When we searching like "prd gem". It returns all results names with prd gem.
but when we search only "prd", it returns all results with prd in it like prd,prd gem, prd time etc. Why not exact search now?
Following was code in picture:
luceneQuery = queryBuilder.phrase()
.onField("productId")
.andField("productName").andField("refId")
.sentence(searchText)
.createQuery();
Exact search is working fine with the name having space in it like if i search "Prd Gem", it shows only one product with name "Prd Gem", but when i search only a word like "prd", exact search is not working, it shows all product like "prd","prd gem"
So what changes need to be done with above code to implement the same?
Thats because you are "tokenizing" the data in the lucene index.
Lucene by default will try to break the strings into tokens in order to allow and speed up such searches.
I assume you are using the latest hibernate. Can you try to annotate the "productName" field with the following:
#Field(name = "productName", index = Index.YES, analyze = Analyze.NO, norms = Norms.NO)
The "analyze = Analyze.no" part should disable this feature.
Related
I am using Hibernate search 6 Lucne backend in my java application.
There are various search operations I am performing including a fuzzy search.
I get search results without any issues.
Now I want to show what are the causes to pick each result in my result list.
Let's say the search keyword is "test", and the fuzzy search is performed in the fields "name", "description", "Id" etc. And I get 10 results in a List. Now I want to highlight the values in the fields of each result which caused that result to be a matching result.
eg: Consider the below to be one of the items in the search result List object. (for clarity I have written it in JSON format)
{
name:"ABC some test name",
description: "this is a test element",
id: "abc123"
}
As the result suggests it's been picked as a search result because the keyword "test" is there in both the fields "name" and the "description". I want to highlight those specific fields in the frontend when I show the search results.
Currently, I am retrieving search results through a java REST API to my Angular frontend. How can I get those specific fields and their values using Hibernate search 6 in my java application?
So far I have gone through Hibernate search 6 documentation and found nothing. (https://docs.jboss.org/hibernate/stable/search/reference/en-US/html_single/#preface) Also looked at what seemed to be related issues on the web over the past week and got nothing so far. It seems like m requirement is a little specific and that's why I need your help here.
Highlighting is not yet implemented in Hibernate Search, see HSEARCH-2192.
That being said, you can leverage native Elasticsearch / Lucene APIs.
With Elasticsearch it's relatively easy: you can use a request transformer to add a highlight element to the HTTP request, then use the jsonHit projection to retrieve the JSON for each hit, which contains a highlight element that includes the highlighted fields and the highlighted fragments.
With Lucene it would be more complex and you'll have to rely on unsupported features, but that's doable.
Retrieve the Lucene Query from your Hibernate Search predicate:
SearchPredicate predicate = ...;
Query query = LuceneMigrationUtils.toLuceneQuery(predicate);
Then do the highlighting: Hibernate search highlighting not analyzed fields may help with that, so that code uses an older version of Lucene and you might have to adapt it:
String highlightText(Query query, Analyzer analyzer, String fieldName, String text) {
QueryScorer queryScorer = new QueryScorer(query);
SimpleHTMLFormatter formatter = new SimpleHTMLFormatter("<span>", "</span>");
Highlighter highlighter = new Highlighter(formatter, queryScorer);
return highlighter.getBestFragment(analyzer, fieldName, text);
}
You'll need to add a depdency to org.apache.lucene:lucene-highlighter.
To retrieve the analyzer, use the Hibernate Search metadata: https://docs.jboss.org/hibernate/stable/search/reference/en-US/html_single/#backend-lucene-access-analyzers
So, connecting the dots... something like that?
Highlighter createHighlighter(SearchPredicate predicate, SearchScope<?> scope) {
// Taking a shortcut here to retrieve the index manager,
// since we already have the scope
// WARNING: This only works when searching a single index
Analyzer analyzer = scope.includedTypes().iterator().next().indexManager()
.unwrap( LuceneIndexManager.class )
.searchAnalyzer();
// WARNING: this method is not supported and might disappear in future versions of HSearch
Query query = LuceneMigrationUtils.toLuceneQuery(predicate);
QueryScorer queryScorer = new QueryScorer(query);
SimpleHTMLFormatter formatter = new SimpleHTMLFormatter("<span>", "</span>");
return new Highlighter(formatter, queryScorer);
}
SearchSession searchSession = Search.session( entityManager );
SearchScope<Book> scope = searchSession.scope( Book.class );
SearchPredicate predicate = scope.predicate().match()
.fields( "title", "authors.name" )
.matching( "refactoring" )
.toPredicate();
Highlighter highlighter = createHighlighter(predicate, scope);
// Using Pair from Apache Commons, but others would work just as well
List<Pair<Book, String>> hits = searchSession.search( scope )
.select( select( f -> f.composite(
// Highlighting the title only, but you can do the same for other fields
book -> Pair.of( book, highlighter.getBestFragment(analyzer, "title", book.getTitle()))
f.entity()
) )
.where( predicate )
.fetch( 20 );
Not sure this compiles, but that should get you started.
Relatedly, but not exactly what you're asking for, there's an explain feature to get a sense of why a given hit has a given score: https://docs.jboss.org/hibernate/stable/search/reference/en-US/html_single/#search-dsl-query-explain
Right now, I have successfully configured a basic Hibernate Search index to be able to search for full words on various fields of my JPA entity:
#Entity
#Indexed
class Talk {
#Field String title
#Field String summary
}
And my query looks something like this:
List<Talk> search(String text) {
FullTextEntityManager fullTextEntityManager = Search.getFullTextEntityManager(entityManager)
QueryBuilder queryBuilder = fullTextEntityManager.getSearchFactory().buildQueryBuilder().forEntity(Talk).get()
Query query = queryBuilder
.keyword()
.onFields("title", "summary")
.matching(text)
.createQuery()
FullTextQuery jpaQuery = fullTextEntityManager.createFullTextQuery(query, Talk)
return jpaQuery.getResultList()
}
Now I would like to fine-tune this setup so that when I search for "test" it still finds talks where title or summary contains "test" even as the prefix of another word. So talks titled "unit testing", or whose summary contains "testicle" should still appear in the search results, not just talks whose title or summary contains "test" as a full word.
I've tried to look at the documentation, but I can't figure out if I should change something to the way my entity is indexed, or whether it has something to do with the query. Note that I wanted to do something like the following, but then it's hard to search on several fields:
Query query = queryBuilder
.keyword().wildcard()
.onField("title")
.matching(text + "*")
.createQuery()
EDIT:
Based on Hardy's answer, I configured my entity like so:
#Indexed
#Entity
#AnalyzerDefs([
#AnalyzerDef(name = "ngram",
tokenizer = #TokenizerDef(factory = StandardTokenizerFactory.class),
filters = [
#TokenFilterDef(factory = LowerCaseFilterFactory.class),
#TokenFilterDef(factory = NGramFilterFactory.class,
params = [
#Parameter(name = "minGramSize",value = "3"),
#Parameter(name = "maxGramSize",value = "3")
])
])
])
class Talk {
#Field(analyzer=#Analyzer(definition="ngram")) String title
#Field(analyzer=#Analyzer(definition="ngram")) String summary
}
Thanks to that configuration, when I search for 'arti', I get Talks where title or summary contains words whose 'arti' is a subword of (artist, artisanal, etc.). Unfortunately, after those I also get Talks where title or summary contain words that contains subwords of my search term (arts, fart, etc.). There's probably some fine-tuning to eliminate those, but at least I get results sooner now, and they are in a sensible order.
There are multiple things you can do here. A lot can be done via the proper analyzing during index time.
For example, you want to apply a stemmer appropriate for your language. For English this is generally the Snowball stemmer.The idea is that during indexing all words are reduced to their stem, testing and tested to _test for example. This gets you a bit along your way.
The other thing you can look into is ngramm indexing. According to your description you want to find matching in unrelated words as well. The idea here is to index "subwords" of each words, so that they later can be found.
Regarding analyzers you want to look at the named analyzerssection of the Hibernate Search docs. The key here is the #AnalyzerDef annotation.
On the query side you can also apply some "tricks". Indeed you can use wildcard queries, however, if you are using the Hibernate Search query DSL, you cannot use a keyword query, but you need to use a wildcard query. Again, check the Hibernate Search docs.
You should use Ngram or EdgeNGram Filter for indexin as you correctly noted in your answer. But you should use different analyzer for your queries as suggested in lucene documentation (see search_analyzer):
https://www.elastic.co/guide/en/elasticsearch/guide/current/_index_time_search_as_you_type.html
This way your search query wouldn't be tokenized to ngrams and your results would be more like %text% or text% in SQL.
Unfortunately for unknown reasons Hibernate Search currently doesn't support search_analyzer specification on fields. You can only specific analyzer for indexing, which would be also used for search query analysis.
I plan to implement this functionality myself.
EDIT:
You can specify search-time analyzer (search_analyzer) like this:
List<Talk> search(String text) {
FullTextEntityManager fullTextEntityManager = Search.getFullTextEntityManager(entityManager)
EntityContext entityContext = fullTextEntityManager.getSearchFactory().buildQueryBuilder().forEntity(Talk);
entityContext.overridesForField("myField", "myNamedAnalyzerDef");
QueryBuilder queryBuilder = ec.get()
Query query = queryBuilder
.keyword()
.onFields("title", "summary")
.matching(text)
.createQuery()
FullTextQuery jpaQuery = fullTextEntityManager.createFullTextQuery(query, Talk)
return jpaQuery.getResultList()
}
I have used this technique to effectively simulate Lucene search_analyzer property.
In Lucene version 4.9 I used the EnglishAnalyzer for this. I think it is a English only implementation of the SnowballAnalyzer, but not 100% certain. I used it for both creating and searching the indexes. There is nothing special needed to use it.
Analyzer analyzer = new EnglishAnalyzer(Version.LUCENE_4_9);
IndexWriterConfig iwc = new IndexWriterConfig(Version.LUCENE_4_9, analyzer);
and
analyzer = new EnglishAnalyzer(Version.LUCENE_4_9);
parser = new StandardQueryParser(analyzer);
You can see it in action at Guided Code Search. This runs exclusively off Lucene.
Lucene can be integrated into Hibernate searches, but I haven't yet tried to do that myself. I seems like it would be powerful, but I don't know: See Apache Lucene™ Integration.
I've also read that lucene can be patched into SQL engines, but I haven't tried that either. Example: Indexing Databases with Lucene.
I have integrated the hibernate search 3.1.1 with my existing application with Spring 2.5 and Hibernate core 3.3.2 GA. With hibernate-search-3.1.1, I am using apache lucene 2.4.1.
The problem I am facing is when I search a single word or multiple words in order, it searches perfectly and return the result but when I search multiple words out of order with blank spaces, it does not return any result. For Example, If I have a text indexed as
"Hello great world!"
Now If I search "Hello" or "great world", it returns result successfully but if I search "world Hello", it returns no result.
What I want is to be able return result if any of the complete or partial words matches on the indexed text. My source code is as below:
FullTextEntityManager fullTextEntityManager = Search.getFullTextEntityManager(this.entityManager);
// create native Lucene query
String[] fields = new String[] { "text", "description", "standard.title", "standard.briefPurpose", "standard.name" };
MultiFieldQueryParser parser = new MultiFieldQueryParser(fields, new StandardAnalyzer());
org.apache.lucene.search.Query query = null;
try {
query = parser.parse(searchTerm);
} catch (ParseException e) {
e.printStackTrace();
}
// wrap Lucene query in a javax.persistence.Query
FullTextQuery persistenceQuery = fullTextEntityManager.createFullTextQuery(query, Requirement.class);
// execute search
#SuppressWarnings("unchecked")
List<Requirement> result = persistenceQuery.getResultList();
return result;
Please help if I need to add any thing to support what I desire.
I know its very old question. But for other this short description can be helpful.
You should use analyze = Analyze.YES attribute with #Field annotation in your pojo class. It divides the string value of that field into tokens i.e. into single words. So you can search in any sequence. But note that you have to enter whole world. For example to search 'United States of America' can be found with 'America', 'States', 'States United', 'America United', etc. But whole word will be required by Hibernate search. Only 'Uni' will not work.
EDIT:
For older version of Hibernate Search Apis:
One has to use Index.TOKENIZED instead of analyze = Analyze.YES with #Field annotation.
Have you tried to use PhraseQuery.setSlop(int)? This should allow word reordering. Check out the Javadoc for more information.
I am using Hibernate Search to search for titles of tv shows on my web app.
I can use the method fuzzy() on keyword() in order to perfom fuzzy searches on keywords, but I need to take into account the whole title, so I am using phrase() instead of keyword(). The method fuzzy() is not defined for phrase(), so I was wondering if there is an easy way to achieve fuzzy searches on phrases using Hibernate Search.
If you just need a PhraseQuery with slop (that is, extra words thrown in), then you can set the slop on a phrase query like:
queryBuilder.phrase()
.setSlop(2)
.onField("myField")
.sentance("this sentence missing something")
.createQuery();
However, I'm not aware of anything in the Hibernate APIs that supports embedding fuzzy queries in phrases, but in Lucene, you can work with the SpanQuery API to build that. SpanMultiTermQueryWrapper and SpanNearQuery, in particular, are what you would need. Something like:
FuzzyQuery query1 = new FuzzyQuery(new Term("field", "fuzy"));
FuzzyQuery query2 = new FuzzyQuery(new Term("field", "phrse"));
Query wrappedQuery1 = new SpanMultiTermQueryWrapper<FuzzyQuery>(query1);
Query wrappedQuery2 = new SpanMultiTermQueryWrapper<FuzzyQuery>(query2);
SpanQuery[] clauses = {wrappedQuery1, wrappedQuery2};
SpanNearQuery(clauses, 0, true);
Title asks it all... I want to do a multi field - phrase search in Lucene.. How to do it ?
for example :
I have fields as String s[] = {"title","author","content"};
I want to search harry potter across all fields.. How do I do it ?
Can someone please provide an example snippet ?
Use MultiFieldQueryParser, its a QueryParser which constructs queries to search multiple fields..
Other way is to use Create a BooleanQuery consisting of TermQurey (in your case phrase query).
Third way is to include the content of other fields into your default content field.
Add
Generally speaking, querying on multiple fields isn’t the best practice for user-entered queries. More commonly, all words you want searched are indexed into a contents or keywords field by combining various fields.
Update
Usage:
Query query = MultiFieldQueryParser.parse(Version.LUCENE_30, new String[] {"harry potter","harry potter","harry potter"}, new String[] {"title","author","content"},new SimpleAnalyzer());
IndexSearcher searcher = new IndexSearcher(...);
Hits hits = searcher.search(query);
The MultiFieldQueryParser will resolve the query in this way: (See javadoc)
Parses a query which searches on the
fields specified. If x fields are
specified, this effectively
constructs:
(field1:query1) (field2:query2)
(field3:query3)...(fieldx:queryx)
Hope this helps.
intensified googling revealed this :
http://lucene.472066.n3.nabble.com/Phrase-query-on-multiple-fields-td2292312.html.
Since it is latest and best, I'll go with his approach I guess.. Nevertheless, it might help someone who is looking for something like I am...
You need to use MultiFieldQueryParser with escaped string. I have tested it with Lucene 8.8.1 and it's working like magic.
String queryStr = "harry potter";
queryStr = "\"" + queryStr.trim() + "\"";
Query query = new MultiFieldQueryParser(new String[]{"title","author","content"}, new StandardAnalyzer()).parse(queryStr);
System.out.println(query);
It will print.
(title:"harry potter") (author:"harry potter") (content:"harry potter")