Search API - Using scrolls in Java
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2023-12-01
Using scrolls in Java
首先需要阅读 scroll documentation
一般搜索请求都是返回一”页”数据,无论数据量多大都一起返回给用户,Scroll API可以允许我们检索大量数据(甚至全部数据)。Scroll API允许我们做一个初始阶段搜索并且持续批量从Elasticsearch里拉取结果直到没有结果剩下。这有点像传统数据库里的cursors(游标)。
Scroll API的创建并不是为了实时的用户响应,而是为了处理大量的数据(Scrolling is not intended for real time user requests, but rather for processing large amounts of data)。从 scroll 请求返回的结果只是反映了 search 发生那一时刻的索引状态,就像一个快照(The results that are returned from a scroll request reflect the state of the index at the time that the initial search request was made, like a snapshot in time)。后续的对文档的改动(索引、更新或者删除)都只会影响后面的搜索请求。
import static org.elasticsearch.index.query.QueryBuilders.*;
QueryBuilder qb = termQuery("multi", "test");
SearchResponse scrollResp = client.prepareSearch(test)
.addSort(FieldSortBuilder.DOC_FIELD_NAME, SortOrder.ASC)
.setScroll(new TimeValue(60000)) //为了使用 scroll,初始搜索请求应该在查询中指定 scroll 参数,告诉 Elasticsearch 需要保持搜索的上下文环境多长时间(滚动时间)
.setQuery(qb)
.setSize(100).get(); //max of 100 hits will be returned for each scroll
//Scroll until no hits are returned
do {
for (SearchHit hit : scrollResp.getHits().getHits()) {
//Handle the hit...
}
scrollResp = client.prepareSearchScroll(scrollResp.getScrollId()).setScroll(new TimeValue(60000)).execute().actionGet();
} while(scrollResp.getHits().getHits().length != 0); // Zero hits mark the end of the scroll and the while loop.
如果超过滚动时间,继续使用该滚动ID搜索数据,则会报错:
Caused by: SearchContextMissingException[No search context found for id [2861]]
at org.elasticsearch.search.SearchService.findContext(SearchService.java:613)
at org.elasticsearch.search.SearchService.executeQueryPhase(SearchService.java:403)
at org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryScrollTransportHandler.messageReceived(SearchServiceTransportAction.java:384)
at org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryScrollTransportHandler.messageReceived(SearchServiceTransportAction.java:381)
at org.elasticsearch.transport.TransportRequestHandler.messageReceived(TransportRequestHandler.java:33)
at org.elasticsearch.transport.RequestHandlerRegistry.processMessageReceived(RequestHandlerRegistry.java:75)
at org.elasticsearch.transport.TransportService$4.doRun(TransportService.java:376)
at org.elasticsearch.common.util.concurrent.AbstractRunnable.run(AbstractRunnable.java:37)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
at java.lang.Thread.run(Thread.java:745)
虽然当滚动有效时间已过,搜索上下文(Search Context)会自动被清除,但是一值保持滚动代价也是很大的,所以当我们不在使用滚动时要尽快使用Clear-Scroll API进行清除。
清除Scroll
/**
* 清除滚动ID
* @param client
* @param scrollIdList
* @return
*/
public static boolean clearScroll(Client client, List<String> scrollIdList){
ClearScrollRequestBuilder clearScrollRequestBuilder = client.prepareClearScroll();
clearScrollRequestBuilder.setScrollIds(scrollIdList);
ClearScrollResponse response = clearScrollRequestBuilder.get();
return response.isSucceeded();
}
/**
* 清除滚动ID
* @param client
* @param scrollId
* @return
*/
public static boolean clearScroll(Client client, String scrollId){
ClearScrollRequestBuilder clearScrollRequestBuilder = client.prepareClearScroll();
clearScrollRequestBuilder.addScrollId(scrollId);
ClearScrollResponse response = clearScrollRequestBuilder.get();
return response.isSucceeded();
}
实例
public class ScrollsAPI extends ElasticsearchClientBase {
private String scrollId;
@Test
public void testScrolls() throws Exception {
SearchResponse scrollResp = client.prepareSearch("twitter")
.addSort(FieldSortBuilder.DOC_FIELD_NAME, SortOrder.ASC)
.setScroll(new TimeValue(60000)) //为了使用 scroll,初始搜索请求应该在查询中指定 scroll 参数,告诉 Elasticsearch 需要保持搜索的上下文环境多长时间(滚动时间)
.setQuery(QueryBuilders.termQuery("user", "kimchy")) // Query 查询条件
.setSize(5).get(); //max of 100 hits will be returned for each scroll
//Scroll until no hits are returned
scrollId = scrollResp.getScrollId();
do {
for (SearchHit hit : scrollResp.getHits().getHits()) {
//Handle the hit...
System.out.println("" + hit.getSource().toString());
}
scrollResp = client.prepareSearchScroll(scrollId).setScroll(new TimeValue(60000)).execute().actionGet();
}
while (scrollResp.getHits().getHits().length != 0); // Zero hits mark the end of the scroll and the while loop.
}
@Override
public void tearDown() throws Exception {
ClearScrollRequestBuilder clearScrollRequestBuilder = client.prepareClearScroll();
clearScrollRequestBuilder.addScrollId(scrollId);
ClearScrollResponse response = clearScrollRequestBuilder.get();
if (response.isSucceeded()) {
System.out.println("成功清除");
}
super.tearDown();
}
}