SpringBoot 整合 ElasticSearch操作各种高级查询搜索
目录
- 一、简介
- 二、代码实践
- 三、小结
一、简介
在上篇SpringBoot 整合 ElasticSearch文章中,我们详细的介绍了 ElasticSearch 的索引和文档的基本增删改查的操作方法!
本文将重点介绍 ES 的各种高级查询写法和使用。
废话不多说,直接上代码!
二、代码实践
本文采用的SpringBoot版本号是2.1.0.RELEASE,服务端 es 的版本号是6.8.2,客户端采用的是官方推荐的Elastic Java High Level Rest Client版本号是6.4.2,方便与SpringBoot的版本兼容。
es 最大的亮点就是查询非常丰富,可以在上亿的数据里面快速搜索出目标数据,查询如果实现呢?请看下文:
- 单条件精确查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 单条件精确查询 * @throws IOException */ @Test public void search0() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.termsQuery("name", "赵里")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 多条件精确查询,取并集
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 多条件精确查询,取并集 * @throws IOException */ @Test public void search1() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.termsQuery("name", "张", "陈")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 范围查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 范围查询,包括from、to * @throws IOException */ @Test public void search2() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.rangeQuery("age").from(20).to(32)); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } /** * 范围查询,不包括from、to * @throws IOException */ @Test public void search3() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.rangeQuery("age").from(20,false).to(30, false)); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } /** * 范围查询, lt:小于,gt:大于 * @throws IOException */ @Test public void search4() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.rangeQuery("age").lt(30).gt(20)); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 模糊查询,支持通配符
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 模糊查询,支持通配符 * @throws IOException */ @Test public void search5() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.wildcardQuery("name","张三")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 不使用通配符的模糊查询,左右匹配
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 不使用通配符的模糊查询,左右匹配 * @throws IOException */ @Test public void search6() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.queryStringQuery("张三").field("name")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 多字段模糊查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 多字段模糊查询 * @throws IOException */ @Test public void search7() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.multiMatchQuery("长", "name", "city")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 多字段模糊查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 分页搜索 * @throws IOException */ @Test public void search8() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .from(0).size(2); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 字段排序
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 排序,字段的类型必须是:integer、double、long或者keyword * @throws IOException */ @Test public void search9() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .sort("createTime", SortOrder.ASC); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 精确统计筛选文档数
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 精确统计筛选文档数,查询性能有所降低 * @throws IOException */ @Test public void search10() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .trackTotalHits(true); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 设置源字段过滤返回
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 设置源字段过虑,第一个参数结果集包括哪些字段,第二个参数表示结果集不包括哪些字段 * @throws IOException */ @Test public void search11() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .fetchSource(new String[]{"name","age","city","createTime"},new String[]{}); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 根据 id 精确匹配
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 根据id精确匹配 * @throws IOException */ @Test public void search12() throws IOException { String[] ids = new String[]{"1","2"}; // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.termsQuery("_id", ids)); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- matchAllQuery 搜索全部
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * matchAllQuery搜索全部 * @throws IOException */ @Test public void search21() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.matchAllQuery()); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- match 搜索匹配
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * match搜索匹配 * @throws IOException */ @Test public void search22() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder() .query(QueryBuilders.matchQuery("name", "张王")); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- bool组合查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * bool组合查询 * @throws IOException */ @Test public void search23() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder(); boolQueryBuilder.must(QueryBuilders.matchQuery("name", "张王")); boolQueryBuilder.must(QueryBuilders.rangeQuery("age").lte(30).gte(20)); builder.query(boolQueryBuilder); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- nested 类型嵌套查询
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * nested类型嵌套查询 * @throws IOException */ @Test public void search24() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件查询 BoolQueryBuilder mainBool=new BoolQueryBuilder(); mainBool.must(QueryBuilders.matchQuery("name", "赵六")); //nested类型嵌套查询 BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder(); boolQueryBuilder.must(QueryBuilders.matchQuery("products.brand", "A")); boolQueryBuilder.must(QueryBuilders.matchQuery("products.title", "巧克力")); NestedQueryBuilder nested = QueryBuilders.nestedQuery("products",boolQueryBuilder, ScoreMode.None); mainBool.must(nested); builder.query(mainBool); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 多条件查询 + 排序 + 分页
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 多条件查询 + 排序 + 分页 * @throws IOException */ @Test public void search29() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件搜索 BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder(); boolQueryBuilder.must(QueryBuilders.matchQuery("name", "张王")); boolQueryBuilder.must(QueryBuilders.rangeQuery("age").lte(30).gte(20)); builder.query(boolQueryBuilder); //结果集合分页 builder.from(0).size(2); //排序 builder.sort("createTime",SortOrder.ASC); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 聚合查询-求和
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 聚合查询 sum * @throws IOException */ @Test public void search30() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件搜索 builder.query(QueryBuilders.matchAllQuery()); //聚合查询 AggregationBuilder aggregation = AggregationBuilders.sum("sum_age").field("age"); builder.aggregation(aggregation); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 聚合查询-求平均值
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 聚合查询 avg * @throws IOException */ @Test public void search31() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件搜索 builder.query(QueryBuilders.matchAllQuery()); //聚合查询 AggregationBuilder aggregation = AggregationBuilders.avg("avg_age").field("age"); builder.aggregation(aggregation); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 聚合查询-计数
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 聚合查询 count * @throws IOException */ @Test public void search32() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件搜索 builder.query(QueryBuilders.matchAllQuery()); //聚合查询 AggregationBuilder aggregation = AggregationBuilders.count("count_age").field("age"); builder.aggregation(aggregation); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
- 聚合查询-分组
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = ElasticSearchApplication.class) public class SearchJunit { @Autowired private RestHighLevelClient client; /** * 聚合查询 分组 * @throws IOException */ @Test public void search33() throws IOException { // 创建请求 SearchSourceBuilder builder = new SearchSourceBuilder(); //条件搜索 builder.query(QueryBuilders.matchAllQuery()); //聚合查询 AggregationBuilder aggregation = AggregationBuilders.terms("tag_createTime").field("createTime") .subAggregation(AggregationBuilders.count("count_age").field("age")) //计数 .subAggregation(AggregationBuilders.sum("sum_age").field("age")) //求和 .subAggregation(AggregationBuilders.avg("avg_age").field("age")); //求平均值 builder.aggregation(aggregation); //不输出原始数据 builder.size(0); //搜索 SearchRequest searchRequest = new SearchRequest(); searchRequest.indices("cs_index"); searchRequest.types("_doc"); searchRequest.source(builder); // 执行请求 SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT); // 解析查询结果 System.out.println(response.toString()); } }
三、小结
本文主要围绕 SpringBoot 整合 ElasticSearch 进行各种高级查询的介绍,在下篇文章中,我们会重点介绍 es 的性能调优!
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