详解spring-boot集成elasticsearch及其简单应用

发布时间:2020-10-25 01:18:07 作者:syncwt
来源:脚本之家 阅读:392

介绍

记录将elasticsearch集成到spring boot的过程,以及一些简单的应用和helper类使用。

接入方式

使用spring-boot中的spring-data-elasticsearch,可以使用两种内置客户端接入

1、节点客户端(node client):

配置文件中设置为local:false,节点客户端以无数据节点(node-master或node-client)身份加入集群,换言之,它自己不存储任何数据,但是它知道数据在集群中的具体位置,并且能够直接转发请求到对应的节点上。

2、传输客户端(Transport client):

配置文件中设置为local:true,这个更轻量的传输客户端能够发送请求到远程集群。它自己不加入集群,只是简单转发请求给集群中的节点。

两个Java客户端都通过9300端口与集群交互,使用Elasticsearch传输协议(Elasticsearch Transport Protocol)。集群中的节点之间也通过9300端口进行通信。如果此端口未开放,你的节点将不能组成集群。

环境

版本兼容

请一定注意版本兼容问题。这关系到很多maven依赖。Spring Data Elasticsearch Spring Boot version matrix

详解spring-boot集成elasticsearch及其简单应用

搭建环境

Spring boot: 1.4.1.RELEASE

spring-data-elasticsearch: 用了最基础的spring-boot-starter-data-elasticsearch,选择高版本时需要对于提高es服务版本
elasticsearch: 2.3.0

Maven依赖

<parent>
   <groupId>org.springframework.boot</groupId>
   <artifactId>spring-boot-starter-parent</artifactId>
   <version>1.4.1.RELEASE</version>
   <relativePath/> <!-- lookup parent from repository -->
</parent>
<dependency>
   <groupId>org.springframework.boot</groupId>
   <artifactId>spring-boot-starter-data-elasticsearch</artifactId>
 </dependency>

配置文件

bootstrap.yml

spring:
 data:
  elasticsearch:
   # 集群名
   cluster-name: syncwt-es
   # 连接节点,注意在集群中通信都是9300端口,否则会报错无法连接上!
   cluster-nodes: localhost:9300,119.29.38.169:9300
   # 是否本地连接
   local: false
   repositories:
    # 仓库中数据存储
    enabled: true

调试

启动

启动项目,日志出现以下说明代表成功。并且没有报错。

复制代码 代码如下:

 2017-03-30 19:35:23.078  INFO 20881 --- [           main] o.s.d.e.c.TransportClientFactoryBean     : adding transport node : localhost:9300

知识点

在Elasticsearch中,文档归属于一种类型(type),而这些类型存在于索引(index)中,我们可以画一些简单的对比图来类比传统关系型数据库

Elasticsearch集群可以包含多个索引(indices)(数据库),每一个索引可以包含多个类型(types)(表),每一个类型包含多个文档(documents)(行),然后每个文档包含多个字段(Fields)(列)

Relational DB -> Databases -> Tables -> Rows -> Columns
Elasticsearch -> Indices  -> Types -> Documents -> Fields

Demo

Customer.java

/*
 * Copyright 2012-2013 the original author or authors.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package com.syncwt.www.common.es;

import org.springframework.data.annotation.Id;
import org.springframework.data.elasticsearch.annotations.Document;

@Document(indexName = "es-customer", type = "customer", shards = 2, replicas = 1, refreshInterval = "-1")
public class Customer {

  @Id
  private String id;

  private String firstName;

  private String lastName;

  public Customer() {
  }

  public Customer(String firstName, String lastName) {
    this.firstName = firstName;
    this.lastName = lastName;
  }

  public String getId() {
    return this.id;
  }

  public void setId(String id) {
    this.id = id;
  }

  public String getFirstName() {
    return this.firstName;
  }

  public void setFirstName(String firstName) {
    this.firstName = firstName;
  }

  public String getLastName() {
    return this.lastName;
  }

  public void setLastName(String lastName) {
    this.lastName = lastName;
  }

  @Override
  public String toString() {
    return String.format("Customer[id=%s, firstName='%s', lastName='%s']", this.id,
        this.firstName, this.lastName);
  }

}

CustomerRepository.java

/*
 * Copyright 2012-2013 the original author or authors.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package com.syncwt.www.common.es;

import org.springframework.data.elasticsearch.repository.ElasticsearchRepository;

import java.util.List;

public interface CustomerRepository extends ElasticsearchRepository<Customer, String> {

  public List<Customer> findByFirstName(String firstName);

  public List<Customer> findByLastName(String lastName);

}

CustomerController.java

package com.syncwt.www.web;

import com.syncwt.www.response.Message;
import com.syncwt.www.service.CustomerService;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RequestMethod;
import org.springframework.web.bind.annotation.RestController;

import java.io.IOException;

/**
 * @version v0.0.1
 * @Description CustomerController
 * @Creation Date 2017年03月30日 下午8:21
 * @ModificationHistory Who    When     What
 * --------  ----------  -----------------------------------
 */
@RestController
public class CustomerController {
  @Autowired
  private CustomerService customerService;


  @RequestMapping(value = "/test", method = RequestMethod.GET)
  public Message test() throws IOException {
    customerService.saveCustomers();
    customerService.fetchAllCustomers();
    customerService.fetchIndividualCustomers();
    return Message.SUCCESS;
  }
}

CustomerService.java

package com.syncwt.www.service;

import com.syncwt.www.common.es.Customer;
import com.syncwt.www.common.es.CustomerRepository;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

import java.io.IOException;

/**
 * @version v0.0.1
 * @Description 业务层
 * @Creation Date 2017年03月30日 下午8:19
 * @ModificationHistory Who    When     What
 * --------  ----------  -----------------------------------
 */
@Service
public class CustomerService {

  @Autowired
  private CustomerRepository repository;

  public void saveCustomers() throws IOException {
    repository.save(new Customer("Alice", "Smith"));
    repository.save(new Customer("Bob", "Smith"));
  }

  public void fetchAllCustomers() throws IOException {
    System.out.println("Customers found with findAll():");
    System.out.println("-------------------------------");
    for (Customer customer : repository.findAll()) {
      System.out.println(customer);
    }
  }

  public void fetchIndividualCustomers() {
    System.out.println("Customer found with findByFirstName('Alice'):");
    System.out.println("--------------------------------");
    System.out.println(repository.findByFirstName("Alice"));

    System.out.println("Customers found with findByLastName('Smith'):");
    System.out.println("--------------------------------");
    for (Customer customer : repository.findByLastName("Smith")) {
      System.out.println(customer);
    }
  }
}

spring对es的操作方法

spring-data-elasticsearch查询方法的封装

1、封装数据库基本CRUD(创建(Create)、更新(Update)、读取(Retrieve)和删除(Delete))

public interface CrudRepository<T, ID extends Serializable>
 extends Repository<T, ID> {

 <S extends T> S save(S entity);

 T findOne(ID primaryKey);    

 Iterable<T> findAll();     

 Long count();          

 void delete(T entity);     

 boolean exists(ID primaryKey); 

 // … more functionality omitted.
}

2、分页排序查询

public interface PagingAndSortingRepository<T, ID extends Serializable>
 extends CrudRepository<T, ID> {

 Iterable<T> findAll(Sort sort);

 Page<T> findAll(Pageable pageable);
}

//Accessing the second page by a page size of 20
PagingAndSortingRepository<User, Long> repository = // … get access to a bean
Page<User> users = repository.findAll(new PageRequest(1, 20));

3、计数

public interface UserRepository extends CrudRepository<User, Long> {

 Long countByLastname(String lastname);
}

4、删除

public interface UserRepository extends CrudRepository<User, Long> {

 Long deleteByLastname(String lastname);

 List<User> removeByLastname(String lastname);

}

5、自定义查询方法自动注入

声明一个接口继承Repository<T, ID>

interface PersonRepository extends Repository<Person, Long> { … }

接口中自定义方法,在方法名中包含T中字段名

查询关键字包括find…By, read…By, query…By, count…By, and get…By,熟悉直接可以用And and Or连接

interface PersonRepository extends Repository<Person, Long> {
List<Person> findByLastname(String lastname);
}

保证注入了elasticsearch配置

在bootstrap.yml中写入了spring-data-elasticsearch的配置文件将自动注入

注入调用

public class SomeClient {

 @Autowired
 private PersonRepository repository;

 public void doSomething() {
  List<Person> persons = repository.findByLastname("Matthews");
 }
}

6、支持Java8 Stream查询和sql语句查询

@Query("select u from User u")
Stream<User> findAllByCustomQueryAndStream();

Stream<User> readAllByFirstnameNotNull();

@Query("select u from User u")
Stream<User> streamAllPaged(Pageable pageable);

try (Stream<User> stream = repository.findAllByCustomQueryAndStream()) {
 stream.forEach(…);
}

7、支持异步查询

@Async
Future<User> findByFirstname(String firstname);        

@Async
CompletableFuture<User> findOneByFirstname(String firstname);

@Async
ListenableFuture<User> findOneByLastname(String lastname);

支持原生es JavaAPI

1、NativeSearchQueryBuilder构建查询

@Autowired
private ElasticsearchTemplate elasticsearchTemplate;

SearchQuery searchQuery = new NativeSearchQueryBuilder()
  .withQuery(matchAllQuery())
  .withFilter(boolFilter().must(termFilter("id", documentId)))
  .build();

Page<SampleEntity> sampleEntities =
  elasticsearchTemplate.queryForPage(searchQuery,SampleEntity.class);

2、利用Scan和Scroll进行大结果集查询

SearchQuery searchQuery = new NativeSearchQueryBuilder()
  .withQuery(matchAllQuery())
  .withIndices("test-index")
  .withTypes("test-type")
  .withPageable(new PageRequest(0,1))
  .build();
String scrollId = elasticsearchTemplate.scan(searchQuery,1000,false);
List<SampleEntity> sampleEntities = new ArrayList<SampleEntity>();
boolean hasRecords = true;
while (hasRecords){
  Page<SampleEntity> page = elasticsearchTemplate.scroll(scrollId, 5000L , new ResultsMapper<SampleEntity>()
  {
    @Override
    public Page<SampleEntity> mapResults(SearchResponse response) {
      List<SampleEntity> chunk = new ArrayList<SampleEntity>();
      for(SearchHit searchHit : response.getHits()){
        if(response.getHits().getHits().length <= 0) {
          return null;
        }
        SampleEntity user = new SampleEntity();
        user.setId(searchHit.getId());
        user.setMessage((String)searchHit.getSource().get("message"));
        chunk.add(user);
      }
      return new PageImpl<SampleEntity>(chunk);
    }
  });
  if(page != null) {
    sampleEntities.addAll(page.getContent());
    hasRecords = page.hasNextPage();
  }
  else{
    hasRecords = false;
  }
  }
}

3、获取client实例进行节点操作,可以自行封装Util方法

@Autowired
private ElasticsearchTemplate elasticsearchTemplate;

public void searchHelper() throws IOException {

    //节点客户端
    // on startup
//    Node node = nodeBuilder().clusterName("syncwt-es").client(true).node();
//    Client nodeClient = node.client();

    //传输客户端
//    Settings settings = Settings.settingsBuilder().build();
//    Client transportClient = TransportClient.builder().settings(settings).build();

    Client transportClient = elasticsearchTemplate.getClient();

    Customer customer = new Customer("Alice", "Smith");

    // instance a json mapper
    ObjectMapper mapper = new ObjectMapper(); // create once, reuse

    // generate json
    String json = mapper.writeValueAsString(customer);
    System.out.println("--------------------------------jackson mapper");
    System.out.println(json);

    XContentBuilder builder = jsonBuilder()
        .startObject()
        .field("firstName", "Alice")
        .field("latName", "Smith")
        .endObject();
    System.out.println("--------------------------------jsonBuilder");
    System.out.println(builder.string());

    IndexResponse response = transportClient.prepareIndex("es-customer", "customer")
        .setSource(jsonBuilder()
            .startObject()
            .field("firstName", "Alice")
            .field("latName", "Smith")
            .endObject()
        )
        .execute()
        .actionGet();

    System.out.println("--------------------------------response");
    System.out.println(response.toString());

    // on shutdown
//    node.close();
//    nodeClient.close();
    transportClient.close();

  }

总结

4、spring-data-elasticsearch对es有很好的支持,但很多高版本在spring-boot中不是很友好。所以,除了spring-boot自动配置的方法,最好掌握代码动态配置方法。

5、为了操作的便利性,我们往往需要动态索引,因为同一个索引(固定)是无法满足集群中多业务的。所以后续封装一个EsUtil类作为基本操作公交类

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