1. elasticsearch 简介
elasticsearch 是一个分布式搜索和分析引擎,基于 apache lucene 构建,能够实现实时数据的存储、搜索、和分析。它广泛应用于全文搜索、日志分析、性能监控等领域。elasticsearch 的核心概念包括文档(document)、索引(index)、和分片(shard)。
2. 环境准备
2.1 安装 elasticsearch
从 elasticsearch 官方网站 下载并安装适合你操作系统的版本。
安装完成后,通过以下命令启动 elasticsearch 服务:
./bin/elasticsearch
默认情况下,elasticsearch 运行在 http://localhost:9200
。
2.2 java 开发环境配置
- 安装 java sdk(jdk 11 或更高版本)。
- 安装 maven 或 gradle。
- 创建一个 maven 项目,添加 elasticsearch java 客户端的依赖。
2.3 添加 elasticsearch 客户端依赖
在 maven 项目的 pom.xml
文件中添加以下依赖:
<dependencies> <!-- elasticsearch java client --> <dependency> <groupid>co.elastic.clients</groupid> <artifactid>elasticsearch-java</artifactid> <version>8.10.0</version> </dependency> </dependencies>
如果你使用 gradle,可以在 build.gradle
文件中添加以下依赖:
dependencies { implementation 'co.elastic.clients:elasticsearch-java:8.10.0' }
添加依赖后,确保项目能够正常编译。
3. 使用 java 连接 elasticsearch
接下来,我们将编写一个简单的 java 程序来连接 elasticsearch。
3.1 编写连接代码
创建一个 java 类,例如 elasticsearchconnection.java
,并编写以下代码:
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.inforesponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; public class elasticsearchconnection { public static void main(string[] args) throws exception { // 创建 rest 客户端 restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); // 创建传输层 restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); // 创建 elasticsearch 客户端 elasticsearchclient client = new elasticsearchclient(transport); // 获取集群信息 inforesponse info = client.info(); system.out.println("connected to elasticsearch cluster: " + info.clustername()); // 关闭客户端 transport.close(); } }
3.2 运行代码
编译并运行这个程序,如果成功,你将看到类似如下的输出:
connected to elasticsearch cluster: elasticsearch
这表明你已经成功连接到了 elasticsearch。
4. 基本 crud 操作
elasticsearch 的 crud 操作主要涉及对索引中的文档进行增(create)、查(read)、改(update)、删(delete)操作。
4.1 创建索引和插入文档
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.indexresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.indexrequest; public class elasticsearchcrud { public static void main(string[] args) throws exception { // 创建 rest 客户端 restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); // 创建传输层 restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); // 创建 elasticsearch 客户端 elasticsearchclient client = new elasticsearchclient(transport); // 创建文档 string json = "{ \"name\": \"john doe\", \"age\": 30, \"city\": \"new york\" }"; // 插入文档到索引 indexrequest<object> request = new indexrequest.builder<>() .index("users") .id("1") .document(json) .build(); indexresponse response = client.index(request); system.out.println("document inserted with id: " + response.id()); // 关闭客户端 transport.close(); } }
4.2 查询文档
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.getresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.getrequest; public class elasticsearchread { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 查询文档 getrequest getrequest = new getrequest.builder() .index("users") .id("1") .build(); getresponse<object> response = client.get(getrequest, object.class); if (response.found()) { system.out.println("document found: " + response.source()); } else { system.out.println("document not found"); } transport.close(); } }
4.3 更新文档
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.updateresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.updaterequest; import java.util.map; public class elasticsearchupdate { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 更新文档 map<string, object> updatejson = map.of( "age", 31, "city", "san francisco" ); updaterequest<object, map<string, object>> updaterequest = new updaterequest.builder<>() .index("users") .id("1") .doc(updatejson) .build(); updateresponse<object> updateresponse = client.update(updaterequest, object.class); system.out.println("document updated: " + updateresponse.result()); transport.close(); } }
4.4 删除文档
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.deleteresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.deleterequest; public class elasticsearchdelete { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 删除文档 deleterequest deleterequest = new deleterequest.builder() .index("users") .id("1") .build(); deleteresponse deleteresponse = client.delete(deleterequest); system.out.println("document deleted: " + deleteresponse.result()); transport.close(); } }
5. 复杂查询操作
elasticsearch 提供了强大的查询 dsl(domain specific language),支持布尔查询、范围查询、聚合查询等。
5.1 布尔查询
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.searchresponse; import co.elastic.clients.elasticsearch.core.search.hit; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.searchrequest; import co.elastic.clients.elasticsearch.core.search.query; public class elasticsearchbooleanquery { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 布尔查询 searchrequest searchrequest = new searchrequest.builder() .index("users") .query(query .bool(b -> b .must(m -> m.match(match -> match.field("name").query("john doe"))) .filter(f -> f.range(r -> r.field("age").gte(30))) )) .build(); searchresponse<object> searchresponse = client.search(searchrequest, object.class); for (hit<object> hit : searchresponse.hits().hits()) { system.out.println("document found: " + hit.source()); } transport.close(); } }
5.2 范围查询
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.searchresponse; import co.elastic.clients.elasticsearch.core.search.hit; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.searchrequest; import co.elastic.clients.elasticsearch.core.search.query; public class elasticsearchrangequery { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 范围查询:查询 age 在 25 到 35 之间的文档 searchrequest searchrequest = new searchrequest.builder() .index("users") .query(query.range(r -> r.field("age").gte(25).lte(35))) .build(); searchresponse<object> searchresponse = client.search(searchrequest, object.class); for (hit<object> hit : searchresponse.hits().hits()) { system.out.println("document found: " + hit.source()); } transport.close(); } }
6. 索引管理与优化
在 elasticsearch 中,索引管理是非常重要的操作,合理的索引设置和优化可以大幅提升查询性能。
6.1 创建索引并设置映射
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.indices.createindexresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.indices.createindexrequest; public class elasticsearchcreateindex { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 创建索引并设置映射 createindexrequest createindexrequest = new createindexrequest.builder() .index("users") .mappings(m -> m .properties("name", p -> p.text(t -> t)) .properties("age", p -> p.integer(i -> i)) .properties("city", p -> p.text(t -> t)) ) .build(); createindexresponse createindexresponse = client.indices().create(createindexrequest); if (createindexresponse.acknowledged()) { system.out.println("index created successfully!"); } transport.close(); } }
6.2 删除索引
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.indices.deleteindexresponse; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.indices.deleteindexrequest; public class elasticsearchdeleteindex { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 删除索引 deleteindexrequest deleteindexrequest = new deleteindexrequest.builder() .index("users") .build(); deleteindexresponse deleteindexresponse = client.indices().delete(deleteindexrequest); if (deleteindexresponse.acknowledged()) { system.out.println("index deleted successfully!"); } transport.close(); } }
7. 聚合操作
elasticsearch 的聚合功能非常强大,能够对数据进行分组统计、计算平均值、最大值、最小值等操作。
7.1 聚合查询:计算年龄的平均值
import co.elastic.clients.elasticsearch.elasticsearchclient; import co.elastic.clients.elasticsearch.core.searchresponse; import co.elastic.clients.elasticsearch.core.search.hit; import co.elastic.clients.elasticsearch.core.search.aggregation; import co.elastic.clients.elasticsearch.core.search.bucket; import co.elastic.clients.transport.rest_client.restclienttransport; import co.elastic.clients.json.jackson.jacksonjsonpmapper; import org.apache.http.httphost; import org.elasticsearch.client.restclient; import co.elastic.clients.elasticsearch.core.searchrequest; public class elasticsearchaggregation { public static void main(string[] args) throws exception { restclient restclient = restclient.builder( new httphost("localhost", 9200, "http")).build(); restclienttransport transport = new restclienttransport( restclient, new jacksonjsonpmapper()); elasticsearchclient client = new elasticsearchclient(transport); // 聚合查询:计算年龄的平均值 searchrequest searchrequest = new searchrequest.builder() .index("users") .size(0) // 不返回文档,只返回聚合结果 .aggregations("average_age", a -> a.avg(avg -> avg.field("age"))) .build(); searchresponse<object> searchresponse = client.search(searchrequest, object.class); double averageage = searchresponse.aggregations().get("average_age").avg().value(); system.out.println("average age: " + averageage); transport.close(); } }
8. 总结
本教程详细介绍了如何在 java 中使用 elasticsearch,涵盖了连接、基本 crud 操作、复杂查询、索引管理和聚合操作等方面的内容。通过这些示例,开发者可以一步步地掌握如何在 java 项目中集成 elasticsearch,并利用其强大的搜索和分析功能来构建高效的应用程序。
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