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Spring Boot整合Elasticsearch_springboot集成elasticsearch7.17

作者：weixin_40725706 | 2024-06-17 10:59:23

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springboot集成elasticsearch7.17

GitHub：SpringBootDemo
Gitee：SpringBootDemo
微信公众号：在这里插入图片描述

0 开发环境

  • JDK：1.8
  • Spring Boot：2.7.18
  • elasticsearch：7.17.18
  • kibana：7.17.18
  • elasticsearch-head：5.0.0

1 安装服务

1.1 安装Elasticsearch

下载地址：https://www.elastic.co/cn/downloads/past-releases/elasticsearch-7-17-18

下载解压后双击 bin\elasticsearch.bat 即可运行

注意：解压后路径中不能有空格，示例 D:\Programs\elasticsearch

在这里插入图片描述

浏览器访问 127.0.0.1:9200

在这里插入图片描述

1.2 安装Kibana

本教程中非必须

下载地址：https://www.elastic.co/cn/downloads/past-releases/kibana-7-17-18

一个针对es的开源分析及可视化平台，用于搜索、查看交互存储在es索引中的数据。

下载解压后双击 bin\kibana.bat 即可运行

注意：要与es版本一致，解压后路径中不能有空格

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浏览器访问 127.0.0.1:5601
在这里插入图片描述
页面显示为英文，config\kibana.yml配置为中文，重启kibana

i18n.locale: "zh-CN"

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刷新页面，页面显示为中文

在这里插入图片描述

1.3 安装elasticsearch-head

本教程中非必须

下载地址：https://github.com/mobz/elasticsearch-head/releases

启动，命令行执行

npm install

npm run start

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在这里插入图片描述

浏览器访问 127.0.0.1:9100

因为存在跨域问题，连接es失败

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修改elasticsearch配置，elasticsearch\config\elasticsearch.yml，增加支持跨域

http.cors.enabled: true
http.cors.allow-origin: "*"

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重启elasticsearch、elasticsearch-head，刷新页面，连接成功

在这里插入图片描述

2 引入依赖

<dependency>
    <groupId>org.springframework.boot</groupId>
    <artifactId>spring-boot-starter-data-elasticsearch</artifactId>
</dependency>

<!--   https://www.elastic.co/guide/en/elasticsearch/client/java-api-client/7.17/installation.html#class-not-found-jsonprovider     -->
<!--   It may happen that after setting up the dependencies, your application fails with ClassNotFoundException: jakarta.json.spi.JsonProvider.     -->
<!--   If this happens, you have to explicitly add the jakarta.json:jakarta.json-api:2.0.1 dependency.     -->
<dependency>
    <groupId>jakarta.json</groupId>
    <artifactId>jakarta.json-api</artifactId>
    <version>2.0.1</version>
</dependency>

<!--   lombok，测试用    -->
<dependency>
    <groupId>org.projectlombok</groupId>
    <artifactId>lombok</artifactId>
    <version>1.18.30</version>
    <scope>provided</scope>
</dependency>

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引入成功后，这里注意检查引入的jar包版本号，尽量保证与elasticsearch版本号一致，否则可能会出现莫名奇怪的问题

在这里插入图片描述

如图所示，程序引入的是7.17.15，但是我们使用的elasticsearch版本是7.17.18，所以这里做下修改

<properties>
    <maven.compiler.source>8</maven.compiler.source>
    <maven.compiler.target>8</maven.compiler.target>
    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>

    <elasticsearch.version>7.17.18</elasticsearch.version>
</properties>

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3 新建配置文件

参考文档：

Java High Level REST Client

Elasticsearch Java API Client

import co.elastic.clients.elasticsearch.ElasticsearchClient;
import co.elastic.clients.json.jackson.JacksonJsonpMapper;
import co.elastic.clients.transport.ElasticsearchTransport;
import co.elastic.clients.transport.rest_client.RestClientTransport;
import org.apache.http.HttpHost;
import org.elasticsearch.client.RestClient;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;

@Configuration
public class EsClientConfig {

    @Bean
    public ElasticsearchClient elasticsearchClient() {
        RestClient restClient = RestClient.builder(
                new HttpHost("localhost", 9200)).build();

        ElasticsearchTransport transport = new RestClientTransport(
                restClient, new JacksonJsonpMapper());

        return new ElasticsearchClient(transport);
    }
}

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4 测试

4.1 启动elasticsearch

4.2 启动elasticsearch-head

非必须，可视化界面，方便查看

4.3 新建测试类 - 创建索引

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

    @Test
    public void contextLoads() throws IOException {
        //创建索引
        CreateIndexRequest index = new CreateIndexRequest.Builder()
                .index("test_index")
                .build();

        //执行，获得响应
        CreateIndexResponse response = elasticsearchClient.indices().create(index);
        System.out.println(response.toString());
    }
}

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测试方法成功运行，成功打印创建的索引信息

在这里插入图片描述

查看elasticsearch-head，索引创建成功

在这里插入图片描述

4.4 调整测试类 - 查询索引

我们也可以通过代码获取索引信息

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;
	
    //...

    @Test
    public void contextLoadsGet() throws IOException {
        GetIndexRequest index = new GetIndexRequest.Builder()
                .index("test_index")
                .build();

        GetIndexResponse response = elasticsearchClient.indices().get(index);
        System.out.println(response.toString());
    }
}

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运行，成功打印查询的索引信息

GetIndexResponse: {"test_index":{"aliases":{},"mappings":{},"settings":{"index":{"number_of_shards":"1","number_of_replicas":"1","routing":{"allocation":{"include":{"_tier_preference":"data_content"}}},"provided_name":"test_index","creation_date":"1712489702602","uuid":"J4kqrjj2TBCHamBa8iMoYA","version":{"created":"7171899"}}}}}

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5 新建实体类

@Data
@AllArgsConstructor
@NoArgsConstructor
@Component
public class UserModel {

    private String username;
    private String password;
}

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6 测试

6.1 创建文档

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...

    @Test
    public void contextLoadsAdd() throws IOException {
        UserModel userModel = new UserModel("张三", "zhangsan");

        //创建请求
        IndexRequest<UserModel> request = new IndexRequest.Builder<UserModel>()
                .index("test_index")
                .id("1")
                .timeout(new Time.Builder().time("1s").build())
                .document(userModel)
                .build();

        //发送请求，获取响应结果
        IndexResponse response = elasticsearchClient.index(request);
        System.out.println(response.toString());
    }
}

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运行，成功创建文档，打印信息如下

IndexResponse: {"_id":"1","_index":"test_index","_primary_term":1,"result":"created","_seq_no":0,"_shards":{"failed":0.0,"successful":1.0,"total":2.0},"_type":"_doc","_version":1}

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查看elasticsearch-head，文档创建成功，能够成功查询到

在这里插入图片描述

6.2 查询文档

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...

    @Test
    public void contextLoadsGetDoc() throws IOException {
        //检查文档是否存在
        ExistsRequest request = new ExistsRequest.Builder()
                .index("test_index")
                .id("1")
                .build();

        BooleanResponse exists = elasticsearchClient.exists(request);
        System.out.println("BooleanResponse: " + exists.value());

        if (!exists.value()) {
            return;
        }

        //若存在，则获取文档信息
        GetRequest requestGet = new GetRequest.Builder()
                .index("test_index")
                .id("1")
                .build();

        GetResponse<? extends UserModel> responseGet = elasticsearchClient.get(requestGet, UserModel.class);
        System.out.println(responseGet.toString());
        ObjectMapper mapper = new ObjectMapper();
        System.out.println(mapper.writeValueAsString(responseGet.source()));
    }
}

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运行，成功查询文档信息，打印信息如下

2024-04-07 20:46:55.772  WARN 24760 --- [           main] org.elasticsearch.client.RestClient      : request [HEAD http://localhost:9200/test_index/_doc/1] returned 1 warnings: [299 Elasticsearch-7.17.18-8682172c2130b9a411b1bd5ff37c9792367de6b0 "Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security."]
BooleanResponse: true
2024-04-07 20:46:55.789  WARN 24760 --- [           main] org.elasticsearch.client.RestClient      : request [GET http://localhost:9200/test_index/_doc/1] returned 1 warnings: [299 Elasticsearch-7.17.18-8682172c2130b9a411b1bd5ff37c9792367de6b0 "Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security."]
GetResponse: {"_index":"test_index","found":true,"_id":"1","_primary_term":1,"_seq_no":0,"_source":"UserModel(username=张三, password=zhangsan)","_type":"_doc","_version":1}
{"username":"张三","password":"zhangsan"}

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6.3 更新文档

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...
    
    @Test
    public void contextLoadsUpdate() throws IOException {
        UserModel userModel = new UserModel("张三三", "zhangsansan");

        UpdateRequest<UserModel, UserModel> request = new UpdateRequest.Builder<UserModel, UserModel>()
                .index("test_index")
                .id("1")
                .timeout(new Time.Builder().time("1s").build())
                .doc(userModel)
                .build();

        UpdateResponse<UserModel> response = elasticsearchClient.update(request, UserModel.class);
        System.out.println(response.toString());
    }
}

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测试结果，更新成功

UpdateResponse: {"_id":"1","_index":"test_index","_primary_term":1,"result":"updated","_seq_no":1,"_shards":{"failed":0.0,"successful":1.0,"total":2.0},"_type":"_doc","_version":2}

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查看elasticsearch-head，更新成功

在这里插入图片描述

6.4 删除文档

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...

    @Test
    public void contextLoadsDelete() throws IOException {
        DeleteRequest request = new DeleteRequest.Builder()
                .index("test_index")
                .id("1")
                .timeout(new Time.Builder().time("1s").build())
                .build();

        DeleteResponse response = elasticsearchClient.delete(request);
        System.out.println(response.toString());
    }
}

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测试结果，删除成功

DeleteResponse: {"_id":"1","_index":"test_index","_primary_term":1,"result":"deleted","_seq_no":2,"_shards":{"failed":0.0,"successful":1.0,"total":2.0},"_type":"_doc","_version":3}

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查看elasticsearch-head，删除成功

在这里插入图片描述

6.5 批量插入

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...

    @Test
    public void contextLoadsBulk() throws IOException {
        List<BulkOperation> operations = new ArrayList<>();
        for (int i = 0; i < 100; i++) {
            UserModel userModel = new UserModel("张三" + i, "zhangsan" + i);
            operations.add(new BulkOperation(new IndexOperation.Builder<UserModel>()
                    .id(String.valueOf(i + 1))
                    .document(userModel)
                    .build()));
        }

        BulkRequest request = new BulkRequest.Builder()
                .index("test_index")
                .timeout(new Time.Builder().time("10s").build())
                .operations(operations)
                .build();

        BulkResponse response = elasticsearchClient.bulk(request);
        System.out.println(response.toString());
    }
}

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测试结果，批量插入成功

在这里插入图片描述

6.6 分词查询

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//....

    @Test
    public void contextLoadsMatchQuery() throws IOException {
        //查询条件
        MatchQuery matchQuery = new MatchQuery.Builder()
                .field("username")
                .query("张三1")
                .build();

        //构建搜索条件
        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().match(matchQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }
}

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测试通过，查询成功

在这里插入图片描述

6.7 精确匹配

这里，因为我们没有分词器，所以查询字段需要加上keyword字段

@SpringBootTest(classes = ElasticsearchApplication.class, webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT)
public class ElasticsearchApplicationTest {

    @Autowired
    private ElasticsearchClient elasticsearchClient;

	//...
    
    @Test
    public void contextLoadsTermQuery() throws IOException {
        TermQuery termQuery = new TermQuery.Builder()
                .field("username.keyword")
                .value("张三1")
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().term(termQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }
}

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测试通过，查询成功

[Hit: {"_index":"test_index","_id":"2","_score":4.2096553,"_type":"_doc","_source":"UserModel(username=张三1, password=zhangsan1)"}]

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6.8 组合查询

    @Test
    public void contextLoadsBoolQuery() throws IOException {
        TermQuery termQuery1 = new TermQuery.Builder()
                .field("username.keyword")
                .value("张三1")
                .build();
        TermQuery termQuery2 = new TermQuery.Builder()
                .field("password")
                .value("zhangsan2")
                .build();

        //组合查询
        //must  AND
        //mustNot NOT
        //should OR
        BoolQuery boolQuery = new BoolQuery.Builder()
                .should(new Query.Builder().term(termQuery1).build())
                .should(new Query.Builder().term(termQuery2).build())
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().bool(boolQuery).build())
                .build();
        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"2","_score":4.2096553,"_type":"_doc","_source":"UserModel(username=张三1, password=zhangsan1)"}, Hit: {"_index":"test_index","_id":"3","_score":4.2096553,"_type":"_doc","_source":"UserModel(username=张三2, password=zhangsan2)"}]

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6.9 模糊查询

    @Test
    public void contextLoadsFuzzyQuery() throws IOException {
        FuzzyQuery fuzzyQuery = new FuzzyQuery.Builder()
                .field("password")
                .value("zhangsan20")
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().fuzzy(fuzzyQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"21","_score":4.2096553,"_type":"_doc","_source":"UserModel(username=张三20, password=zhangsan20)"}, Hit: {"_index":"test_index","_id":"11","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三10, password=zhangsan10)"}, Hit: {"_index":"test_index","_id":"22","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三21, password=zhangsan21)"}, Hit: {"_index":"test_index","_id":"23","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三22, password=zhangsan22)"}, Hit: {"_index":"test_index","_id":"24","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三23, password=zhangsan23)"}, Hit: {"_index":"test_index","_id":"25","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三24, password=zhangsan24)"}, Hit: {"_index":"test_index","_id":"26","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三25, password=zhangsan25)"}, Hit: {"_index":"test_index","_id":"27","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三26, password=zhangsan26)"}, Hit: {"_index":"test_index","_id":"28","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三27, password=zhangsan27)"}, Hit: {"_index":"test_index","_id":"29","_score":3.7886896,"_type":"_doc","_source":"UserModel(username=张三28, password=zhangsan28)"}]

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6.10 根据ID查询

    @Test
    public void contextLoadsIdsQuery() throws IOException {
        IdsQuery idsQuery = new IdsQuery.Builder()
                .values("1", "2", "3")
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().ids(idsQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"1","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三0, password=zhangsan0)"}, Hit: {"_index":"test_index","_id":"2","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三1, password=zhangsan1)"}, Hit: {"_index":"test_index","_id":"3","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三2, password=zhangsan2)"}]

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6.11 范围查询

    @Test
    public void contextLoadsRangeQuery() throws IOException {
        RangeQuery rangeQuery = new RangeQuery.Builder()
                .field("password")
                .gte(JsonData.of("zhangsan10"))
                .lte(JsonData.of("zhangsan15"))
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().range(rangeQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"11","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三10, password=zhangsan10)"}, Hit: {"_index":"test_index","_id":"12","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三11, password=zhangsan11)"}, Hit: {"_index":"test_index","_id":"13","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三12, password=zhangsan12)"}, Hit: {"_index":"test_index","_id":"14","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三13, password=zhangsan13)"}, Hit: {"_index":"test_index","_id":"15","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三14, password=zhangsan14)"}, Hit: {"_index":"test_index","_id":"16","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三15, password=zhangsan15)"}]

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6.12 通配符查询

    @Test
    public void contextLoadsWildcardQuery() throws IOException {
        WildcardQuery wildcardQuery = new WildcardQuery.Builder()
                .field("password")
                .value("zhang*9")
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().wildcard(wildcardQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"10","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三9, password=zhangsan9)"}, Hit: {"_index":"test_index","_id":"20","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三19, password=zhangsan19)"}, Hit: {"_index":"test_index","_id":"30","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三29, password=zhangsan29)"}, Hit: {"_index":"test_index","_id":"40","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三39, password=zhangsan39)"}, Hit: {"_index":"test_index","_id":"50","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三49, password=zhangsan49)"}, Hit: {"_index":"test_index","_id":"60","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三59, password=zhangsan59)"}, Hit: {"_index":"test_index","_id":"70","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三69, password=zhangsan69)"}, Hit: {"_index":"test_index","_id":"80","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三79, password=zhangsan79)"}, Hit: {"_index":"test_index","_id":"90","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三89, password=zhangsan89)"}, Hit: {"_index":"test_index","_id":"100","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三99, password=zhangsan99)"}]

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6.13 前缀匹配查询

    @Test
    public void contextLoadsPrefixQuery() throws IOException {
        PrefixQuery prefixQuery = new PrefixQuery.Builder()
                .field("password")
                .value("zhangsan9")
                .build();

        SearchRequest request = new SearchRequest.Builder()
                .index("test_index")
                .timeout("10s")
                .query(new Query.Builder().prefix(prefixQuery).build())
                .build();

        SearchResponse<UserModel> response = elasticsearchClient.search(request, UserModel.class);
        System.out.println(response.hits().hits().toString());
    }

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测试通过

[Hit: {"_index":"test_index","_id":"10","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三9, password=zhangsan9)"}, Hit: {"_index":"test_index","_id":"91","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三90, password=zhangsan90)"}, Hit: {"_index":"test_index","_id":"92","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三91, password=zhangsan91)"}, Hit: {"_index":"test_index","_id":"93","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三92, password=zhangsan92)"}, Hit: {"_index":"test_index","_id":"94","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三93, password=zhangsan93)"}, Hit: {"_index":"test_index","_id":"95","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三94, password=zhangsan94)"}, Hit: {"_index":"test_index","_id":"96","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三95, password=zhangsan95)"}, Hit: {"_index":"test_index","_id":"97","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三96, password=zhangsan96)"}, Hit: {"_index":"test_index","_id":"98","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三97, password=zhangsan97)"}, Hit: {"_index":"test_index","_id":"99","_score":1.0,"_type":"_doc","_source":"UserModel(username=张三98, password=zhangsan98)"}]

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其他用法类似，这里不再测试了。

至此，SpringBoot成功整合es且测试通过。

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