This commit is contained in:
Viktor Lofgren 2024-03-21 12:00:52 +01:00
parent 0bd3365c24
commit a4b810f511
13 changed files with 68 additions and 550 deletions

View File

@ -0,0 +1,7 @@
package nu.marginalia.functions.searchquery.query_parser;
import nu.marginalia.functions.searchquery.query_parser.model.QWordGraph;
public interface ExpansionStrategy {
void expand(QWordGraph graph);
}

View File

@ -1,9 +1,9 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
package nu.marginalia.functions.searchquery.query_parser;
import ca.rmen.porterstemmer.PorterStemmer;
import com.google.inject.Inject;
import nu.marginalia.functions.searchquery.query_parser.variant.model.QWord;
import nu.marginalia.functions.searchquery.query_parser.variant.model.QWordGraph;
import nu.marginalia.functions.searchquery.query_parser.model.QWord;
import nu.marginalia.functions.searchquery.query_parser.model.QWordGraph;
import nu.marginalia.segmentation.NgramLexicon;
import nu.marginalia.term_frequency_dict.TermFrequencyDict;
import org.apache.commons.lang3.StringUtils;
@ -40,7 +40,7 @@ public class QueryExpansion {
strategy.expand(graph);
}
return null;
return graph;
}
private static final Pattern dashPattern = Pattern.compile("-");

View File

@ -1,229 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser;
import nu.marginalia.functions.searchquery.query_parser.token.Token;
import nu.marginalia.functions.searchquery.query_parser.token.TokenType;
import nu.marginalia.language.WordPatterns;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.List;
import java.util.function.Predicate;
import java.util.regex.Pattern;
import java.util.stream.Collectors;
import static java.util.stream.Stream.concat;
public class QueryPermutation {
private final Logger logger = LoggerFactory.getLogger(getClass());
private final QueryVariants queryVariants;
public static final Pattern wordPattern = Pattern.compile("[#]?[_@.a-zA-Z0-9'+\\-\\u00C0-\\u00D6\\u00D8-\\u00f6\\u00f8-\\u00ff]+[#]?");
public static final Pattern wordAppendixPattern = Pattern.compile("[.]?[0-9a-zA-Z\\u00C0-\\u00D6\\u00D8-\\u00f6\\u00f8-\\u00ff]{1,3}[0-9]?");
public static final Predicate<String> wordQualitiesPredicate = wordPattern.asMatchPredicate();
public static final Predicate<String> wordAppendixPredicate = wordAppendixPattern.asMatchPredicate();
public static final Predicate<String> wordPredicateEither = wordQualitiesPredicate.or(wordAppendixPredicate);
public QueryPermutation(QueryVariants queryVariants) {
this.queryVariants = queryVariants;
}
public List<List<Token>> permuteQueries(List<Token> items) {
int start = -1;
int end = items.size();
for (int i = 0; i < items.size(); i++) {
var token = items.get(i);
if (start < 0) {
if (token.type == TokenType.LITERAL_TERM && wordQualitiesPredicate.test(token.str)) {
start = i;
}
}
else {
if (token.type != TokenType.LITERAL_TERM || !wordPredicateEither.test(token.str)) {
end = i;
break;
}
}
}
if (start >= 0 && end - start > 1) {
List<List<Token>> permuteParts = combineSearchTerms(items.subList(start, end));
int s = start;
int e = end;
return permuteParts.stream().map(part ->
concat(items.subList(0, s).stream(), concat(part.stream(), items.subList(e, items.size()).stream()))
.collect(Collectors.toList()))
.peek(lst -> lst.removeIf(this::isJunkWord))
.limit(24)
.collect(Collectors.toList());
}
else {
return List.of(items);
}
}
public List<List<Token>> permuteQueriesNew(List<Token> items) {
int start = -1;
int end = items.size();
for (int i = 0; i < items.size(); i++) {
var token = items.get(i);
if (start < 0) {
if (token.type == TokenType.LITERAL_TERM && wordQualitiesPredicate.test(token.str)) {
start = i;
}
}
else {
if (token.type != TokenType.LITERAL_TERM || !wordPredicateEither.test(token.str)) {
end = i;
break;
}
}
}
if (start >= 0 && end - start >= 1) {
var result = queryVariants.getQueryVariants(items.subList(start, end));
logger.debug("{}", result);
if (result.isEmpty()) {
logger.warn("Empty variants result, falling back on old code");
return permuteQueries(items);
}
List<List<Token>> queryVariants = new ArrayList<>();
for (var query : result.faithful) {
var tokens = query.terms.stream().map(term -> new Token(TokenType.LITERAL_TERM, term)).collect(Collectors.toList());
tokens.addAll(result.nonLiterals);
queryVariants.add(tokens);
}
for (var query : result.alternative) {
if (queryVariants.size() >= 6)
break;
var tokens = query.terms.stream().map(term -> new Token(TokenType.LITERAL_TERM, term)).collect(Collectors.toList());
tokens.addAll(result.nonLiterals);
queryVariants.add(tokens);
}
List<List<Token>> returnValue = new ArrayList<>(queryVariants.size());
for (var variant: queryVariants) {
List<Token> r = new ArrayList<>(start + variant.size() + (items.size() - end));
r.addAll(items.subList(0, start));
r.addAll(variant);
r.addAll(items.subList(end, items.size()));
returnValue.add(r);
}
return returnValue;
}
else {
return List.of(items);
}
}
private boolean isJunkWord(Token token) {
if (WordPatterns.isStopWord(token.str) &&
!token.str.matches("^(\\d+|([a-z]+:.*))$")) {
return true;
}
return switch (token.str) {
case "vs", "versus", "or", "and" -> true;
default -> false;
};
}
private List<List<Token>> combineSearchTerms(List<Token> subList) {
int size = subList.size();
if (size < 1) {
return Collections.emptyList();
}
else if (size == 1) {
if (WordPatterns.isStopWord(subList.get(0).str)) {
return Collections.emptyList();
}
return List.of(subList);
}
List<List<Token>> results = new ArrayList<>(size*(size+1)/2);
if (subList.size() <= 4 && subList.get(0).str.length() >= 2 && !isPrefixWord(subList.get(subList.size()-1).str)) {
results.add(List.of(joinTokens(subList)));
}
outer: for (int i = size - 1; i >= 1; i--) {
var left = combineSearchTerms(subList.subList(0, i));
var right = combineSearchTerms(subList.subList(i, size));
for (var l : left) {
if (results.size() > 48) {
break outer;
}
for (var r : right) {
if (results.size() > 48) {
break outer;
}
List<Token> combined = new ArrayList<>(l.size() + r.size());
combined.addAll(l);
combined.addAll(r);
if (!results.contains(combined)) {
results.add(combined);
}
}
}
}
if (!results.contains(subList)) {
results.add(subList);
}
Comparator<List<Token>> tc = (o1, o2) -> {
int dJoininess = o2.stream().mapToInt(s->(int)Math.pow(joininess(s.str), 2)).sum() -
o1.stream().mapToInt(s->(int)Math.pow(joininess(s.str), 2)).sum();
if (dJoininess == 0) {
return (o2.stream().mapToInt(s->(int)Math.pow(rightiness(s.str), 2)).sum() -
o1.stream().mapToInt(s->(int)Math.pow(rightiness(s.str), 2)).sum());
}
return (int) Math.signum(dJoininess);
};
results.sort(tc);
return results;
}
private boolean isPrefixWord(String str) {
return switch (str) {
case "the", "of", "when" -> true;
default -> false;
};
}
int joininess(String s) {
return (int) s.chars().filter(c -> c == '_').count();
}
int rightiness(String s) {
int rightiness = 0;
for (int i = 0; i < s.length(); i++) {
if (s.charAt(i) == '_') {
rightiness+=i;
}
}
return rightiness;
}
private Token joinTokens(List<Token> subList) {
return new Token(TokenType.LITERAL_TERM,
subList.stream().map(t -> t.str).collect(Collectors.joining("_")),
subList.stream().map(t -> t.str).collect(Collectors.joining(" ")));
}
}

View File

@ -1,207 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser;
import nu.marginalia.functions.searchquery.query_parser.token.Token;
import nu.marginalia.functions.searchquery.query_parser.token.TokenType;
import nu.marginalia.functions.searchquery.query_parser.variant.QueryVariant;
import nu.marginalia.functions.searchquery.query_parser.variant.QueryVariantSet;
import nu.marginalia.functions.searchquery.query_parser.variant.QueryWord;
import nu.marginalia.util.language.EnglishDictionary;
import nu.marginalia.LanguageModels;
import nu.marginalia.keyword.KeywordExtractor;
import nu.marginalia.language.sentence.SentenceExtractor;
import nu.marginalia.term_frequency_dict.TermFrequencyDict;
import nu.marginalia.language.model.DocumentSentence;
import nu.marginalia.language.model.WordSpan;
import java.util.*;
import java.util.regex.Pattern;
public class QueryVariants {
private final KeywordExtractor keywordExtractor;
private final TermFrequencyDict dict;
private final EnglishDictionary englishDictionary;
private final ThreadLocal<SentenceExtractor> sentenceExtractor;
public QueryVariants(LanguageModels lm,
TermFrequencyDict dict,
EnglishDictionary englishDictionary) {
this.englishDictionary = englishDictionary;
this.keywordExtractor = new KeywordExtractor();
this.sentenceExtractor = ThreadLocal.withInitial(() -> new SentenceExtractor(lm));
this.dict = dict;
}
public QueryVariantSet getQueryVariants(List<Token> query) {
final JoinedQueryAndNonLiteralTokens joinedQuery = joinQuery(query);
final TreeMap<Integer, List<WordSpan>> byStart = new TreeMap<>();
var se = sentenceExtractor.get();
var sentence = se.extractSentence(joinedQuery.joinedQuery);
for (int i = 0; i < sentence.posTags.length; i++) {
if (sentence.posTags[i].startsWith("N") || sentence.posTags[i].startsWith("V")) {
sentence.posTags[i] = "NNP";
}
else if ("JJ".equals(sentence.posTags[i]) || "CD".equals(sentence.posTags[i]) || sentence.posTags[i].startsWith("P")) {
sentence.posTags[i] = "NNP";
sentence.setIsStopWord(i, false);
}
}
for (var kw : keywordExtractor.getKeywordsFromSentence(sentence)) {
byStart.computeIfAbsent(kw.start, k -> new ArrayList<>()).add(kw);
}
final List<ArrayList<WordSpan>> livingSpans = new ArrayList<>();
var first = byStart.firstEntry();
if (first == null) {
var span = new WordSpan(0, sentence.length());
byStart.put(0, List.of(span));
}
else if (first.getKey() > 0) {
List<WordSpan> elongatedFirstWords = new ArrayList<>(first.getValue().size());
first.getValue().forEach(span -> {
elongatedFirstWords.add(new WordSpan(0, span.start));
elongatedFirstWords.add(new WordSpan(0, span.end));
});
byStart.put(0, elongatedFirstWords);
}
final List<List<QueryWord>> goodSpans = getWordSpans(byStart, sentence, livingSpans);
List<List<String>> faithfulQueries = new ArrayList<>();
List<List<String>> alternativeQueries = new ArrayList<>();
for (var ls : goodSpans) {
var last = ls.get(ls.size() - 1);
if (!last.wordOriginal.isBlank() && !Character.isUpperCase(last.wordOriginal.charAt(0))) {
var altLast = englishDictionary.getWordVariants(last.word);
for (String s : altLast) {
List<String> newList = new ArrayList<>(ls.size());
for (int i = 0; i < ls.size() - 1; i++) {
newList.add(ls.get(i).word);
}
newList.add(s);
alternativeQueries.add(newList);
}
}
}
QueryVariantSet returnValue = new QueryVariantSet();
returnValue.faithful.addAll(evaluateQueries(faithfulQueries));
returnValue.alternative.addAll(evaluateQueries(alternativeQueries));
returnValue.faithful.sort(Comparator.comparing(QueryVariant::getValue));
returnValue.alternative.sort(Comparator.comparing(QueryVariant::getValue));
returnValue.nonLiterals.addAll(joinedQuery.nonLiterals);
return returnValue;
}
final Pattern underscore = Pattern.compile("_");
private List<QueryVariant> evaluateQueries(List<List<String>> queryStrings) {
Set<QueryVariant> variantsSet = new HashSet<>();
List<QueryVariant> ret = new ArrayList<>();
for (var lst : queryStrings) {
double q = 0;
for (var word : lst) {
String[] parts = underscore.split(word);
double qp = 0;
for (String part : parts) {
qp += 1./(1+ dict.getTermFreq(part));
}
q += 1.0 / qp;
}
var qv = new QueryVariant(lst, q);
if (variantsSet.add(qv)) {
ret.add(qv);
}
}
return ret;
}
private List<List<QueryWord>> getWordSpans(TreeMap<Integer, List<WordSpan>> byStart, DocumentSentence sentence, List<ArrayList<WordSpan>> livingSpans) {
List<List<QueryWord>> goodSpans = new ArrayList<>();
for (int i = 0; i < 1; i++) {
var spans = byStart.get(i);
if (spans == null )
continue;
for (var span : spans) {
ArrayList<WordSpan> fragment = new ArrayList<>();
fragment.add(span);
livingSpans.add(fragment);
}
if (sentence.posTags[i].startsWith("N") || sentence.posTags[i].startsWith("V")) break;
}
while (!livingSpans.isEmpty()) {
final List<ArrayList<WordSpan>> newLivingSpans = new ArrayList<>(livingSpans.size());
for (var span : livingSpans) {
int end = span.get(span.size()-1).end;
if (end == sentence.length()) {
var gs = new ArrayList<QueryWord>(span.size());
for (var s : span) {
gs.add(new QueryWord(sentence.constructStemmedWordFromSpan(s), sentence.constructWordFromSpan(s),
s.size() == 1 ? sentence.words[s.start] : ""));
}
goodSpans.add(gs);
}
var nextWordsKey = byStart.ceilingKey(end);
if (null == nextWordsKey)
continue;
for (var next : byStart.get(nextWordsKey)) {
var newSpan = new ArrayList<WordSpan>(span.size() + 1);
newSpan.addAll(span);
newSpan.add(next);
newLivingSpans.add(newSpan);
}
}
livingSpans.clear();
livingSpans.addAll(newLivingSpans);
}
return goodSpans;
}
private JoinedQueryAndNonLiteralTokens joinQuery(List<Token> query) {
StringJoiner s = new StringJoiner(" ");
List<Token> leftovers = new ArrayList<>(5);
for (var t : query) {
if (t.type == TokenType.LITERAL_TERM) {
s.add(t.displayStr);
}
else {
leftovers.add(t);
}
}
return new JoinedQueryAndNonLiteralTokens(s.toString(), leftovers);
}
record JoinedQueryAndNonLiteralTokens(String joinedQuery, List<Token> nonLiterals) {}
}

View File

@ -1,4 +1,4 @@
package nu.marginalia.functions.searchquery.query_parser.variant.model;
package nu.marginalia.functions.searchquery.query_parser.model;
import ca.rmen.porterstemmer.PorterStemmer;

View File

@ -1,4 +1,4 @@
package nu.marginalia.functions.searchquery.query_parser.variant.model;
package nu.marginalia.functions.searchquery.query_parser.model;
import org.jetbrains.annotations.NotNull;
@ -15,8 +15,7 @@ import java.util.stream.Stream;
public class QWordGraph implements Iterable<QWord> {
public record QWordGraphLink(QWord from, QWord to) {
}
public record QWordGraphLink(QWord from, QWord to) {}
private final List<QWordGraphLink> links = new ArrayList<>();
private final Map<QWord, List<QWord>> fromTo = new HashMap<>();
@ -121,8 +120,6 @@ public class QWordGraph implements Iterable<QWord> {
// understanding which vertexes can be re-ordered without changing
// the semantics of the encoded query.
public boolean isBypassed(QWord word, QWord begin, QWord end) {
assert word.isOriginal() : "Can only bypass original words";
Set<QWord> edge = new HashSet<>();
Set<QWord> visited = new HashSet<>();
@ -163,6 +160,7 @@ public class QWordGraph implements Iterable<QWord> {
List<QWord> edge = new ArrayList<>();
List<QWord> visited = new ArrayList<>();
visited.add(begin);
edge.add(begin);
while (!edge.isEmpty()) {
@ -172,7 +170,9 @@ public class QWordGraph implements Iterable<QWord> {
if (Objects.equals(w, end))
continue;
assert (!w.isEnd() && end.isEnd()) : "Graph has a path beyond the specified end vertex";
if (w.isEnd()) {
assert end.isEnd() : "Graph has a path beyond the specified end vertex " + end;
}
next.addAll(getNext(w));
}
@ -182,7 +182,7 @@ public class QWordGraph implements Iterable<QWord> {
edge = next;
}
return visited;
return visited.stream().distinct().toList();
}
/** Returns a list of subgraphs that are connected on the path from
@ -201,7 +201,7 @@ public class QWordGraph implements Iterable<QWord> {
List<QWord> points = nodesBetween(begin, end)
.stream()
.filter(w -> isBypassed(w, begin, end))
.filter(w -> !isBypassed(w, begin, end))
.toList();
for (int i = 0; i < points.size() - 1; i++) {
@ -214,6 +214,36 @@ public class QWordGraph implements Iterable<QWord> {
return subgraphs;
}
public String compileToQuery() {
return compileToQuery(QWord.beg(), QWord.end());
}
public String compileToQuery(QWord begin, QWord end) {
StringJoiner sj = new StringJoiner(" ");
for (var subgraph : getSubgraphs(begin, end)) {
if (getNext(subgraph.from).equals(List.of(subgraph.to))) {
if (subgraph.from.isBeg())
continue;
sj.add(subgraph.from.word());
}
else {
StringJoiner branchJoiner = new StringJoiner(" | ", "( ", " )");
if (Objects.equals(subgraph.from, begin)) {
for (QWord path : getNext(subgraph.from)) {
branchJoiner.add(compileToQuery(path, subgraph.to));
}
}
else {
branchJoiner.add(compileToQuery(subgraph.from, subgraph.to));
}
sj.add(branchJoiner.toString());
}
}
return sj.toString();
}
@NotNull
@Override

View File

@ -1,7 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
import nu.marginalia.functions.searchquery.query_parser.variant.model.QWordGraph;
public interface ExpansionStrategy {
void expand(QWordGraph graph);
}

View File

@ -1,17 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
import lombok.AllArgsConstructor;
import lombok.EqualsAndHashCode;
import lombok.Getter;
import lombok.ToString;
import java.util.List;
@AllArgsConstructor
@Getter
@ToString
@EqualsAndHashCode
public class QueryVariant {
public final List<String> terms;
public final double value;
}

View File

@ -1,21 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
import lombok.Getter;
import lombok.ToString;
import nu.marginalia.functions.searchquery.query_parser.token.Token;
import java.util.ArrayList;
import java.util.List;
@Getter
@ToString
public class QueryVariantSet {
public final List<QueryVariant> faithful = new ArrayList<>();
public final List<QueryVariant> alternative = new ArrayList<>();
public final List<Token> nonLiterals = new ArrayList<>();
public boolean isEmpty() {
return faithful.isEmpty() && alternative.isEmpty() && nonLiterals.isEmpty();
}
}

View File

@ -1,10 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
import lombok.AllArgsConstructor;
@AllArgsConstructor
public class QueryWord {
public final String stemmed;
public final String word;
public final String wordOriginal;
}

View File

@ -1,8 +0,0 @@
package nu.marginalia.functions.searchquery.query_parser.variant;
import java.util.Collection;
import java.util.List;
public interface VariantStrategy {
Collection<? extends List<String>> constructVariants(List<QueryWord> ls);
}

View File

@ -11,8 +11,6 @@ import nu.marginalia.language.WordPatterns;
import nu.marginalia.api.searchquery.model.query.QueryParams;
import nu.marginalia.api.searchquery.model.query.ProcessedQuery;
import nu.marginalia.functions.searchquery.query_parser.QueryParser;
import nu.marginalia.functions.searchquery.query_parser.QueryPermutation;
import nu.marginalia.functions.searchquery.query_parser.QueryVariants;
import nu.marginalia.functions.searchquery.query_parser.token.Token;
import nu.marginalia.functions.searchquery.query_parser.token.TokenType;
import nu.marginalia.term_frequency_dict.TermFrequencyDict;
@ -29,43 +27,19 @@ public class QueryFactory {
private final Logger logger = LoggerFactory.getLogger(getClass());
private static final int RETAIN_QUERY_VARIANT_COUNT = 5;
private final ThreadLocal<QueryVariants> queryVariants;
private final QueryParser queryParser = new QueryParser();
@Inject
public QueryFactory(LanguageModels lm,
TermFrequencyDict dict,
EnglishDictionary englishDictionary) {
this.queryVariants = ThreadLocal.withInitial(() -> new QueryVariants(lm ,dict, englishDictionary));
EnglishDictionary englishDictionary)
{
}
public QueryPermutation getQueryPermutation() {
return new QueryPermutation(queryVariants.get());
}
public ProcessedQuery createQuery(QueryParams params) {
final var processedQuery = createQuery(getQueryPermutation(), params);
final List<SearchSubquery> subqueries = processedQuery.specs.subqueries;
// There used to be a piece of logic here that would try to figure out which one of these subqueries were the "best",
// it's gone for the moment, but it would be neat if it resurrected somehow
trimArray(subqueries, RETAIN_QUERY_VARIANT_COUNT);
return processedQuery;
}
private void trimArray(List<?> arr, int maxSize) {
if (arr.size() > maxSize) {
arr.subList(0, arr.size() - maxSize).clear();
}
}
public ProcessedQuery createQuery(QueryPermutation queryPermutation,
QueryParams params)
{
final var query = params.humanQuery();
if (query.length() > 1000) {
@ -100,17 +74,19 @@ public class QueryFactory {
t.visit(qualityLimits);
}
var queryPermutations = queryPermutation.permuteQueriesNew(basicQuery);
// var queryPermutations = queryPermutation.permuteQueriesNew(basicQuery);
List<SearchSubquery> subqueries = new ArrayList<>();
QuerySearchTermsAccumulator termsAccumulator = new QuerySearchTermsAccumulator(basicQuery);
domain = termsAccumulator.domain;
for (var parts : queryPermutations) {
QuerySearchTermsAccumulator termsAccumulator = new QuerySearchTermsAccumulator(parts);
domain = termsAccumulator.domain;
SearchSubquery subquery = termsAccumulator.createSubquery();
subqueries.add(subquery);
}
// for (var parts : queryPermutations) {
// QuerySearchTermsAccumulator termsAccumulator = new QuerySearchTermsAccumulator(basicQuery);
//
// domain = termsAccumulator.domain;
//
// SearchSubquery subquery = termsAccumulator.createSubquery();
// subqueries.add(subquery);
// }
List<Integer> domainIds = params.domainIds();

View File

@ -1,4 +1,4 @@
package nu.marginalia.functions.searchquery.query_parser.variant.model;
package nu.marginalia.functions.searchquery.query_parser.model;
import org.junit.jupiter.api.Test;
@ -10,11 +10,13 @@ class QWordGraphTest {
System.out.println(graph.isBypassed(graph.nodes().get(1), QWord.beg(), QWord.end()));
System.out.println(graph.isBypassed(graph.nodes().get(2), QWord.beg(), QWord.end()));
System.out.println(graph.compileToQuery());
graph.links().forEach(System.out::println);
System.out.println("--");
graph.nodes().forEach(System.out::println);
System.out.println("--");
graph.addVariant(graph.nodes().get(1), "sup");
System.out.println(graph.compileToQuery());
System.out.println(graph.isBypassed(graph.nodes().get(1), QWord.beg(), QWord.end()));
System.out.println(graph.isBypassed(graph.nodes().get(2), QWord.beg(), QWord.end()));
System.out.println("--");
@ -23,6 +25,8 @@ class QWordGraphTest {
graph.nodes().forEach(System.out::println);
graph.addVariantForSpan(graph.nodes().get(1), graph.nodes().get(2), "heyall");
graph.addVariant(graph.nodes().get(2), "globe");
System.out.println(graph.compileToQuery());
System.out.println(graph.isBypassed(graph.nodes().get(1), QWord.beg(), QWord.end()));
System.out.println(graph.isBypassed(graph.nodes().get(2), QWord.beg(), QWord.end()));
System.out.println("--");