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30 Commits

Author SHA1 Message Date
cd5e8ec0a7 Merge pull request '#91 -- Add markup page menu item' (#94) from 91-markup into master
Reviewed-on: #94
2023-04-23 23:43:14 +04:00
d2f898d758 #91 -- fix markup 2023-04-23 23:41:44 +04:00
07cd5abe9c #91 -- Fix format 2023-04-23 15:09:00 +04:00
e506566a5d #91 -- Fix data for markup 2023-04-23 15:08:26 +04:00
9c3a64b0d0 #91 -- Fix smoothing 2023-04-22 12:58:12 +04:00
1c62c520e9 #91 -- Fix db 2023-04-22 12:26:54 +04:00
8d31dc36b3 #91 -- Fix time series types 2023-04-21 23:11:09 +04:00
3bb4f5c49c #91 -- Run scheduled time series creators 2023-04-21 22:49:33 +04:00
1dc44f7988 #91 -- Fix fuzzy inference 2023-04-21 15:47:27 +04:00
6823f34997 #91 -- Fix fuzzy sets 2023-04-21 15:00:14 +04:00
d03cb194ee #91 -- Fix fuzzy inference 2023-04-21 13:23:48 +04:00
4596a25a59 #91 -- Fix fuzzy inference 2023-04-11 16:36:05 +04:00
5c6b388901 #91 -- Reformat 2023-03-16 23:09:26 +04:00
d111121e24 #91 -- Use new models 2023-03-16 23:09:04 +04:00
ddedfc9751 #91 -- Fix form 2023-03-15 14:36:47 +04:00
394873f63b #91 -- Remove copyright 2023-03-15 14:21:37 +04:00
2d374e1e20 Merge branch 'master' into 91-markup
# Conflicts:
#	src/main/java/ru/ulstu/extractor/ts/service/TimeSeriesService.java
2023-03-15 14:21:06 +04:00
80904e6221 #91 -- Restore 2023-03-14 23:20:57 +04:00
71652c7b79 #91 -- Add some rule generator 2023-03-11 00:55:43 +04:00
d7790dff70 #91 -- Save markup 2023-03-07 16:59:17 +04:00
211a8b004c #91 -- Add get markups form 2023-03-03 11:10:35 +04:00
0239b0afd4 #91 -- Add save operation 2023-03-03 10:44:26 +04:00
0883c5193b #91 -- Add dtos 2023-03-02 22:03:29 +04:00
ed68fa47f7 #91 -- Add markup table 2023-03-02 21:02:10 +04:00
704366f11a #91 -- Group list of ts tendencies 2023-02-27 23:35:31 +04:00
f4600c2ba5 #91 -- Group ts tendencies 2023-02-27 14:47:51 +04:00
41b23570c0 #91 -- Fix buttons 2023-02-25 12:26:48 +04:00
a701f943eb #91 -- Fix mvc config 2023-02-25 11:30:08 +04:00
f08e5447fd #91 -- Fix menu 2023-02-22 23:01:56 +04:00
4bd2f46046 #91 -- Add markup page menu item 2023-02-22 22:31:53 +04:00
31 changed files with 595 additions and 220 deletions

View File

@ -7,15 +7,18 @@ import org.springframework.context.event.EventListener;
import org.springframework.scheduling.annotation.EnableAsync;
import org.springframework.scheduling.annotation.EnableScheduling;
import ru.ulstu.extractor.gitrepository.service.IndexService;
import ru.ulstu.extractor.rule.service.DbRuleService;
@SpringBootApplication
@EnableScheduling
@EnableAsync
public class GitExtractorApplication {
private final IndexService indexService;
private final DbRuleService dbRuleService;
public GitExtractorApplication(IndexService indexService) {
public GitExtractorApplication(IndexService indexService, DbRuleService dbRuleService) {
this.indexService = indexService;
this.dbRuleService = dbRuleService;
}
public static void main(String[] args) {
@ -25,6 +28,6 @@ public class GitExtractorApplication {
@EventListener(ApplicationReadyEvent.class)
public void doSomethingAfterStartup() {
indexService.indexFailedBranchesOnStart();
//dbRuleService.generateRulesFromMarkup();
}
}

View File

@ -29,7 +29,7 @@ public class AssessmentController {
public String getAssessments(Model model, @RequestParam Optional<Integer> branchId) {
model.addAttribute("branches", branchService.findAllValid());
if (branchId.isPresent()) {
model.addAttribute("assessments", assessmentService.getAssessmentsByForecastTendencies(branchId.get()));
model.addAttribute("assessments", assessmentService.getAssessments(branchId.get()));
model.addAttribute("filterBranchForm", new FilterBranchForm(branchId.get()));
} else {
model.addAttribute("filterBranchForm", new FilterBranchForm());

View File

@ -2,21 +2,16 @@ package ru.ulstu.extractor.assessment.service;
import org.springframework.stereotype.Service;
import ru.ulstu.extractor.assessment.model.Assessment;
import ru.ulstu.extractor.rule.model.AssessmentException;
import ru.ulstu.extractor.rule.model.DbRule;
import ru.ulstu.extractor.rule.service.AntecedentValueService;
import ru.ulstu.extractor.rule.service.DbRuleService;
import ru.ulstu.extractor.rule.service.FuzzyInferenceService;
import ru.ulstu.extractor.ts.model.TimeSeries;
import ru.ulstu.extractor.ts.model.TimeSeriesValue;
import ru.ulstu.extractor.ts.service.TimeSeriesService;
import java.util.ArrayList;
import java.util.Comparator;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.stream.Collectors;
@Service
public class AssessmentService {
@ -35,97 +30,13 @@ public class AssessmentService {
this.fuzzyInferenceService = fuzzyInferenceService;
}
public List<Assessment> getAssessmentsByForecastTendencies(Integer branchId) {
public List<Assessment> getAssessments(Integer branchId) {
List<TimeSeries> timeSeries = timeSeriesService.getByBranch(branchId);
List<DbRule> dbRules = ruleService.getList();
try {
return getAssessmentsByTimeSeriesTendencies(dbRules, timeSeries);
} catch (AssessmentException ex) {
ex.printStackTrace();
return new ArrayList<>();
}
}
public List<Assessment> getAssessmentsByLastValues(Integer branchId) {
List<TimeSeries> timeSeries = timeSeriesService.getByBranch(branchId);
List<DbRule> dbRules = ruleService.getList();
return getAssessmentsByLastValues(dbRules, timeSeries);
}
private List<Assessment> getSingleAssessmentByTimeSeriesTendencies(List<DbRule> dbRules, List<TimeSeries> timeSeries) throws AssessmentException {
Map<String, Double> variableValues = new HashMap<>();
timeSeries.forEach(ts -> variableValues.put(ts.getTimeSeriesType().name(), timeSeriesService.getLastTimeSeriesTendency(ts)));
return fuzzyInferenceService.getFuzzyInference(dbRules,
antecedentValueService.getList(),
variableValues,
getTSsMin(timeSeries),
getTSsMax(timeSeries));
}
private List<Assessment> getAssessmentsByTimeSeriesTendencies(List<DbRule> dbRules, List<TimeSeries> timeSeries) {
return dbRules
.stream()
.flatMap(dbRule -> {
Map<String, Double> variableValues = new HashMap<>();
timeSeries
.stream()
.filter(ts -> ts.getTimeSeriesType() == dbRule.getFirstAntecedent()
|| ts.getTimeSeriesType() == dbRule.getSecondAntecedent())
.forEach(ts -> variableValues.put(ts.getTimeSeriesType().name(), timeSeriesService
.getLastTimeSeriesTendency(ts)));
return fuzzyInferenceService.getFuzzyInference(List.of(dbRule),
antecedentValueService.getList(),
variableValues,
getTSsMin(timeSeries),
getTSsMax(timeSeries)).stream();
})
.sorted(Comparator.comparing(Assessment::getDegree))
.collect(Collectors.toList());
}
private List<Assessment> getAssessmentsByLastValues(List<DbRule> dbRules, List<TimeSeries> timeSeries) {
Map<String, Double> variableValues = new HashMap<>();
timeSeries.forEach(ts -> variableValues.put(ts.getTimeSeriesType().name(), ts.getValues().get(ts.getValues().size() - 1).getValue()));
return fuzzyInferenceService.getFuzzyInference(dbRules,
antecedentValueService.getList(),
variableValues,
getTSsMin(timeSeries),
getTSsMax(timeSeries));
}
private Double getMin(List<Double> values) {
return values.stream().mapToDouble(v -> v).min().getAsDouble();
}
private Map.Entry<String, Double> getTSMin(TimeSeries ts) {
return Map.entry(ts.getTimeSeriesType().name(),
getMin(ts.getValues().stream().map(TimeSeriesValue::getValue).collect(Collectors.toList())));
}
private Map<String, Double> getTSsMin(List<TimeSeries> tss) {
Map<String, Double> res = new HashMap<>();
tss.forEach(ts -> {
Map.Entry<String, Double> entry = getTSMin(ts);
res.put(entry.getKey(), entry.getValue());
});
return res;
}
private Double getMax(List<Double> values) {
return values.stream().mapToDouble(v -> v).max().getAsDouble();
}
private Map.Entry<String, Double> getTSMax(TimeSeries ts) {
return Map.entry(ts.getTimeSeriesType().name(),
getMax(ts.getValues().stream().map(TimeSeriesValue::getValue).collect(Collectors.toList())));
}
private Map<String, Double> getTSsMax(List<TimeSeries> tss) {
Map<String, Double> res = new HashMap<>();
tss.forEach(ts -> {
Map.Entry<String, Double> entry = getTSMax(ts);
res.put(entry.getKey(), entry.getValue());
});
return res;
variableValues);
}
}

View File

@ -16,9 +16,7 @@ import static ru.ulstu.extractor.core.Route.LIST_INDEXED_REPOSITORIES;
public class MvcConfiguration implements WebMvcConfigurer {
@Override
public void addViewControllers(ViewControllerRegistry registry) {
registry.addViewController("/{articlename:\\w+}");
registry.addRedirectViewController("/", LIST_INDEXED_REPOSITORIES);
registry.addRedirectViewController("/default", "/home");
}
@Override

View File

@ -21,6 +21,7 @@ public class Route {
public static final String ADD_RULE = "addRule";
public static final String ASSESSMENTS = "assessments";
public static final String DELETE_RULE = "deleteRule";
public static final String ADD_MARKUP = "addMarkup";
public static String getLIST_INDEXED_REPOSITORIES() {
return LIST_INDEXED_REPOSITORIES;
@ -45,4 +46,8 @@ public class Route {
public static String getASSESSMENTS() {
return ASSESSMENTS;
}
public static String getADD_MARKUP() {
return ADD_MARKUP;
}
}

View File

@ -1,8 +1,3 @@
/*
* Copyright (C) 2021 Anton Romanov - All Rights Reserved
* You may use, distribute and modify this code, please write to: romanov73@gmail.com.
*/
package ru.ulstu.extractor.gitrepository.service;
import com.sun.istack.NotNull;
@ -18,6 +13,7 @@ import ru.ulstu.extractor.branch.service.BranchService;
import ru.ulstu.extractor.commit.model.Commit;
import ru.ulstu.extractor.gitrepository.model.GitRepository;
import ru.ulstu.extractor.ts.creator.db.DBTimeSeriesCreator;
import ru.ulstu.extractor.ts.service.ScheduledTimeSeriesService;
import java.io.IOException;
import java.util.Collections;
@ -30,13 +26,16 @@ public class IndexService {
private final GitRepositoryService gitRepositoryService;
private final BranchService branchService;
private final List<DBTimeSeriesCreator> timeSeriesCreators;
private final ScheduledTimeSeriesService scheduledTimeSeriesService;
public IndexService(GitRepositoryService gitRepositoryService,
BranchService branchService,
List<DBTimeSeriesCreator> timeSeriesCreators) {
List<DBTimeSeriesCreator> timeSeriesCreators,
ScheduledTimeSeriesService scheduledTimeSeriesService) {
this.gitRepositoryService = gitRepositoryService;
this.branchService = branchService;
this.timeSeriesCreators = timeSeriesCreators;
this.scheduledTimeSeriesService = scheduledTimeSeriesService;
}
@Transactional
@ -74,6 +73,7 @@ public class IndexService {
branch = branchService.findByBranchId(branch.getId()).orElseThrow(() -> new RuntimeException("Branch not found by id"));
final Branch branchForSave = branchService.updateStatus(branch, IndexingStatus.FINISHED);
timeSeriesCreators.forEach(tsCreator -> tsCreator.addTimeSeries(branchForSave));
scheduledTimeSeriesService.addTimeSeriesPoints();
LOG.debug("Complete indexing {} branch", branch.getName());
}

View File

@ -41,6 +41,26 @@ public class HttpService {
return response;
}
public JSONArray post(String url, JSONArray postData) {
log.debug("Service call: {}", url);
JSONArray response = null;
try {
response = new JSONArray(Optional.ofNullable(client
.post()
.uri(url)
.contentType(MediaType.APPLICATION_JSON)
.body(BodyInserters.fromValue(postData.toString()))
.accept(MediaType.APPLICATION_JSON)
.retrieve()
.bodyToMono(String.class)
.toFuture().get()).orElse("[{response:\"empty\"}]"));
} catch (Exception e) {
return new JSONArray("[{response:\"empty\"}]");
}
log.debug("Service response: {}", response);
return response;
}
public JSONArray get(String url) {
log.debug("Service call: {}", url);
try {

View File

@ -0,0 +1,75 @@
package ru.ulstu.extractor.markup.controller;
import org.springframework.stereotype.Controller;
import org.springframework.ui.Model;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.ModelAttribute;
import org.springframework.web.bind.annotation.PostMapping;
import ru.ulstu.extractor.branch.service.BranchService;
import ru.ulstu.extractor.core.Route;
import ru.ulstu.extractor.markup.model.MarkupForm;
import ru.ulstu.extractor.markup.model.TimeSeriesForMarkup;
import ru.ulstu.extractor.markup.service.MarkupService;
import ru.ulstu.extractor.ts.service.TimeSeriesService;
import springfox.documentation.annotations.ApiIgnore;
import java.util.List;
@Controller
@ApiIgnore
public class TimeSeriesMarkupController {
private final TimeSeriesService timeSeriesService;
private final BranchService branchService;
private final MarkupService markupService;
public TimeSeriesMarkupController(TimeSeriesService timeSeriesService,
BranchService branchService,
MarkupService markupService) {
this.timeSeriesService = timeSeriesService;
this.branchService = branchService;
this.markupService = markupService;
}
@GetMapping("time-series-markup")
public String markupTs(Model model) {
model.addAttribute("branches", branchService.findAllValid());
model.addAttribute("markupForm", new MarkupForm());
return "markup";
}
@PostMapping("time-series-markup")
public String filter(Model model, @ModelAttribute MarkupForm markupForm) {
model.addAttribute("branches", branchService.findAllValid());
if (markupForm != null && markupForm.getBranchId() != null) {
List<TimeSeriesForMarkup> tss = markupService.getTimeSeriesForMarkup(
timeSeriesService.getGroupedTendencies(
timeSeriesService.getByBranch(markupForm.getBranchId())
)
);
MarkupForm markupFormWithTs = new MarkupForm(markupForm.getBranchId(), tss);
model.addAttribute("markupForm", markupFormWithTs);
} else {
model.addAttribute("markupForm", new MarkupForm());
}
return "markup";
}
@PostMapping(Route.ADD_MARKUP)
public String addMarkups(Model model, @ModelAttribute MarkupForm markupForm) {
model.addAttribute("branches", branchService.findAllValid());
if (markupForm != null && markupForm.getBranchId() != null) {
List<TimeSeriesForMarkup> tss = markupService.getTimeSeriesForMarkup(
timeSeriesService.getGroupedTendencies(
timeSeriesService.getByBranch(markupForm.getBranchId())
)
);
MarkupForm markupFormWithTs = new MarkupForm(markupForm.getBranchId(), tss);
model.addAttribute("markupForm", markupFormWithTs);
if (markupForm.getTimeSeriesForMarkupList() != null
&& !markupForm.getTimeSeriesForMarkupList().isEmpty()) {
markupService.generateRules(markupForm);
}
}
return "markup";
}
}

View File

@ -0,0 +1,33 @@
package ru.ulstu.extractor.markup.model;
import java.util.ArrayList;
import java.util.List;
public class MarkupForm {
private List<TimeSeriesForMarkup> timeSeriesForMarkupList = new ArrayList<>();
private Integer branchId;
public MarkupForm() {
}
public MarkupForm(Integer branchId, List<TimeSeriesForMarkup> tss) {
this.timeSeriesForMarkupList = tss;
this.branchId = branchId;
}
public List<TimeSeriesForMarkup> getTimeSeriesForMarkupList() {
return timeSeriesForMarkupList;
}
public void setTimeSeriesForMarkupList(List<TimeSeriesForMarkup> timeSeriesForMarkupList) {
this.timeSeriesForMarkupList = timeSeriesForMarkupList;
}
public Integer getBranchId() {
return branchId;
}
public void setBranchId(Integer branchId) {
this.branchId = branchId;
}
}

View File

@ -0,0 +1,31 @@
package ru.ulstu.extractor.markup.model;
import ru.ulstu.extractor.ts.model.TimeSeries;
public class MarkupRow {
private TimeSeries timeSeries;
private String markup;
public MarkupRow() {
}
public MarkupRow(TimeSeries ts) {
this.timeSeries = ts;
}
public TimeSeries getTimeSeries() {
return timeSeries;
}
public void setTimeSeries(TimeSeries timeSeries) {
this.timeSeries = timeSeries;
}
public String getMarkup() {
return markup;
}
public void setMarkup(String markup) {
this.markup = markup;
}
}

View File

@ -0,0 +1,88 @@
package ru.ulstu.extractor.markup.model;
import ru.ulstu.extractor.rule.model.AntecedentValue;
import ru.ulstu.extractor.ts.model.TimeSeries;
import ru.ulstu.extractor.ts.model.TimeSeriesType;
import java.util.ArrayList;
import java.util.Date;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.stream.Collectors;
public class TimeSeriesForMarkup {
//output
private Map<TimeSeries, AntecedentValue> timeSeriesTendencyMap = new HashMap<>();
private Date dateFrom;
private Date dateTo;
//input
private List<TimeSeriesType> timeSeriesTypes;
private List<AntecedentValue> antecedentValues;
private String markup;
public TimeSeriesForMarkup() {
}
public TimeSeriesForMarkup(TimeSeries ts1, AntecedentValue tendency1, TimeSeries ts2, AntecedentValue tendency2, Date dateFrom, Date dateTo) {
this.dateFrom = dateFrom;
this.dateTo = dateTo;
this.timeSeriesTendencyMap.put(ts1, tendency1);
this.timeSeriesTendencyMap.put(ts2, tendency2);
refresh();
}
public Map<TimeSeries, AntecedentValue> getTimeSeriesTendencyMap() {
return timeSeriesTendencyMap;
}
public Date getDateFrom() {
return dateFrom;
}
public void setDateFrom(Date dateFrom) {
this.dateFrom = dateFrom;
}
public Date getDateTo() {
return dateTo;
}
public void setDateTo(Date dateTo) {
this.dateTo = dateTo;
}
public String getMarkup() {
return markup;
}
public void setTimeSeriesTendencyMap(Map<TimeSeries, AntecedentValue> timeSeriesTendencyMap) {
this.timeSeriesTendencyMap = timeSeriesTendencyMap;
}
public void setMarkup(String markup) {
this.markup = markup;
}
public List<TimeSeriesType> getTimeSeriesTypes() {
return timeSeriesTypes;
}
public void setTimeSeriesTypes(List<TimeSeriesType> timeSeriesTypes) {
this.timeSeriesTypes = timeSeriesTypes;
}
public List<AntecedentValue> getAntecedentValues() {
return antecedentValues;
}
public void setAntecedentValues(List<AntecedentValue> antecedentValues) {
this.antecedentValues = antecedentValues;
}
public void refresh() {
this.antecedentValues = new ArrayList<>(timeSeriesTendencyMap.values());
this.timeSeriesTypes = timeSeriesTendencyMap.keySet().stream().map(TimeSeries::getTimeSeriesType).collect(Collectors.toList());
}
}

View File

@ -0,0 +1,94 @@
package ru.ulstu.extractor.markup.service;
import org.springframework.stereotype.Service;
import ru.ulstu.extractor.markup.model.MarkupForm;
import ru.ulstu.extractor.markup.model.TimeSeriesForMarkup;
import ru.ulstu.extractor.rule.model.AntecedentValue;
import ru.ulstu.extractor.rule.service.AntecedentValueService;
import ru.ulstu.extractor.rule.service.DbRuleService;
import ru.ulstu.extractor.ts.model.TimeSeries;
import ru.ulstu.extractor.ts.model.TimeSeriesValue;
import javax.transaction.Transactional;
import java.util.ArrayList;
import java.util.Comparator;
import java.util.List;
import java.util.stream.Collectors;
@Service
public class MarkupService {
private final DbRuleService dbRuleService;
private final AntecedentValueService antecedentValueService;
public MarkupService(DbRuleService dbRuleService,
AntecedentValueService antecedentValueService) {
this.dbRuleService = dbRuleService;
this.antecedentValueService = antecedentValueService;
}
@Transactional
public void generateRules(MarkupForm markupForm) {
markupForm.getTimeSeriesForMarkupList().forEach(markupRow -> {
for (int i = 0; i < markupRow.getTimeSeriesTypes().size(); i++) {
for (int j = i+1; j < markupRow.getTimeSeriesTypes().size(); j++) {
if (i != j) {
dbRuleService.saveRule(markupRow.getTimeSeriesTypes().get(i), markupRow.getAntecedentValues().get(i),
markupRow.getTimeSeriesTypes().get(j), markupRow.getAntecedentValues().get(j),
markupRow.getMarkup());
}
}
}
});
}
private AntecedentValue getAntecedent(Double diff) {
String antecedentValue;
if (diff < 0) {
antecedentValue = "спад";
} else if (diff > 0) {
antecedentValue = "рост";
} else {
antecedentValue = "стабильно";
}
return antecedentValueService.getByValue(antecedentValue);
}
public List<TimeSeriesForMarkup> getTimeSeriesForMarkup(List<TimeSeries> timeSeriesList) {
List<TimeSeriesForMarkup> tsForMarkup = new ArrayList<>();
for (int i = 0; i < timeSeriesList.size(); i++) {
TimeSeries ts1 = timeSeriesList.get(i);
for (int j = i + 1; j < timeSeriesList.size(); j++) {
TimeSeries ts2 = timeSeriesList.get(j);
List<TimeSeriesValue> values1 = ts1.getValues();
for (int k = 0; k < values1.size() - 1; k++) {
List<TimeSeriesValue> values2 = ts2.getValues();
for (int l = 0; l < values2.size() - 1; l++) {
if (values1.get(k).getDate().equals(values2.get(l).getDate())
&& values1.get(k + 1).getDate().equals(values2.get(l + 1).getDate())) {
final int index = k;
TimeSeriesForMarkup found = tsForMarkup
.stream()
.filter(m -> m.getDateFrom().equals(values1.get(index).getDate()) && m.getDateTo().equals(values1.get(index + 1).getDate()))
.findAny()
.orElse(null);
AntecedentValue antecedentValue1 = getAntecedent(values1.get(index + 1).getValue() - values1.get(index).getValue());
AntecedentValue antecedentValue2 = getAntecedent(values2.get(l + 1).getValue() - values2.get(l).getValue());
if (found == null) {
tsForMarkup.add(new TimeSeriesForMarkup(ts1, antecedentValue1, ts2, antecedentValue2, values1.get(index).getDate(), values1.get(index + 1).getDate()));
} else {
found.getTimeSeriesTendencyMap().put(ts1, antecedentValue1);
found.getTimeSeriesTendencyMap().put(ts2, antecedentValue2);
found.refresh();
}
}
}
}
}
}
return tsForMarkup
.stream()
.sorted(Comparator.comparing(TimeSeriesForMarkup::getDateFrom))
.collect(Collectors.toList());
}
}

View File

@ -54,7 +54,7 @@ public class RuleController {
}
@GetMapping(DELETE_RULE)
public String deleteRule(Model model, @RequestParam Integer id) {
public String deleteRule(@RequestParam Integer id) {
ruleService.deleteById(id);
return "redirect:/" + LIST_RULE;
}

View File

@ -11,8 +11,7 @@ public class AntecedentValue extends BaseEntity {
public AntecedentValue() {
}
public AntecedentValue(Integer id, String antecedentValue) {
this.setId(id);
public AntecedentValue(String antecedentValue) {
this.antecedentValue = antecedentValue;
}

View File

@ -4,5 +4,8 @@ package ru.ulstu.extractor.rule.repository;
import org.springframework.data.jpa.repository.JpaRepository;
import ru.ulstu.extractor.rule.model.AntecedentValue;
import java.util.Optional;
public interface AntecedentValueRepository extends JpaRepository<AntecedentValue, Integer> {
Optional<AntecedentValue> findByAntecedentValue(String antecedentValue);
}

View File

@ -22,4 +22,9 @@ public class AntecedentValueService {
return antecedentValueRepository.findById(antecedentValueId)
.orElseThrow(() -> new RuntimeException("Antecedent value not found by id " + antecedentValueId));
}
public AntecedentValue getByValue(String antecedentValue) {
return antecedentValueRepository.findByAntecedentValue(antecedentValue)
.orElseThrow(() -> new RuntimeException("Antecedent value not found by value " + antecedentValue));
}
}

View File

@ -2,10 +2,10 @@ package ru.ulstu.extractor.rule.service;
import org.springframework.stereotype.Service;
import ru.ulstu.extractor.rule.model.AddRuleForm;
import ru.ulstu.extractor.rule.model.AntecedentValue;
import ru.ulstu.extractor.rule.model.DbRule;
import ru.ulstu.extractor.rule.repository.RuleRepository;
import ru.ulstu.extractor.ts.model.TimeSeriesType;
import ru.ulstu.extractor.ts.service.TimeSeriesService;
import java.util.List;
import java.util.stream.Collectors;
@ -13,14 +13,11 @@ import java.util.stream.Collectors;
@Service
public class DbRuleService {
private final RuleRepository ruleRepository;
private final TimeSeriesService timeSeriesService;
private final AntecedentValueService antecedentValueService;
public DbRuleService(RuleRepository ruleRepository,
TimeSeriesService timeSeriesService,
AntecedentValueService antecedentValueService) {
this.ruleRepository = ruleRepository;
this.timeSeriesService = timeSeriesService;
this.antecedentValueService = antecedentValueService;
}
@ -46,6 +43,17 @@ public class DbRuleService {
}
}
public void saveRule(TimeSeriesType timeSeriesType1, AntecedentValue antecedentValue1,
TimeSeriesType timeSeriesType2, AntecedentValue antecedentValue2,
String consequent) {
ruleRepository.save(new DbRule(antecedentValueService.getByValue(antecedentValue1.getAntecedentValue()),
timeSeriesType1,
antecedentValueService.getByValue(antecedentValue2.getAntecedentValue()),
timeSeriesType2,
consequent));
}
public DbRule findById(Integer id) {
return ruleRepository.getOne(id);
}

View File

@ -8,6 +8,7 @@ import com.fuzzylite.norm.t.AlgebraicProduct;
import com.fuzzylite.norm.t.Minimum;
import com.fuzzylite.rule.Rule;
import com.fuzzylite.rule.RuleBlock;
import com.fuzzylite.term.Activated;
import com.fuzzylite.term.Triangle;
import com.fuzzylite.variable.InputVariable;
import com.fuzzylite.variable.OutputVariable;
@ -34,8 +35,7 @@ public class FuzzyInferenceService {
+ " is %s";
private final static String NO_RESULT = "Нет результата";
private List<String> getRulesFromDb(List<DbRule> dbRules, Map<String, Double> variableValues) {
validateVariables(variableValues, dbRules);
private List<String> mapRulesToString(List<DbRule> dbRules) {
return dbRules.stream().map(this::getFuzzyRule).collect(Collectors.toList());
}
@ -51,8 +51,6 @@ public class FuzzyInferenceService {
private RuleBlock getRuleBlock(Engine engine,
List<DbRule> dbRules,
Map<String, Double> variableValues,
Map<String, Double> min,
Map<String, Double> max,
List<AntecedentValue> antecedentValues,
List<Integer> consequentValues) {
variableValues.forEach((key, value) -> {
@ -60,20 +58,11 @@ public class FuzzyInferenceService {
input.setName(key);
input.setDescription("");
input.setEnabled(true);
double delta = antecedentValues.size() > 1
? (max.get(key) - min.get(key)) / (antecedentValues.size() - 1)
: (max.get(key) - min.get(key));
input.setRange(min.get(key), max.get(key));
input.setRange(-1, 1);
input.setLockValueInRange(false);
for (int i = 0; i < antecedentValues.size(); i++) {
input.addTerm(
new Triangle(
antecedentValues.get(i).getAntecedentValue(),
min.get(key) + i * delta - 0.5 * delta,
min.get(key) + i * delta + delta + 0.5 * delta
)
);
}
input.addTerm(new Triangle("спад", -1, 0));
input.addTerm(new Triangle("стабильно", -0.1, 0.1));
input.addTerm(new Triangle("рост", 0, 1));
engine.addInputVariable(input);
});
@ -87,7 +76,7 @@ public class FuzzyInferenceService {
output.setDefaultValue(Double.NaN);
output.setLockValueInRange(false);
for (int i = 0; i < consequentValues.size(); i++) {
output.addTerm(new Triangle(consequentValues.get(i).toString(), i, i + 2.1));
output.addTerm(new Triangle(consequentValues.get(i).toString(), i, i + 1));
}
engine.addOutputVariable(output);
@ -99,7 +88,7 @@ public class FuzzyInferenceService {
//mamdani.setDisjunction(null);
mamdani.setImplication(new AlgebraicProduct());
mamdani.setActivation(new General());
getRulesFromDb(dbRules, variableValues).forEach(r -> {
mapRulesToString(dbRules).forEach(r -> {
LOG.info(r);
mamdani.addRule(Rule.parse(r, engine));
});
@ -115,21 +104,25 @@ public class FuzzyInferenceService {
public List<Assessment> getFuzzyInference(List<DbRule> dbRules,
List<AntecedentValue> antecedentValues,
Map<String, Double> variableValues,
Map<String, Double> min,
Map<String, Double> max) {
Map<String, Double> variableValues) {
validateVariables(variableValues, dbRules);
variableValues.entrySet().forEach(e -> System.out.println(e.getKey() + " " + e.getValue()));
Engine engine = getFuzzyEngine();
List<Integer> consequentValues = dbRules.stream().map(DbRule::getId).collect(Collectors.toList());
engine.addRuleBlock(getRuleBlock(engine, dbRules, variableValues, min, max, antecedentValues, consequentValues));
Map.Entry<String, Double> consequent = getConsequent(engine, variableValues);
if (consequent.getKey().equals(NO_RESULT)) {
engine.addRuleBlock(getRuleBlock(engine, dbRules, variableValues, antecedentValues, consequentValues));
Map<String, Double> consequents = getConsequent(engine, variableValues);
if (consequents.containsKey(NO_RESULT)) {
return new ArrayList<>();
}
return dbRules
.stream()
.filter(r -> r.getId().equals(Integer.valueOf(consequent.getKey())))
.map(r -> new Assessment(r, consequent.getValue()))
.collect(Collectors.toList());
List<Assessment> assessments = new ArrayList<>();
for (Map.Entry<String, Double> consequent : consequents.entrySet()) {
for (DbRule dbRule : dbRules) {
if (dbRule.getId().equals(Integer.valueOf(consequent.getKey()))) {
assessments.add(new Assessment(dbRule, consequent.getValue()));
}
}
}
return assessments;
}
@ -146,7 +139,7 @@ public class FuzzyInferenceService {
}
}
private Map.Entry<String, Double> getConsequent(Engine engine, Map<String, Double> variableValues) {
private Map<String, Double> getConsequent(Engine engine, Map<String, Double> variableValues) {
OutputVariable outputVariable = engine.getOutputVariable(OUTPUT_VARIABLE_NAME);
for (Map.Entry<String, Double> variableValue : variableValues.entrySet()) {
InputVariable inputVariable = engine.getInputVariable(variableValue.getKey());
@ -156,8 +149,8 @@ public class FuzzyInferenceService {
if (outputVariable != null) {
LOG.info("Output: {}", outputVariable.getValue());
}
return (outputVariable == null || Double.isNaN(outputVariable.getValue()))
? Map.entry(NO_RESULT, 0.0)
: Map.entry(outputVariable.highestMembershipTerm(outputVariable.getValue()).getName(), outputVariable.getValue());
return Double.isNaN(outputVariable.getValue())
? Map.of(NO_RESULT, 0.0)
: outputVariable.fuzzyOutput().getTerms().stream().collect(Collectors.toMap(t -> t.getTerm().getName(), Activated::getDegree));
}
}

View File

@ -1,27 +0,0 @@
package ru.ulstu.extractor.ts.controller;
import org.springframework.stereotype.Controller;
import org.springframework.ui.Model;
import org.springframework.web.bind.annotation.GetMapping;
import ru.ulstu.extractor.ts.model.TimeSeries;
import ru.ulstu.extractor.ts.service.TimeSeriesService;
import springfox.documentation.annotations.ApiIgnore;
import java.util.List;
@Controller
@ApiIgnore
public class TimeSeriesMarkupController {
private final TimeSeriesService timeSeriesService;
public TimeSeriesMarkupController(TimeSeriesService timeSeriesService) {
this.timeSeriesService = timeSeriesService;
}
@GetMapping("time-series-markup")
public String markupTs(Model model) {
List<TimeSeries> ts = timeSeriesService.getAllTimeSeries();
model.addAttribute("ts", ts);
return "markup";
}
}

View File

@ -2,6 +2,7 @@ package ru.ulstu.extractor.ts.model;
import org.hibernate.annotations.Fetch;
import org.hibernate.annotations.FetchMode;
import org.json.JSONObject;
import ru.ulstu.extractor.branch.model.Branch;
import ru.ulstu.extractor.core.BaseEntity;
@ -15,6 +16,10 @@ import javax.persistence.ManyToOne;
import javax.persistence.OneToMany;
import java.util.ArrayList;
import java.util.List;
import java.util.Optional;
import java.util.stream.Collectors;
import static ru.ulstu.extractor.util.JsonUtils.getListOfObjects;
@Entity
public class TimeSeries extends BaseEntity {
@ -51,6 +56,16 @@ public class TimeSeries extends BaseEntity {
this.branch = branch;
}
public TimeSeries(JSONObject timeSeries, Optional<TimeSeries> maybeTimeSeries) {
this.name = timeSeries.getString("name");
this.timeSeriesType = maybeTimeSeries.map(TimeSeries::getTimeSeriesType).orElse(null);
this.setId(maybeTimeSeries.map(TimeSeries::getId).orElse(null));
this.values = getListOfObjects(timeSeries.getJSONArray("values"))
.stream()
.map(TimeSeriesValue::new)
.collect(Collectors.toList());
}
public String getName() {
return name;
}

View File

@ -3,9 +3,6 @@ package ru.ulstu.extractor.ts.model;
public enum TimeSeriesType {
COMMITS("Временной ряд коммитов"),
AUTHOR_COMMITS("Временной ряд коммитов авторов"),
AUTHOR_ISSUES("Временной ряд задач авторов"),
AUTHOR_COMPLETED_ISSUES("Временной ряд завершенных задач авторов"),
AUTHORS("Временной ряд авторов"),
BRANCHES("Временной ряд веток"),
CLASSES("Временной ряд классов"),
DEPENDENCIES("Временной ряд зависимостей"),

View File

@ -1,8 +1,11 @@
package ru.ulstu.extractor.ts.model;
import org.json.JSONObject;
import ru.ulstu.extractor.core.BaseEntity;
import javax.persistence.Entity;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Date;
@Entity
@ -28,6 +31,16 @@ public class TimeSeriesValue extends BaseEntity {
this.value = value;
}
public TimeSeriesValue(JSONObject jsonValue) {
SimpleDateFormat formatter = new SimpleDateFormat("yyyy-MM-dd'T'hh:mm:ss");
try {
this.date = formatter.parse(jsonValue.getString("date"));
} catch (ParseException e) {
e.printStackTrace();
}
this.value = jsonValue.getDouble("value");
}
public Date getDate() {
return date;
}

View File

@ -1,8 +1,3 @@
/*
* Copyright (C) 2021 Anton Romanov - All Rights Reserved
* You may use, distribute and modify this code, please write to: romanov73@gmail.com.
*/
package ru.ulstu.extractor.ts.service;
import org.json.JSONArray;
@ -13,19 +8,20 @@ import org.springframework.stereotype.Service;
import ru.ulstu.extractor.branch.model.Branch;
import ru.ulstu.extractor.http.HttpService;
import ru.ulstu.extractor.http.JsonTimeSeries;
import ru.ulstu.extractor.http.SmoothingTimeSeries;
import ru.ulstu.extractor.ts.model.TimeSeries;
import ru.ulstu.extractor.ts.model.TimeSeriesType;
import ru.ulstu.extractor.ts.model.TimeSeriesValue;
import ru.ulstu.extractor.ts.repository.TimeSeriesRepository;
import ru.ulstu.extractor.ts.repository.TimeSeriesValueRepository;
import ru.ulstu.extractor.ts.util.TimeSeriesDateMapper;
import ru.ulstu.extractor.util.JsonUtils;
import javax.transaction.Transactional;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Optional;
import java.util.stream.Collectors;
import java.util.stream.Stream;
@Service
@ -38,7 +34,8 @@ public class TimeSeriesService {
private final TimeSeriesDateMapper.TimeSeriesInterval timeSeriesInterval = TimeSeriesDateMapper.TimeSeriesInterval.HOUR;
private final HttpService httpService;
private final static String TIME_SERIES_SAVE_SERVICE_URL = "http://time-series.athene.tech/api/1.0/add-time-series?setKey=git-extractor";
private final static String TIME_SERIES_TENDENCY_URL = "http://time-series.athene.tech/api/1.0/getSpecificMethodSmoothed";
private final static String TIME_SERIES_TENDENCY_URL = "http://time-series.athene.tech/api/1.0/getMaxSmoothing";
private final static String TIME_SERIES_GROUPED_TENDENCIES_URL = "http://time-series.athene.tech/api/1.0/getGroupedTendencies";
public TimeSeriesService(TimeSeriesRepository timeSeriesRepository,
TimeSeriesValueRepository timeSeriesValueRepository,
@ -129,21 +126,42 @@ public class TimeSeriesService {
public double getLastTimeSeriesTendency(TimeSeries ts) {
if (ts != null && ts.getValues().size() > MIN_TIME_SERIES_LENGTH) {
JSONObject response = httpService.post(TIME_SERIES_TENDENCY_URL, new JSONObject(new SmoothingTimeSeries(ts)));
JSONObject response = httpService.post(TIME_SERIES_TENDENCY_URL, new JSONObject(new JsonTimeSeries(normalizeTimeSeries(ts))));
LOG.debug("Успешно отправлен на сервис сглаживания");
if (response.has("response") && response.getString("response").equals("empty")) {
return DEFAULT_TIME_SERIES_TENDENCY;
}
JSONArray jsonArray = response.getJSONObject("timeSeries").getJSONArray("values");
return jsonArray.getJSONObject(jsonArray.length() - 1).getDouble("value");
return jsonArray.getJSONObject(jsonArray.length() - 1).getDouble("value") -
jsonArray.getJSONObject(jsonArray.length() - 2).getDouble("value");
}
return DEFAULT_TIME_SERIES_TENDENCY;
}
private TimeSeries normalizeTimeSeries(TimeSeries ts) {
double sum = ts.getValues().stream().mapToDouble(TimeSeriesValue::getValue).sum();
if (sum > 0.0d) {
for (int i = 0; i < ts.getValues().size(); i++) {
ts.getValues().get(i).setValue(ts.getValues().get(i).getValue() / sum);
}
}
return ts;
}
public boolean isBranchContainsAllTimeSeries(Branch b) {
List<TimeSeries> timeSeries = getByBranch(b.getId());
return Stream.of(TimeSeriesType.values()).allMatch(type -> timeSeries
.stream()
.anyMatch(ts -> type == ts.getTimeSeriesType()));
}
public List<TimeSeries> getGroupedTendencies(List<TimeSeries> tsList) {
JSONArray response = httpService.post(TIME_SERIES_GROUPED_TENDENCIES_URL, new JSONArray(tsList.stream().map(JsonTimeSeries::new).collect(Collectors.toList())));
LOG.debug("Send to group time series tendencies");
return JsonUtils.getListOfObjects(response)
.stream()
.map(jsonTs -> new TimeSeries(jsonTs, tsList.stream().filter(ts -> jsonTs.get("name").equals("Model of " + ts.getName())).findAny()))
.collect(Collectors.toList());
}
}

View File

@ -0,0 +1,18 @@
package ru.ulstu.extractor.util;
import org.json.JSONArray;
import org.json.JSONObject;
import java.util.ArrayList;
import java.util.List;
public class JsonUtils {
public static List<JSONObject> getListOfObjects(JSONArray jsonArray) {
List<JSONObject> result = new ArrayList<>();
for (int i = 0; i < jsonArray.length(); i++) {
result.add(jsonArray.getJSONObject(i));
}
return result;
}
}

View File

@ -0,0 +1,49 @@
<?xml version="1.1" encoding="UTF-8" standalone="no"?>
<databaseChangeLog xmlns="http://www.liquibase.org/xml/ns/dbchangelog"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-3.1.xsd">
<changeSet author="orion" id="20230302-210000-1">
<createTable tableName="markup">
<column name="id" type="integer">
<constraints nullable="false"/>
</column>
<column name="version" type="integer"/>
<column name="time_series_id" type="integer">
<constraints nullable="false"/>
</column>
<column name="markup" type="varchar(500)">
</column>
</createTable>
<addPrimaryKey columnNames="id" constraintName="pk_markup" tableName="markup"/>
<addForeignKeyConstraint baseTableName="markup" baseColumnNames="time_series_id"
constraintName="fk_markup_time_series"
referencedTableName="time_series"
referencedColumnNames="id"/>
</changeSet>
<changeSet author="orion" id="20230422-210000-1">
<sql>
delete
from time_series
where time_series_type = 'AUTHORS';
delete
from rule
where first_antecedent = 'AUTHORS'
OR second_antecedent = 'AUTHORS';
delete
from time_series
where time_series_type = 'AUTHOR_COMPLETED_ISSUES';
delete
from rule
where first_antecedent = 'AUTHOR_COMPLETED_ISSUES'
OR second_antecedent = 'AUTHOR_COMPLETED_ISSUES';
delete
from time_series
where time_series_type = 'AUTHOR_ISSUES';
delete
from rule
where first_antecedent = 'AUTHOR_ISSUES'
OR second_antecedent = 'AUTHOR_ISSUES';
</sql>
</changeSet>
</databaseChangeLog>

View File

@ -15,4 +15,5 @@
<include file="db/changelog-20220422_120000-schema.xml"/>
<include file="db/changelog-20220621_120000-schema.xml"/>
<include file="db/changelog-20221012_170000-schema.xml"/>
<include file="db/changelog-20230302_210000-schema.xml"/>
</databaseChangeLog>

View File

@ -31,11 +31,9 @@
<input type="submit" class="btn btn-outline-success w-100" value="Применить фильтр"/>
</div>
<div th:if="*{branchId == null}">Выбрерите ветку для получения оценки репозитория</div>
<input type="hidden" th:field="*{branchId}">
</form>
<div th:if="${assessments != null && #lists.size(assessments) > 0}">
<h5>Состояние репозитория описывается следующими выражениями:</h5>
<h5>Состояние репозитория по нескольким правилам описывается следующими выражениями:</h5>
<div th:each="assessment: ${assessments}">
<span th:text="${assessment.consequent}"></span>
вследствие тенденции '<span th:text="${assessment.firstAntecedentTendency}"></span>' показателя '<span

View File

@ -1,8 +1,3 @@
<!--
~ Copyright (C) 2021 Anton Romanov - All Rights Reserved
~ You may use, distribute and modify this code, please write to: romanov73@gmail.com.
-->
<!DOCTYPE html>
<html lang="ru"
xmlns:layout="http://www.ultraq.net.nz/thymeleaf/layout" xmlns:th="http://www.w3.org/1999/xhtml">
@ -38,10 +33,13 @@
<a class="nav-link" href="/statistic" th:text="#{messages.menu.statistic}">Link</a>
</li>
<li class="nav-item">
<a class="nav-link" href="/listRules" th:text="Правила">Link</a>
<a class="nav-link" href="/time-series-markup">Разметка данных</a>
</li>
<li class="nav-item">
<a class="nav-link" href="/assessments" th:text="Рекомендации">Link</a>
<a class="nav-link" href="/listRules">Правила</a>
</li>
<li class="nav-item">
<a class="nav-link" href="/assessments">Рекомендации</a>
</li>
</ul>
</div>

View File

@ -22,19 +22,22 @@
th:text="${branch.name}"></a>
</td>
<td>
<a role="button" class="btn btn-primary" title="Повторить индексацию ветки"
th:if="${branch.indexingStatus.name() != 'INDEXING'}"
th:href="@{'reindexBranch?branchId=' + ${branch.id}}">
<i class="fa fa-repeat" aria-hidden="true"></i>
</a>
<a role="button" class="btn btn-dark disabled"
th:if="${branch.indexingStatus.name() == 'INDEXING'}">Индексируется...
</a>
<a role="button" class="btn btn-danger" th:if="${branch.indexingStatus.name() != 'INDEXING'}"
th:href="@{'deleteBranch?id=' + ${branch.id} + '&repositoryId='+${repository.id}}"
onclick="return confirm('Удалить ветку?')">
<i class="fa fa-times" aria-hidden="true"></i>
</a>
<div class="pull-right">
<a role="button" class="btn btn-primary" title="Повторить индексацию ветки"
th:if="${branch.indexingStatus.name() != 'INDEXING'}"
th:href="@{'reindexBranch?branchId=' + ${branch.id}}">
<i class="fa fa-repeat" aria-hidden="true"></i>
</a>
<a role="button" class="btn btn-dark disabled"
th:if="${branch.indexingStatus.name() == 'INDEXING'}">Индексируется...
</a>
<a role="button" class="btn btn-danger"
th:if="${branch.indexingStatus.name() != 'INDEXING'}"
th:href="@{'deleteBranch?id=' + ${branch.id} + '&repositoryId='+${repository.id}}"
onclick="return confirm('Удалить ветку?')">
<i class="fa fa-times" aria-hidden="true"></i>
</a>
</div>
</td>
</tr>
</tbody>

View File

@ -19,9 +19,9 @@
<tbody>
<tr th:each="repo: ${repositories}">
<td><a th:href="@{${@route.LIST_REPOSITORY_BRANCHES} + '?repositoryId=' + ${repo.id}}"
th:text="${repo.url}"></a></td>
th:text="${repo.name}" th:title="${repo.url}"></a></td>
<td>
<a role="button" class="btn btn-danger" th:href="@{'deleteRepository?id=' + ${repo.id}}"
<a role="button" class="btn btn-danger pull-right" th:href="@{'deleteRepository?id=' + ${repo.id}}"
onclick="return confirm('Удалить репозиторий?')">
<i class="fa fa-times" aria-hidden="true"></i>
</a>

View File

@ -7,18 +7,44 @@
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8"/>
</head>
<div class="container" layout:fragment="content">
<table class="table table-striped">
<thead class="thead-dark">
<tr>
<th scope="col" colspan="10">Разметка временных рядов</th>
</tr>
</thead>
<tbody>
<tr th:each="t: ${ts}">
<td><span class="badge badge-success" th:text="${t.name}"></span></td>
<td><span class="badge badge-success" th:text="${#lists.size(t.values)}"></span></td>
</tr>
</tbody>
</table>
<form action="#" th:action="${@route.ADD_MARKUP}" method="post" th:object="${markupForm}">
<div class="row">
<div class="col-md-2 col-sm-12">
Репозиторий-ветка
</div>
<div class="col-md-6 col-sm-12">
<select id="select-branch" class="selectpicker" data-live-search="true" th:field="*{branchId}"
data-width="90%">
<option value="">Все ветки</option>
<option th:each="branch : ${branches}"
th:value="${branch.id}"
th:utext="${branch.gitRepository.url} + ' - '+ ${branch.name}">
</option>
</select>
<script th:inline="javascript">
$('#select-branch').val([[*{branchId}]]);
$('#select-branch').selectpicker('refresh');
</script>
</div>
<div class="col-md-4 col-sm-12">
<input type="submit" class="btn btn-outline-success w-100" th:formaction="@{/time-series-markup}"
value="Применить"/>
</div>
</div>
<h5 class="mb-3" th:if="*{timeSeriesForMarkupList != null && #lists.size(timeSeriesForMarkupList) > 0}">
Охарактеризуйте периоды вашего проекта</h5>
<div class="form-group" th:each="m, itemStat: *{timeSeriesForMarkupList}">
<div th:each="m2, itemStat2: *{timeSeriesForMarkupList[__${itemStat.index}__].timeSeriesTypes}">
<input type="hidden" th:field="*{timeSeriesForMarkupList[__${itemStat.index}__].timeSeriesTypes[__${itemStat2.index}__]}">
</div>
<div th:each="m3, itemStat3: *{timeSeriesForMarkupList[__${itemStat.index}__].antecedentValues}">
<input type="hidden" th:field="*{timeSeriesForMarkupList[__${itemStat.index}__].antecedentValues[__${itemStat3.index}__].antecedentValue}">
</div>
<label th:text="${#dates.format(m.dateFrom, 'dd.MM.yyyy HH:mm')} + ' - ' + ${#dates.format(m.dateTo, 'dd.MM.yyyy HH:mm')}"></label>
<textarea th:field="*{timeSeriesForMarkupList[__${itemStat.index}__].markup}" class="form-control"></textarea>
</div>
<input type="submit" th:if="*{timeSeriesForMarkupList != null && #lists.size(timeSeriesForMarkupList) > 0}"
class="btn btn-outline-success w-100" value="Сгенерировать правила"/>
</form>
</div>
</html>