SpringData集成Elasticsearch

2023-02-16 16:34:08 浏览数 (1)

Spring Data 是一个用于简化数据库、非关系型数据库、索引库访问,并支持云服务的 开源框架。其主要目标是使得对数据的访问变得方便快捷,并支持 map-reduce 框架和云计 算数据服务。 Spring Data 可以极大的简化 JPA(Elasticsearch„)的写法,可以在几乎不用 写实现的情况下,实现对数据的访问和操作。除了 CRUD 外,还包括如分页、排序等一些 常用的功能。

Spring Data官网

Spring Data Elasticsearch 介绍

Spring Data Elasticsearch 基于 spring data API 简化 Elasticsearch 操作,将原始操作 Elasticsearch 的客户端 API 进行封装 。Spring Data 为 Elasticsearch 项目提供集成搜索引擎。

Spring Data Elasticsearch POJO 的关键功能区域为中心的模型与 Elastichsearch 交互文档和轻松地编写一个存储索引库数据访问层。

Spring Data Elasticsearch

Spring Data Elasticsearch 版本对比

SpringData Release Train

SpringData ES

ES

SpringBoot

Neumann

4.0.x

7.6.2

2.3.x

Moore

3.2.x

6.8.6

2.2.x

Lovelace

3.1.x

6.2.2

2.1.x

Kay

3.0.x

5.5.0

2.0.x

Ingalls

2.1.x

2.4.0

1.5.x

Spring boot2.3.x 一般可以兼容 Elasticsearch7.x

  1. 创建Maven工程

pom

代码语言:javascript复制
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>2.3.6.RELEASE</version>
        <relativePath/>
    </parent>

    <groupId>com.atguigu.es</groupId>
    <artifactId>es-data</artifactId>
    <version>1.0-SNAPSHOT</version>
    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
    </properties>

    <dependencies>
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-data-elasticsearch</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-devtools</artifactId>
            <scope>runtime</scope>
            <optional>true</optional>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-test</artifactId>
            <scope>test</scope>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-test</artifactId>
        </dependency>
        <dependency>
            <groupId>junit</groupId>
            <artifactId>junit</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework</groupId>
            <artifactId>spring-test</artifactId>
        </dependency>
    </dependencies>
</project>
  1. 配置文件
代码语言:javascript复制
# es 服务地址
elasticsearch.host=127.0.0.1
# es 服务端口
elasticsearch.port=9200
# 配置日志级别,开启 debug 日志
logging.level.com.atguigu.es=debug
  1. 主程序
代码语言:javascript复制
@SpringBootApplication
public class EsApplication {
    public static void main(String[] args) {
        SpringApplication.run(EsApplication.class, args);
    }
}
  1. 实体类
代码语言:javascript复制
package com.atguigu.entity;

import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.ToString;
import org.springframework.data.annotation.Id;
import org.springframework.data.elasticsearch.annotations.Document;
import org.springframework.data.elasticsearch.annotations.Field;
import org.springframework.data.elasticsearch.annotations.FieldType;

/**
 * <br>
 * created date 2022/3/20 17:10
 *
 * @author yh
 */
@Data
@NoArgsConstructor
@AllArgsConstructor
@ToString
@Document(indexName = "shopping", shards = 3, replicas = 1)
public class Product {
    //必须有 id,这里的 id 是全局唯一的标识,等同于 es 中的"_id"
    @Id
    private Long id;//商品唯一标识

    /**
     * type : 字段数据类型
     * analyzer : 分词器类型
     * index : 是否索引(默认:true)
     * Keyword : 短语,不进行分词
     */
    @Field(type = FieldType.Text, analyzer = "ik_max_word")
    private String title;//商品名称

    @Field(type = FieldType.Keyword)
    private String category;//分类名称

    @Field(type = FieldType.Double)
    private Double price;//商品价格

    @Field(type = FieldType.Keyword, index = false)
    private String images;//图片地址
}
  1. 配置类
  • ElasticsearchRestTemplate是spring-data-elasticsearch项目中的一个类,和其他spring项目中的 template类似。
  • 在新版的spring-data-elasticsearch 中,ElasticsearchRestTemplate 代替了原来的ElasticsearchTemplate。
  • 原因是ElasticsearchTemplate基于TransportClient,TransportClient即将在8.x 以后的版本中移除。所以,我们推荐使用ElasticsearchRestTemplate。
  • ElasticsearchRestTemplate基于RestHighLevelClient客户端的。需要自定义配置类,继承AbstractElasticsearchConfiguration,并实现elasticsearchClient()抽象方法,创建RestHighLevelClient对象。

自定义配置类,继承AbstractElasticsearchConfiguration,并实现elasticsearchClient()抽象方法,创建RestHighLevelClient对象

代码语言:javascript复制
@ConfigurationProperties(prefix = "elasticsearch")
@Configuration
@Data
public class ElasticsearchConfig extends AbstractElasticsearchConfiguration {
    private String host;
    private Integer port;

    //重写父类方法
    @Override
    public RestHighLevelClient elasticsearchClient() {
        RestClientBuilder builder = RestClient.builder(new HttpHost(host, port));
        RestHighLevelClient restHighLevelClient = new
                RestHighLevelClient(builder);
        return restHighLevelClient;
    }
}
  1. DAO 数据访问对象
代码语言:javascript复制
import com.atguigu.entity.Product;
import org.springframework.data.elasticsearch.repository.ElasticsearchRepository;
import org.springframework.stereotype.Repository;

/**
 * <br>
 * created date 2022/3/20 17:13
 *
 * @author yh
 */
@Repository
public interface ProductDao extends ElasticsearchRepository<Product, Long> {

}
  1. 框架集成-SpringData-集成测试-索引操作
代码语言:javascript复制
import com.atguigu.entity.Product;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.data.elasticsearch.core.ElasticsearchRestTemplate;
import org.springframework.test.context.junit4.SpringRunner;

/**
 * <br>
 * created date 2022/3/20 17:13
 *
 * @author yh
 */
@RunWith(SpringRunner.class)
@SpringBootTest
public class SpringDataEsTest {
    //注入 ElasticsearchRestTemplate
    @Autowired
    private ElasticsearchRestTemplate elasticsearchRestTemplate;
    //创建索引并增加映射配置
    @Test
    public void createIndex(){
        //创建索引,系统初始化会自动创建索引
        System.out.println("创建索引");
    }

    @Test
    public void deleteIndex(){
        //创建索引,系统初始化会自动创建索引
        boolean flg = elasticsearchRestTemplate.deleteIndex(Product.class);
        System.out.println("删除索引 = "   flg);
    }
}

postman测试结果 GET http://localhost:9200/_cat/indices?v

8.文档操作

代码语言:javascript复制
import com.atguigu.es.dao.ProductDao;
import com.atguigu.es.model.Product;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.PageRequest;
import org.springframework.data.domain.Sort;
import org.springframework.test.context.junit4.SpringRunner;

import java.util.ArrayList;
import java.util.List;

@RunWith(SpringRunner.class)
@SpringBootTest
public class SpringDataESProductDaoTest {

    @Autowired
    private ProductDao productDao;
    /**
     * 新增
     */
    @Test
    public void save(){
        Product product = new Product();
        product.setId(2L);
        product.setTitle("华为手机");
        product.setCategory("手机");
        product.setPrice(2999.0);
        product.setImages("http://www.atguigu/hw.jpg");
        productDao.save(product);
    }
    //POSTMAN, GET http://localhost:9200/product/_doc/2

    //修改
    @Test
    public void update(){
        Product product = new Product();
        product.setId(2L);
        product.setTitle("小米 2 手机");
        product.setCategory("手机");
        product.setPrice(9999.0);
        product.setImages("http://www.atguigu/xm.jpg");
        productDao.save(product);
    }
    //POSTMAN, GET http://localhost:9200/product/_doc/2


    //根据 id 查询
    @Test
    public void findById(){
        Product product = productDao.findById(2L).get();
        System.out.println(product);
    }

    @Test
    public void findAll(){
        Iterable<Product> products = productDao.findAll();
        for (Product product : products) {
            System.out.println(product);
        }
    }

    //删除
    @Test
    public void delete(){
        Product product = new Product();
        product.setId(2L);
        productDao.delete(product);
    }
    //POSTMAN, GET http://localhost:9200/product/_doc/2

    //批量新增
    @Test
    public void saveAll(){
        List<Product> productList = new ArrayList<>();
        for (int i = 0; i < 10; i  ) {
            Product product = new Product();
            product.setId(Long.valueOf(i));
            product.setTitle("[" i "]小米手机");
            product.setCategory("手机");
            product.setPrice(1999.0   i);
            product.setImages("http://www.atguigu/xm.jpg");
            productList.add(product);
        }
        productDao.saveAll(productList);
    }

    //分页查询
    @Test
    public void findByPageable(){
        //设置排序(排序方式,正序还是倒序,排序的 id)
        Sort sort = Sort.by(Sort.Direction.DESC,"id");
        int currentPage=0;//当前页,第一页从 0 开始, 1 表示第二页
        int pageSize = 5;//每页显示多少条
        //设置查询分页
        PageRequest pageRequest = PageRequest.of(currentPage, pageSize,sort);
        //分页查询
        Page<Product> productPage = productDao.findAll(pageRequest);
        for (Product Product : productPage.getContent()) {
            System.out.println(Product);
        }
    }
}
  1. 文档搜索
代码语言:javascript复制
import com.atguigu.es.dao.ProductDao;
import com.atguigu.es.model.Product;
import org.elasticsearch.index.query.QueryBuilders;
import org.elasticsearch.index.query.TermQueryBuilder;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.data.domain.PageRequest;
import org.springframework.test.context.junit4.SpringRunner;

@RunWith(SpringRunner.class)
@SpringBootTest
public class SpringDataESSearchTest {

    @Autowired
    private ProductDao productDao;
    /**
     * term 查询
     * search(termQueryBuilder) 调用搜索方法,参数查询构建器对象
     */
    @Test
    public void termQuery(){
        TermQueryBuilder termQueryBuilder = QueryBuilders.termQuery("title", "小米");
                Iterable<Product> products = productDao.search(termQueryBuilder);
        for (Product product : products) {
            System.out.println(product);
        }
    }
    /**
     * term 查询加分页
     */
    @Test
    public void termQueryByPage(){
        int currentPage= 0 ;
        int pageSize = 5;
        //设置查询分页
        PageRequest pageRequest = PageRequest.of(currentPage, pageSize);
        TermQueryBuilder termQueryBuilder = QueryBuilders.termQuery("title", "小米");
                Iterable<Product> products =
                        productDao.search(termQueryBuilder,pageRequest);
        for (Product product : products) {
            System.out.println(product);
        }
    }
}

笔记整理自: https://www.bilibili.com/video/BV1hh411D7sb https://blog.csdn.net/u011863024/article/details/115721328

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