|
||||||
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
|
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
|
||||||
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
|
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
|
||||||
<html xmlns="http://www.w3.org/1999/xhtml"
|
<html xmlns="http://www.w3.org/1999/xhtml"
|
||||||
@ -32,10 +38,18 @@
|
|||||||
<div class="ui-g-12">
|
<div class="ui-g-12">
|
||||||
<p:outputPanel>
|
<p:outputPanel>
|
||||||
<div class="ui-g">
|
<div class="ui-g">
|
||||||
<div class="ui-g-12 ui-md-12 ui-lg-4">Ulyanovsk State Technical University</div>
|
<div class="ui-g-12 ui-md-12 ui-lg-3">Ulyanovsk State Technical University</div>
|
||||||
<div class="ui-g-6 ui-md-6 ui-lg-4"><h:outputLink
|
<div class="ui-g-6 ui-md-6 ui-lg-3">
|
||||||
value="http://ulstu.ru">ulstu.ru</h:outputLink></div>
|
<h:outputLink
|
||||||
<div class="ui-g-6 ui-md-6 ui-lg-4">2020</div>
|
value="http://ulstu.ru">ulstu.ru
|
||||||
|
</h:outputLink>
|
||||||
|
</div>
|
||||||
|
<div class="ui-g-6 ui-md-6 ui-lg-3">
|
||||||
|
<h:outputLink target="_blank"
|
||||||
|
value="/swagger-ui.html">api for developers
|
||||||
|
</h:outputLink>
|
||||||
|
</div>
|
||||||
|
<div class="ui-g-6 ui-md-6 ui-lg-3">2020</div>
|
||||||
</div>
|
</div>
|
||||||
</p:outputPanel>
|
</p:outputPanel>
|
||||||
</div>
|
</div>
|
||||||
|
Loading…
Reference in New Issue
Block a user