Spring Boot + Elasticsearch 实现索引批量写入

2023-03-08 16:04:02 浏览数 (1)

在使用Eleasticsearch进行索引维护的过程中,如果你的应用场景需要频繁的大批量的索引写入,再使用上篇中提到的维护方法的话显然效率是低下的,此时推荐使用bulkIndex来提升效率。批写入数据块的大小取决于你的数据集及集群的配置。

下面我们以Spring Boot结合Elasticsearch创建一个示例项目,从基本的pom配置开始

代码语言:javascript复制
<dependency>
    <groupId>com.google.code.gson</groupId>
    <artifactId>gson</artifactId>
    <version>1.4</version>
</dependency>
<dependency>
    <groupId>org.springframework.boot</groupId>
    <artifactId>spring-boot-starter-data-elasticsearch</artifactId>
</dependency>

application.properties配置

代码语言:javascript复制
#elasticsearch config
spring.data.elasticsearch.cluster-name:elasticsearch
spring.data.elasticsearch.cluster-nodes:192.168.1.105:9300

#application config
server.port=8080
spring.application.name=esp-app

我们需要定义域的实体和一个Spring data的基本的CRUD支持库类。用id注释定义标识符字段,如果你没有指定ID字段,Elasticsearch不能索引你的文件。同时需要指定索引名称类型,@Document注解也有助于我们设置分片和副本数量。

代码语言:javascript复制
@Data
@Document(indexName = "carIndex", type = "carType", shards = 1, replicas = 0)
public class Car implements Serializable {
    /**
     * serialVersionUID:
     * @since JDK 1.6
     */
    private static final long serialVersionUID = 1L;
    @Id
    private Long id;
    private String brand;
    private String model;
    private BigDecimal amount;

    public Car(Long id, String brand, String model, BigDecimal amount) {
        this.id = id;
        this.brand = brand;
        this.model = model;
        this.amount = amount;
    }
}

接着定义一个IndexService并使用bulk请求来处理索引,操作前首先要判断索引是否存在,以免出现异常。为了更好的掌握Java API,这里采用了不同于上篇中ElasticSearchRepository的ElasticSearchTemplate工具集,相对来讲功能更加丰富。

代码语言:javascript复制
@Service
public class IndexerService {
    private static final String CAR_INDEX_NAME = "car_index";
    private static final String CAR_INDEX_TYPE = "car_type";
    @Autowired
    ElasticsearchTemplate elasticsearchTemplate;

    public long bulkIndex() throws Exception {
        int counter = 0;
        try {
            //判断索引是否存在
            if (!elasticsearchTemplate.indexExists(CAR_INDEX_NAME)) {
                elasticsearchTemplate.createIndex(CAR_INDEX_NAME);
            }
            Gson gson = new Gson();
            List<IndexQuery> queries = new ArrayList<IndexQuery>();
            List<Car> cars = assembleTestData();
            for (Car car : cars) {
                IndexQuery indexQuery = new IndexQuery();
                indexQuery.setId(car.getId().toString());
                indexQuery.setSource(gson.toJson(car));
                indexQuery.setIndexName(CAR_INDEX_NAME);
                indexQuery.setType(CAR_INDEX_TYPE);
                queries.add(indexQuery);
                //分批提交索引
                if (counter % 500 == 0) {
                    elasticsearchTemplate.bulkIndex(queries);
                    queries.clear();
                    System.out.println("bulkIndex counter : "   counter);
                }
                counter  ;
            }
            //不足批的索引最后不要忘记提交
            if (queries.size() > 0) {
                elasticsearchTemplate.bulkIndex(queries);
            }
            elasticsearchTemplate.refresh(CAR_INDEX_NAME);
            System.out.println("bulkIndex completed.");
        } catch (Exception e) {
            System.out.println("IndexerService.bulkIndex e;"   e.getMessage());
            throw e;
        }

        return -1;
    }

    private List<Car> assembleTestData() {
        List<Car> cars = new ArrayList<Car>();
        //随机生成10000个索引,以便下一次批量写入
        for (int i = 0; i < 10000; i  ) {
            cars.add(new Car(RandomUtils.nextLong(1, 11111), RandomStringUtils.randomAscii(20), RandomStringUtils.randomAlphabetic(15), BigDecimal.valueOf(78000)));
        }
        return cars;
    }
}

再下面的工作就比较简单了,可以编写一个RestController接受请求来测试或者CommandLineRunner,在系统启动时就加载上面的方法。

代码语言:javascript复制
@SpringBootApplication
@RestController
public class ESPApplicatoin {

    public static void main(String[] args) {
        SpringApplication.run(ESPApplicatoin.class, args);
    }

    @Autowired
    IndexerService indexService;


    @RequestMapping(value = "bulkIndex",method = RequestMethod.POST)
    public void bulkIndex(){
        try {
            indexService.bulkIndex();
        } catch (Exception e) {
            e.printStackTrace();
        }
    }
}

CommandLineRunner方法类:

代码语言:javascript复制
@Component
public class AppLoader implements CommandLineRunner {
    @Autowired
    IndexerService indexerService;

    @Override
    public void run(String... strings) throws Exception {
        indexerService.bulkIndex();
    }
}

结束后,就可在通过地址http://localhost:9200/car_index/_search/来查看索引到底有无生效。注:要特别关注版本的兼容问题,如果用Es 5 的话,显然不能采用Spring Data Elasticsearch的方式。

Spring Boot Version (x)

Spring Data Elasticsearch Version (y)

Elasticsearch Version (z)

x <= 1.3.5

y <= 1.3.4

z <= 1.7.2*

x >= 1.4.x

2.0.0 <=y < 5.0.0**

2.0.0 <= z < 5.0.0**


(*) - require manual change in your project pom file (solution 2.)

(**) - Next big ES release with breaking changes

>>>案例地址:https://github.com/backkoms/spring-boot-elasticsearch

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