原文地址:www.macrozheng.com/mall/archit… 本文主要讲解 mall 整合 Elasticsearch 的过程,以实现商品信息在 Elasticsearch 中的导入、查询、修改、删除为例。
# 项目使用框架介绍
# Elasticsearch
Elasticsearch 是一个分布式、可扩展、实时的搜索与数据分析引擎。 它能从项目一开始就赋予你的数据以搜索、分析和探索的能力,可用于实现全文搜索和实时数据统计。
# Elasticsearch 的安装和使用
- 下载 Elasticsearch6.2.2 的 zip 包,并解压到指定目录,下载地址:www.elastic.co/cn/download…
- 安装中文分词插件,在 elasticsearch-6.2.2\bin 目录下执行以下命令:elasticsearch-plugin install github.com/medcl/elast…
- 运行 bin 目录下的 elasticsearch.bat 启动 Elasticsearch
centos安装Kibana推荐查看文章:juejin.cn/post/715255…
- 下载 Kibana, 作为访问 Elasticsearch 的客户端,请下载 6.2.2 版本的 zip 包,并解压到指定目录,下载地址:artifacts.elastic.co/downloads/k…
- 运行 bin 目录下的 kibana.bat,启动 Kibana 的用户界面
- 访问 http://localhost:5601open in new window 即可打开 Kibana 的用户界面
# Spring Data Elasticsearch
Spring Data Elasticsearch 是 Spring 提供的一种以 Spring Data 风格来操作数据存储的方式,它可以避免编写大量的样板代码。
# 常用注解
# @Document
public @interface Document {
String indexName();
String type() default "";
short shards() default 5;
short replicas() default 1;
}
# @Id
public @interface Id {
}
# @Field
public @interface Field {
FieldType type() default FieldType.Auto;
boolean index() default true;
boolean store() default false;
String analyzer() default "";
}
public enum FieldType {
Text,
Integer,
Long,
Date,
Float,
Double,
Boolean,
Object,
Auto,
Nested,
Ip,
Attachment,
Keyword
}
# Sping Data 方式的数据操作
# 继承 ElasticsearchRepository 接口可以获得常用的数据操作方法
# 可以使用衍生查询
在接口中直接指定查询方法名称便可查询,无需进行实现,如商品表中有商品名称、标题和关键字,直接定义以下查询,就可以对这三个字段进行全文搜索。
Page<EsProduct> findByNameOrSubTitleOrKeywords(String name, String subTitle, String keywords, Pageable page);
在 idea 中直接会提示对应字段
# 使用 @Query 注解可以用 Elasticsearch 的 DSL 语句进行查询
@Query("{"bool" : {"must" : {"field" : {"name" : "?0"}}}}")
Page<EsProduct> findByName(String name,Pageable pageable);
# 项目使用表说明
pms_product:商品信息表pms_product_attribute:商品属性参数表pms_product_attribute_value:存储产品参数值的表
# 整合 Elasticsearch 实现商品搜索
# 在 pom.xml 中添加相关依赖
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-elasticsearch<artifactId>
</dependency>
# 修改 SpringBoot 配置文件
修改 application.yml 文件,在 spring 节点下添加 Elasticsearch 相关配置。
data:
elasticsearch:
repositories:
enabled: true
cluster-nodes: 127.0.0.1:9300
cluster-name: elasticsearch
# 添加商品文档对象 EsProduct
不需要中文分词的字段设置成 @Field(type = FieldType.Keyword) 类型,需要中文分词的设置成 @Field(analyzer = "ik_max_word",type = FieldType.Text) 类型。
package com.macro.mall.tiny.nosql.elasticsearch.document;
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;
import java.io.Serializable;
import java.math.BigDecimal;
import java.util.List;
@Document(indexName = "pms", type = "product",shards = 1,replicas = 0)
public class EsProduct implements Serializable {
private static final long serialVersionUID = -1L;
@Id
private Long id;
@Field(type = FieldType.Keyword)
private String productSn;
private Long brandId;
@Field(type = FieldType.Keyword)
private String brandName;
private Long productCategoryId;
@Field(type = FieldType.Keyword)
private String productCategoryName;
private String pic;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String name;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String subTitle;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String keywords;
private BigDecimal price;
private Integer sale;
private Integer newStatus;
private Integer recommandStatus;
private Integer stock;
private Integer promotionType;
private Integer sort;
@Field(type =FieldType.Nested)
private List<EsProductAttributeValue> attrValueList;
}
# 添加 EsProductRepository 接口用于操作 Elasticsearch
继承 ElasticsearchRepository 接口,这样就拥有了一些基本的 Elasticsearch 数据操作方法,同时定义了一个衍生查询方法。
package com.macro.mall.tiny.nosql.elasticsearch.repository;
import com.macro.mall.tiny.nosql.elasticsearch.document.EsProduct;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.Pageable;
import org.springframework.data.elasticsearch.repository.ElasticsearchRepository;
public interface EsProductRepository extends ElasticsearchRepository<EsProduct, Long> {
Page<EsProduct> findByNameOrSubTitleOrKeywords(String name, String subTitle, String keywords, Pageable page);
}
# 添加 EsProductService 接口
package com.macro.mall.tiny.service;
import com.macro.mall.tiny.nosql.elasticsearch.document.EsProduct;
import org.springframework.data.domain.Page;
import java.util.List;
public interface EsProductService {
int importAll();
void delete(Long id);
EsProduct create(Long id);
void delete(List<Long> ids);
Page<EsProduct> search(String keyword, Integer pageNum, Integer pageSize);
}
# 添加 EsProductService 接口的实现类 EsProductServiceImpl
package com.macro.mall.tiny.service.impl;
import com.macro.mall.tiny.dao.EsProductDao;
import com.macro.mall.tiny.nosql.elasticsearch.document.EsProduct;
import com.macro.mall.tiny.nosql.elasticsearch.repository.EsProductRepository;
import com.macro.mall.tiny.service.EsProductService;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.PageRequest;
import org.springframework.data.domain.Pageable;
import org.springframework.stereotype.Service;
import org.springframework.util.CollectionUtils;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.List;
@Service
public class EsProductServiceImpl implements EsProductService {
private static final Logger LOGGER = LoggerFactory.getLogger(EsProductServiceImpl.class);
@Autowired
private EsProductDao productDao;
@Autowired
private EsProductRepository productRepository;
@Override
public int importAll() {
List<EsProduct> esProductList = productDao.getAllEsProductList(null);
Iterable<EsProduct> esProductIterable = productRepository.saveAll(esProductList);
Iterator<EsProduct> iterator = esProductIterable.iterator();
int result = 0;
while (iterator.hasNext()) {
result++;
iterator.next();
}
return result;
}
@Override
public void delete(Long id) {
productRepository.deleteById(id);
}
@Override
public EsProduct create(Long id) {
EsProduct result = null;
List<EsProduct> esProductList = productDao.getAllEsProductList(id);
if (esProductList.size() > 0) {
EsProduct esProduct = esProductList.get(0);
result = productRepository.save(esProduct);
}
return result;
}
@Override
public void delete(List<Long> ids) {
if (!CollectionUtils.isEmpty(ids)) {
List<EsProduct> esProductList = new ArrayList<>();
for (Long id : ids) {
EsProduct esProduct = new EsProduct();
esProduct.setId(id);
esProductList.add(esProduct);
}
productRepository.deleteAll(esProductList);
}
}
@Override
public Page<EsProduct> search(String keyword, Integer pageNum, Integer pageSize) {
Pageable pageable = PageRequest.of(pageNum, pageSize);
return productRepository.findByNameOrSubTitleOrKeywords(keyword, keyword, keyword, pageable);
}
}
# 添加 EsProductController 定义接口
package com.macro.mall.tiny.controller;
import com.macro.mall.tiny.common.api.CommonPage;
import com.macro.mall.tiny.common.api.CommonResult;
import com.macro.mall.tiny.nosql.elasticsearch.document.EsProduct;
import com.macro.mall.tiny.service.EsProductService;
import io.swagger.annotations.Api;
import io.swagger.annotations.ApiOperation;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.domain.Page;
import org.springframework.stereotype.Controller;
import org.springframework.web.bind.annotation.*;
import java.util.List;
@Controller
@Api(tags = "EsProductController", description = "搜索商品管理")
@RequestMapping("/esProduct")
public class EsProductController {
@Autowired
private EsProductService esProductService;
@ApiOperation(value = "导入所有数据库中商品到ES")
@RequestMapping(value = "/importAll", method = RequestMethod.POST)
@ResponseBody
public CommonResult<Integer> importAllList() {
int count = esProductService.importAll();
return CommonResult.success(count);
}
@ApiOperation(value = "根据id删除商品")
@RequestMapping(value = "/delete/{id}", method = RequestMethod.GET)
@ResponseBody
public CommonResult<Object> delete(@PathVariable Long id) {
esProductService.delete(id);
return CommonResult.success(null);
}
@ApiOperation(value = "根据id批量删除商品")
@RequestMapping(value = "/delete/batch", method = RequestMethod.POST)
@ResponseBody
public CommonResult<Object> delete(@RequestParam("ids") List<Long> ids) {
esProductService.delete(ids);
return CommonResult.success(null);
}
@ApiOperation(value = "根据id创建商品")
@RequestMapping(value = "/create/{id}", method = RequestMethod.POST)
@ResponseBody
public CommonResult<EsProduct> create(@PathVariable Long id) {
EsProduct esProduct = esProductService.create(id);
if (esProduct != null) {
return CommonResult.success(esProduct);
} else {
return CommonResult.failed();
}
}
@ApiOperation(value = "简单搜索")
@RequestMapping(value = "/search/simple", method = RequestMethod.GET)
@ResponseBody
public CommonResult<CommonPage<EsProduct>> search(@RequestParam(required = false) String keyword,
@RequestParam(required = false, defaultValue = "0") Integer pageNum,
@RequestParam(required = false, defaultValue = "5") Integer pageSize) {
Page<EsProduct> esProductPage = esProductService.search(keyword, pageNum, pageSize);
return CommonResult.success(CommonPage.restPage(esProductPage));
}
}