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詳解spring-boot集成elasticsearch及其簡單應用

發布時間:2020-10-25 01:18:07 來源:腳本之家 閱讀:392 作者:syncwt 欄目:編程語言

介紹

記錄將elasticsearch集成到spring boot的過程,以及一些簡單的應用和helper類使用。

接入方式

使用spring-boot中的spring-data-elasticsearch,可以使用兩種內置客戶端接入

1、節點客戶端(node client):

配置文件中設置為local:false,節點客戶端以無數據節點(node-master或node-client)身份加入集群,換言之,它自己不存儲任何數據,但是它知道數據在集群中的具體位置,并且能夠直接轉發請求到對應的節點上。

2、傳輸客戶端(Transport client):

配置文件中設置為local:true,這個更輕量的傳輸客戶端能夠發送請求到遠程集群。它自己不加入集群,只是簡單轉發請求給集群中的節點。

兩個Java客戶端都通過9300端口與集群交互,使用Elasticsearch傳輸協議(Elasticsearch Transport Protocol)。集群中的節點之間也通過9300端口進行通信。如果此端口未開放,你的節點將不能組成集群。

環境

版本兼容

請一定注意版本兼容問題。這關系到很多maven依賴。Spring Data Elasticsearch Spring Boot version matrix

詳解spring-boot集成elasticsearch及其簡單應用

搭建環境

Spring boot: 1.4.1.RELEASE

spring-data-elasticsearch: 用了最基礎的spring-boot-starter-data-elasticsearch,選擇高版本時需要對于提高es服務版本
elasticsearch: 2.3.0

Maven依賴

<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
   # 連接節點,注意在集群中通信都是9300端口,否則會報錯無法連接上!
   cluster-nodes: localhost:9300,119.29.38.169:9300
   # 是否本地連接
   local: false
   repositories:
    # 倉庫中數據存儲
    enabled: true

調試

啟動

啟動項目,日志出現以下說明代表成功。并且沒有報錯。

復制代碼 代碼如下:

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

知識點

在Elasticsearch中,文檔歸屬于一種類型(type),而這些類型存在于索引(index)中,我們可以畫一些簡單的對比圖來類比傳統關系型數據庫

Elasticsearch集群可以包含多個索引(indices)(數據庫),每一個索引可以包含多個類型(types)(表),每一個類型包含多個文檔(documents)(行),然后每個文檔包含多個字段(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 業務層
 * @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對es的操作方法

spring-data-elasticsearch查詢方法的封裝

1、封裝數據庫基本CRUD(創建(Create)、更新(Update)、讀取(Retrieve)和刪除(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、分頁排序查詢

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、計數

public interface UserRepository extends CrudRepository<User, Long> {

 Long countByLastname(String lastname);
}

4、刪除

public interface UserRepository extends CrudRepository<User, Long> {

 Long deleteByLastname(String lastname);

 List<User> removeByLastname(String lastname);

}

5、自定義查詢方法自動注入

聲明一個接口繼承Repository<T, ID>

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

接口中自定義方法,在方法名中包含T中字段名

查詢關鍵字包括find…By, read…By, query…By, count…By, and get…By,熟悉直接可以用And and Or連接

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

保證注入了elasticsearch配置

在bootstrap.yml中寫入了spring-data-elasticsearch的配置文件將自動注入

注入調用

public class SomeClient {

 @Autowired
 private PersonRepository repository;

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

6、支持Java8 Stream查詢和sql語句查詢

@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、支持異步查詢

@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構建查詢

@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進行大結果集查詢

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、獲取client實例進行節點操作,可以自行封裝Util方法

@Autowired
private ElasticsearchTemplate elasticsearchTemplate;

public void searchHelper() throws IOException {

    //節點客戶端
    // on startup
//    Node node = nodeBuilder().clusterName("syncwt-es").client(true).node();
//    Client nodeClient = node.client();

    //傳輸客戶端
//    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();

  }

總結

4、spring-data-elasticsearch對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自動配置的方法,最好掌握代碼動態配置方法。

5、為了操作的便利性,我們往往需要動態索引,因為同一個索引(固定)是無法滿足集群中多業務的。所以后續封裝一個EsUtil類作為基本操作公交類

以上就是本文的全部內容,希望對大家的學習有所幫助,也希望大家多多支持億速云。

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