Lucene筆記37-Lucene如何通過NRTManager和SearchManager實現近實時搜尋
阿新 • • 發佈:2018-11-29
一、思路分析
如何實現近實時搜尋呢?每次更新完索引都commit?那恐怕太浪費資源了,當資料量非常龐大的時候,幾乎不可能。這裡有兩種方案。
- 使用SearchManager來管理IndexSearcher物件,當發現索引更新之後,searchManager會呼叫maybeReopen()方法,來獲取最新的IndexSearcher物件,索引search()就是最新的結果了。
- 使用NRTManager和SearcherManager,NRTManager會定時執行maybeReopen()方法來保持最新的索引。它有一個NRTManagerReopenThread類,這個類是一個執行緒類,用來跟蹤索引記憶體的變化。
二、使用SearcherManager
package com.wsy; import org.apache.lucene.analysis.standard.StandardAnalyzer; import org.apache.lucene.document.Document; import org.apache.lucene.document.Field; import org.apache.lucene.index.IndexReader; import org.apache.lucene.index.IndexWriter; import org.apache.lucene.index.IndexWriterConfig; import org.apache.lucene.index.Term; import org.apache.lucene.search.*; import org.apache.lucene.store.Directory; import org.apache.lucene.store.FSDirectory; import org.apache.lucene.util.Version; import org.junit.Test; import java.io.File; import java.io.IOException; import java.text.ParseException; import java.text.SimpleDateFormat; import java.util.Date; import java.util.HashMap; import java.util.Map; import java.util.concurrent.Executors; public class IndexUtilPlus { private String[] ids = {"1", "2", "3", "4", "5", "6"}; private String[] emails = {"
[email protected]", "[email protected]", "[email protected]", "[email protected]", "[email protected]", "[email protected]"}; private String[] contents = {"content 1", "content 2", "content 3", "content 4", "content 5", "content 6"}; private int[] attachFiles = {1, 2, 3, 4, 5, 6}; private String[] names = {"qianyi", "zhaoer", "zhangsan", "lisi", "wangwu", "liuliu"}; private Directory directory = null; private Map<String, Float> scores = new HashMap<>(); private Date[] dates = null; private SearcherManager searcherManager; private IndexWriter indexWriter; public IndexUtilPlus() { try { InitDate(); directory = FSDirectory.open(new File("E:\\Lucene\\IndexLibrary")); indexWriter = new IndexWriter(directory, new IndexWriterConfig(Version.LUCENE_35, new StandardAnalyzer(Version.LUCENE_35))); searcherManager = new SearcherManager(directory, new SearcherWarmer() { // 索引更新的時候,需要重新獲取IndexSearcher,就會呼叫這個方法 // 執行maybeReopen()方法的時候就會執行warm()方法,在warm()方法裡可以對資源進行控制 @Override public void warm(IndexSearcher indexSearcher) throws IOException { System.out.println("index has changed"); } }, Executors.newCachedThreadPool()); } catch (IOException e) { e.printStackTrace(); } } private void InitDate() { SimpleDateFormat simpleDateFormat = new SimpleDateFormat("yyyy-MM-dd"); dates = new Date[ids.length]; for (int i = 0; i < ids.length; i++) { try { dates[i] = simpleDateFormat.parse("2018-10-" + i + 1); } catch (ParseException e) { e.printStackTrace(); } } } public void index() { IndexWriter indexWriter = null; try { indexWriter = new IndexWriter(directory, new IndexWriterConfig(Version.LUCENE_35, new StandardAnalyzer(Version.LUCENE_35))); indexWriter.deleteAll(); Document document = null; for (int i = 0; i < ids.length; i++) { document = new Document(); document.add(new Field("id", ids[i], Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS)); document.add(new Field("email", emails[i], Field.Store.YES, Field.Index.NOT_ANALYZED)); document.add(new Field("content", contents[i], Field.Store.NO, Field.Index.ANALYZED)); document.add(new Field("name", names[i], Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS)); String emailType = emails[i].substring(emails[i].lastIndexOf("@") + 1); if (scores.containsKey(emailType)) { document.setBoost(scores.get(emailType)); } else { document.setBoost(0.1f); } indexWriter.addDocument(document); } } catch (IOException e) { e.printStackTrace(); } finally { if (indexWriter != null) { try { indexWriter.close(); } catch (IOException e) { e.printStackTrace(); } } } } public void search() { // 使用searcherManager來管理indexSearcher,使用acquire()來獲取IndexSearcher物件 IndexSearcher indexSearcher = searcherManager.acquire(); try { // 當searcherManager檢測到硬碟上的索引發生變化的時候 // 通過執行maybeReopen()方法來重新載入IndexSearcher // 執行maybeReopen()方法的時候,會呼叫SearcherWarmer中的warm()方法 searcherManager.maybeReopen(); // 搜尋content域包含“content”的 TermQuery termQuery = new TermQuery(new Term("content", "content")); TopDocs topDocs = indexSearcher.search(termQuery, 10); for (ScoreDoc scoreDoc : topDocs.scoreDocs) { Document document = indexSearcher.doc(scoreDoc.doc); System.out.println(scoreDoc.doc + " " + document.get("name")); } } catch (IOException e) { e.printStackTrace(); } finally { try { // 使用release()來釋放IndexSearcher物件 searcherManager.release(indexSearcher); } catch (IOException e) { e.printStackTrace(); } } } }
三、使用SearchManager和NRTManager
package com.wsy;
import org.apache.lucene.analysis.standard.StandardAnalyzer;
import org.apache.lucene.document.Document;
import org.apache.lucene.document.Field;
import org.apache.lucene.index.IndexWriter;
import org.apache.lucene.index.IndexWriterConfig;
import org.apache.lucene.index.Term;
import org.apache.lucene.search.*;
import org.apache.lucene.store.Directory;
import org.apache.lucene.store.FSDirectory;
import org.apache.lucene.util.Version;
import org.junit.Test;
import java.io.File;
import java.io.IOException;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.HashMap;
import java.util.Map;
public class IndexUtilPlus {
private String[] ids = {"1", "2", "3", "4", "5", "6"};
private String[] emails = {"[email protected]", "[email protected]", "[email protected]", "[email protected]", "[email protected]", "[email protected]"};
private String[] contents = {"content 1", "content 2", "content 3", "content 4", "content 5", "content 6"};
private int[] attachFiles = {1, 2, 3, 4, 5, 6};
private String[] names = {"qianyi", "zhaoer", "zhangsan", "lisi", "wangwu", "liuliu"};
private Directory directory = null;
private Map<String, Float> scores = new HashMap<>();
private Date[] dates = null;
private SearcherManager searcherManager;
private NRTManager nrtManager;
private IndexWriter indexWriter;
public IndexUtilPlus() {
try {
InitDate();
directory = FSDirectory.open(new File("E:\\Lucene\\IndexLibrary"));
indexWriter = new IndexWriter(directory, new IndexWriterConfig(Version.LUCENE_35, new StandardAnalyzer(Version.LUCENE_35)));
nrtManager = new NRTManager(indexWriter, new SearcherWarmer() {
@Override
public void warm(IndexSearcher indexSearcher) throws IOException {
System.out.println("index has changed");
}
});
NRTManagerReopenThread nrtManagerReopenThread = new NRTManagerReopenThread(nrtManager, 5.0, 0.025);
nrtManagerReopenThread.setDaemon(true);
nrtManagerReopenThread.setName("NRTManager Reopen Thread");
nrtManagerReopenThread.start();
// true表示允許所有更新
searcherManager = nrtManager.getSearcherManager(true);
} catch (IOException e) {
e.printStackTrace();
}
}
private void InitDate() {
SimpleDateFormat simpleDateFormat = new SimpleDateFormat("yyyy-MM-dd");
dates = new Date[ids.length];
for (int i = 0; i < ids.length; i++) {
try {
dates[i] = simpleDateFormat.parse("2018-10-" + i + 1);
} catch (ParseException e) {
e.printStackTrace();
}
}
}
public void index() {
IndexWriter indexWriter = null;
try {
indexWriter = new IndexWriter(directory, new IndexWriterConfig(Version.LUCENE_35, new StandardAnalyzer(Version.LUCENE_35)));
indexWriter.deleteAll();
Document document = null;
for (int i = 0; i < ids.length; i++) {
document = new Document();
document.add(new Field("id", ids[i], Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS));
document.add(new Field("email", emails[i], Field.Store.YES, Field.Index.NOT_ANALYZED));
document.add(new Field("content", contents[i], Field.Store.NO, Field.Index.ANALYZED));
document.add(new Field("name", names[i], Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS));
String emailType = emails[i].substring(emails[i].lastIndexOf("@") + 1);
if (scores.containsKey(emailType)) {
document.setBoost(scores.get(emailType));
} else {
document.setBoost(0.1f);
}
indexWriter.addDocument(document);
}
} catch (IOException e) {
e.printStackTrace();
} finally {
if (indexWriter != null) {
try {
indexWriter.close();
} catch (IOException e) {
e.printStackTrace();
}
}
}
}
// 使用NRTManager來刪除索引
public void deletePlus() {
try {
nrtManager.deleteDocuments(new Term("id","1"));
} catch (IOException e) {
e.printStackTrace();
}
}
// 使用NRTManager來更新索引
public void updatePlus(){
Document document = new Document();
document.add(new Field("id", "11", Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS));
document.add(new Field("email", emails[0], Field.Store.YES, Field.Index.NOT_ANALYZED));
document.add(new Field("content", contents[0], Field.Store.NO, Field.Index.ANALYZED));
document.add(new Field("name", names[0], Field.Store.YES, Field.Index.NOT_ANALYZED_NO_NORMS));
try {
nrtManager.updateDocument(new Term("id", "1"), document);
} catch (IOException e) {
e.printStackTrace();
}
}
public void search() {
// 使用searcherManager來管理indexSearcher,使用acquire()來獲取IndexSearcher物件
IndexSearcher indexSearcher = searcherManager.acquire();
try {
// 當searcherManager檢測到硬碟上的索引發生變化的時候
// 通過執行maybeReopen()方法來重新載入IndexSearcher
// 執行maybeReopen()方法的時候,會呼叫SearcherWarmer中的warm()方法
searcherManager.maybeReopen();
// 搜尋content域包含“content”的
TermQuery termQuery = new TermQuery(new Term("content", "content"));
TopDocs topDocs = indexSearcher.search(termQuery, 10);
for (ScoreDoc scoreDoc : topDocs.scoreDocs) {
Document document = indexSearcher.doc(scoreDoc.doc);
System.out.println(scoreDoc.doc + " " + document.get("name"));
}
} catch (IOException e) {
e.printStackTrace();
} finally {
try {
// 使用release()來釋放IndexSearcher物件
searcherManager.release(indexSearcher);
} catch (IOException e) {
e.printStackTrace();
}
}
}
}