一步一步跟我学习lucene(17)---lucene搜索之expressions表达式处理

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有时候我们在做lucene的结果展示的时候可能需要对多个列的内容进行计算,根据多个field对应的值做数值方面的运算。

lucene自4.6版本起,提供了用于运算的expression模块;

expression分为两部分:

  • org.apache.lucene.expressions:提供了字段绑定和相关的表达式参数传递的功能;
  • org.apache.lucene.expressions.js:提供了表达式定义的功能。

Expression类使用示例

Expression是提供document的运算的支持类;

我们的运算表达式和其绑定内容通常类似于如下:

   // compile an expression:   Expression expr = JavascriptCompiler.compile("sqrt(_score) + ln(popularity)");      // SimpleBindings just maps variables to SortField instances   SimpleBindings bindings = new SimpleBindings();       bindings.add(new SortField("_score", SortField.Type.SCORE));   bindings.add(new SortField("popularity", SortField.Type.INT));      // create a sort field and sort by it (reverse order)   Sort sort = new Sort(expr.getSortField(bindings, true));   Query query = new TermQuery(new Term("body", "contents"));   searcher.search(query, null, 10, sort);

如上所示,我们对document中的_score和popularity两个字段进行值的运算,这里是对_score开平方之后和popularity的对数运算求和,运算方式的定义在第一行;

下边有定义了SimpleBindings,binding主要是对运算的数据进行数据绑定;

最终的查询结果是根据以上的运算结果采取倒排序的方式

表达式说明

表达式的构造可以采用如下的几种来进行组合:

  • 数值型的
  • + - * / %等运算符
  • 移位运算符:| & ^ ~ << >> >>>
  • 布尔运算符(包括三目运算符):     && || ! ?:
  • 比较运算符:< <= == >= >
  • 数学运算函数:abs ceil exp floor ln log10 logn max min sqrt pow
  • 三角运算函数:acosh acos asinh asin atanh atan atan2 cosh cos sinh sin tanh tan
  • haversin公式
  • min,max函数

代码示例

我写了一个测试程序,模拟长方形的运算并排序;

面积倒序排序;

当面积相同时,按宽度倒序,长度倒序;


周长倒序排序;

周长相同时,按宽度倒序,长度倒序;


示例程序如下:

package com.lucene.expression;import java.io.IOException;import java.nio.file.Paths;import java.text.ParseException;import org.apache.lucene.analysis.Analyzer;import org.apache.lucene.analysis.standard.StandardAnalyzer;import org.apache.lucene.document.Document;import org.apache.lucene.document.Field;import org.apache.lucene.document.IntField;import org.apache.lucene.document.NumericDocValuesField;import org.apache.lucene.expressions.Expression;import org.apache.lucene.expressions.SimpleBindings;import org.apache.lucene.expressions.js.JavascriptCompiler;import org.apache.lucene.index.DirectoryReader;import org.apache.lucene.index.IndexReader;import org.apache.lucene.index.IndexWriter;import org.apache.lucene.index.IndexWriterConfig;import org.apache.lucene.index.IndexWriterConfig.OpenMode;import org.apache.lucene.search.IndexSearcher;import org.apache.lucene.search.MatchAllDocsQuery;import org.apache.lucene.search.Query;import org.apache.lucene.search.ScoreDoc;import org.apache.lucene.search.Sort;import org.apache.lucene.search.SortField;import org.apache.lucene.search.TopDocs;import org.apache.lucene.store.Directory;import org.apache.lucene.store.FSDirectory;import org.junit.Test;public class LuceneExpressionTest{@Testpublic void index(){try {Directory directory = FSDirectory.open(Paths.get("index"));Analyzer analyzer = new StandardAnalyzer();IndexWriterConfig config = new IndexWriterConfig(analyzer);config.setOpenMode(OpenMode.CREATE_OR_APPEND);IndexWriter writer = new IndexWriter(directory, config);Document doc = new Document();//模拟长方形doc.add(new IntField("width", 3,Field.Store.YES));doc.add(new IntField("longth", 4,Field.Store.YES));doc.add(new NumericDocValuesField("width", 3));doc.add(new NumericDocValuesField("longth", 4));writer.addDocument(doc);Document doc1 = new Document();doc1.add(new IntField("width", 2,Field.Store.YES));doc1.add(new IntField("longth", 5,Field.Store.YES));doc1.add(new NumericDocValuesField("width", 2));doc1.add(new NumericDocValuesField("longth", 5));writer.addDocument(doc1);Document doc2 = new Document();doc2.add(new IntField("width", 2,Field.Store.YES));doc2.add(new IntField("longth", 6,Field.Store.YES));doc2.add(new NumericDocValuesField("width", 2));doc2.add(new NumericDocValuesField("longth", 6));writer.addDocument(doc2);writer.commit();writer.close();} catch (IOException e) {// TODO Auto-generated catch blocke.printStackTrace();}}/** * 面积比较 */@Testpublic void testAcreage(){try {Expression expr = JavascriptCompiler.compile("width*longth");SimpleBindings bindings = new SimpleBindings();    bindings.add(new SortField("width", SortField.Type.INT));bindings.add(new SortField("longth", SortField.Type.INT));Sort sort = new Sort(expr.getSortField(bindings, true));Query query = new MatchAllDocsQuery();Directory directory = FSDirectory.open(Paths.get("index"));IndexReader reader = DirectoryReader.open(directory);IndexSearcher searcher = new IndexSearcher(reader);TopDocs docs = searcher.search(query, 10, sort);for (ScoreDoc scoreDoc : docs.scoreDocs) {System.out.println(searcher.doc(scoreDoc.doc));}} catch (ParseException e) {// TODO Auto-generated catch blocke.printStackTrace();} catch (IOException e) {// TODO Auto-generated catch blocke.printStackTrace();}}/** * 周长比较 */@Testpublic void testCircum(){try {Expression expr = JavascriptCompiler.compile("width+longth+sqrt(pow(width,2)+pow(longth,2))");SimpleBindings bindings = new SimpleBindings();    bindings.add(new SortField("width", SortField.Type.INT));bindings.add(new SortField("longth", SortField.Type.INT));Sort sort = new Sort(expr.getSortField(bindings, true));Query query = new MatchAllDocsQuery();Directory directory = FSDirectory.open(Paths.get("index"));IndexReader reader = DirectoryReader.open(directory);IndexSearcher searcher = new IndexSearcher(reader);TopDocs docs = searcher.search(query, 10, sort);for (ScoreDoc scoreDoc : docs.scoreDocs) {System.out.println(searcher.doc(scoreDoc.doc));}} catch (ParseException e) {// TODO Auto-generated catch blocke.printStackTrace();} catch (IOException e) {// TODO Auto-generated catch blocke.printStackTrace();}}}

面积的比较运行结果为:

Document<stored<width:3> stored<longth:4>>Document<stored<width:2> stored<longth:6>>Document<stored<width:2> stored<longth:5>>

同样的,周长比较的运行结果为:

Document<stored<width:2> stored<longth:6>>Document<stored<width:2> stored<longth:5>>Document<stored<width:3> stored<longth:4>>


以上是lucene的expression的应用,源代码下载地址:

http://download.csdn.net/detail/wuyinggui10000/8762423

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