ElasticSearch 实现分词全文检索 - SpringBoot 完整实现 Demo 附源码【完结篇】

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ElasticSearch 实现分词全文检索 - SpringBoot 完整实现 Demo 附源码【完结篇】

阅读原文时间：2023年07月08日阅读：4

可以先看下列文章

需求

做一个类似百度的全文搜索功能

搜素关键字自动补全(suggest)
分词全文搜索

所用的技术如下：

ElasticSearch
Kibana 管理界面
IK Analysis 分词器
SpringBoot

实现流程

可以通过 Canal 对 MySQL binlog 进行数据同步，或者 flink 或者 SpringBoot 直接往ES里添加数据

当前以 SpringBoot 直接代码同步为例（小项目此方法简单）

全文步骤

启动项目时，通过 Bean ，对 ES Client 对象实例化（ElasticSearchConfig.java) 点击查看：Java Bean 注册对象
第一步：系统初始化，创建索引（EsIndexTest.createIndexTest）
第二步：模拟后台管理员，在添加文章时，将要检查的字段内容，同步到ES中（EsIndexTest.addArticleTest）
第三步：模拟用户搜索，在搜索框中查关键词“人工”（EsIndexTest.suggestTest） 点击查看：搜素关键字自动补全(suggest)
第四步：返回自动补全关键词，选择“人工智能技术”进行查询（EsIndexTest.earchTest）

ES 搜索方法

term：完全匹配，搜索之前不会对搜索的关键字进行分词，直接拿关键字去文档分词库中的去匹配内容
terms：和term的查询机制是一样，区别是可以去多个Field字段中匹配
match：实际底层就是多个term查询，将多个term查询的结果给你封装到了一起
match_all：查出全部内容，不指定任何查询条件。
boolean match：基于一个Field匹配的内容，采用 and或 or 的方式连接
multi_match：match 针对一个field做检索，multi_match 针对多个 field 进行检索。多个 field 对应一个text
id: 直接根据ID获取
ids: 根据多个ID查询，类似MySQL中的 where id in (1,2,3)
prefix：前缀查询，可以通过一个关键字去指定一个Field的前缀，从而查询到指定的文档
fuzzy：模糊查询，我们输入字符的大概，ES就可以（天天凯心）可以有错别字
wildcard：通配查询，和MySQL中的 like 差不多，可以在查询时，在字符串中指定通配符 * 和占位符？
range：范围查询，只针对数值类型，对某一个Field进行大于或小于的范围指定查询
regexp: 正则查询，通过你编写的正则表达式去匹配内容

PS：prefix,fuzzy,wildcard 和 regexp 查询效率相对比较低。要求效率比较高时，避免去使用]

分词器 analyzer 的作用有二：

一是插入文档时，将 text 类型字段做分词，然后插入倒排索引。

二是在查询时，先对 text 类型输入做分词，再去倒排索引搜索。
如果想要“索引”和“查询”，使用不同的分词器，那么只需要在字段上使用 search_analyzer。这样，索引只看 analyzer，查询就看 search_analyzer。

如果没有定义，就看有没有 analyzer，再没有就去使用 ES 预设。
ik_max_word：会对文本做最细力度的拆分
ik_smart：会对文本做最粗粒度的拆分

两种分词器的最佳实践：索引时用 ik_max_word（面面俱到），搜索时用 ik_smart（精准匹配）。

"title":{
"type":"text",
"analyzer":"ik_max_word",
"search_analyzer":"ik_smart"
}

String:
text: 一般用于全文检索。将当前的Field进行分词
keyword: 当前 Field 不会被分词
数值类型：
long、 integer、 short、 byte、 double、 float、
half_float：精度比float小一半
scaled_float:根据一个long和scaled来表达一个浮点型, long=345,scaled=100 => 3.45
时间类型：
date：针对时间类型指定具体格式,ES 可以对日期格式，化为字符串存储，但是我们建议存储为毫秒值 long，节省空间
布尔类型：
boolean：表达true和false
二进制类型：
binary：暂时支持Base64 encode string
范围类型（Range datatypes）：
long_range: 赋值时，无序指定具体的内容，只需要存储一个范围即可，指定gt，此，gte，lte
integer_range:同上
double_range:同上
float_range: 同上
date_range:同上
ip_range: 同上。
经纬度类型：
geo_point: 用来存储经纬度，结合定位的经纬度，来计算出距离
IP类型
ip：可以存付IPV4、IPV6
Completion 类型（Completion datatype）：
completion 提供自动补全建议

详细代码如下：

POM.XML

elasticsearch-rest-client 一定要引用，否则报错

[2023-03-10 10:57:41.793] [main] [WARN ] o.s.b.w.s.c.AnnotationConfigServletWebServerApplicationContext - Exception encountered during context initialization - cancelling refresh attempt: org.springframework.beans.factory.BeanCreationException: Error creating bean with name 'initEsClient' defined in class path resource [com/vipsoft/web/config/ElasticSearchConfig.class]: Post-processing of merged bean definition failed; nested exception is java.lang.IllegalStateException: Failed to introspect Class [org.elasticsearch.client.RestHighLevelClient] from ClassLoader [sun.misc.Launcher$AppClassLoader@18b4aac2]
10:57:41,793 |-INFO in c.q.l.core.rolling.DefaultTimeBasedFileNamingAndTriggeringPolicy - Elapsed period: Tue Mar 07 14:07:19 CST 2023
10:57:41,793 |-INFO in c.q.l.co.rolling.helper.RenameUtil - Renaming file [.\logs\warn.log] to [.\logs\warn.log.2023-03-07]
[2023-03-10 10:57:41.797] [main] [INFO ] org.apache.catalina.core.StandardService - Stopping service [Tomcat]
[2023-03-10 10:57:41.812] [main] [INFO ] o.s.b.a.l.ConditionEvaluationReportLoggingListener - 

Error starting ApplicationContext. To display the conditions report re-run your application with 'debug' enabled.
[2023-03-10 10:57:41.824] [main] [ERROR] org.springframework.boot.SpringApplication - Application run failed
org.springframework.beans.factory.BeanCreationException: Error creating bean with name 'initEsClient' defined in class path resource [com/vipsoft/web/config/ElasticSearchConfig.class]: Post-processing of merged bean definition failed; nested exception is java.lang.IllegalStateException: Failed to introspect Class [org.elasticsearch.client.RestHighLevelClient] from ClassLoader [sun.misc.Launcher$AppClassLoader@18b4aac2]
    at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:572)
    at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFactory.java:517)
    at org.springframework.beans.factory.support.AbstractBeanFactory.lambda$doGetBean$0(AbstractBeanFactory.java:323)
    at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.java:226)
    at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:321)
    at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:202)
    at org.springframework.beans.factory.support.DefaultListableBeanFactory.preInstantiateSingletons(DefaultListableBeanFactory.java:893)
    at org.springframework.context.support.AbstractApplicationContext.finishBeanFactoryInitialization(AbstractApplicationContext.java:879)
    at org.springframework.context.support.AbstractApplicationContext.refresh(AbstractApplicationContext.java:551)
    at org.springframework.boot.web.servlet.context.ServletWebServerApplicationContext.refresh(ServletWebServerApplicationContext.java:141)
    at org.springframework.boot.SpringApplication.refresh(SpringApplication.java:747)
    at org.springframework.boot.SpringApplication.refreshContext(SpringApplication.java:397)
    at org.springframework.boot.SpringApplication.run(SpringApplication.java:315)
    at org.springframework.boot.SpringApplication.run(SpringApplication.java:1226)
    at org.springframework.boot.SpringApplication.run(SpringApplication.java:1215)
    at com.vipsoft.web.ESApplication.main(ESApplication.java:10)
Caused by: java.lang.IllegalStateException: Failed to introspect Class [org.elasticsearch.client.RestHighLevelClient] from ClassLoader [sun.misc.Launcher$AppClassLoader@18b4aac2]
    at org.springframework.util.ReflectionUtils.getDeclaredMethods(ReflectionUtils.java:481)
    at org.springframework.util.ReflectionUtils.doWithLocalMethods(ReflectionUtils.java:321)
    at org.springframework.beans.factory.annotation.InitDestroyAnnotationBeanPostProcessor.buildLifecycleMetadata(InitDestroyAnnotationBeanPostProcessor.java:232)
    at org.springframework.beans.factory.annotation.InitDestroyAnnotationBeanPostProcessor.findLifecycleMetadata(InitDestroyAnnotationBeanPostProcessor.java:210)
    at org.springframework.beans.factory.annotation.InitDestroyAnnotationBeanPostProcessor.postProcessMergedBeanDefinition(InitDestroyAnnotationBeanPostProcessor.java:149)
    at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.postProcessMergedBeanDefinition(CommonAnnotationBeanPostProcessor.java:294)
    at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.applyMergedBeanDefinitionPostProcessors(AbstractAutowireCapableBeanFactory.java:1094)
    at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:569)
    ... 15 common frames omitted
Caused by: java.lang.NoClassDefFoundError: org/elasticsearch/client/Cancellable
    at java.lang.Class.getDeclaredMethods0(Native Method)
    at java.lang.Class.privateGetDeclaredMethods(Class.java:2701)
    at java.lang.Class.getDeclaredMethods(Class.java:1975)
    at org.springframework.util.ReflectionUtils.getDeclaredMethods(ReflectionUtils.java:463)
    ... 22 common frames omitted
Caused by: java.lang.ClassNotFoundException: org.elasticsearch.client.Cancellable
    at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
    at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
    at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:355)
    at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
    ... 26 common frames omitted
10:57:41,825 |-INFO in c.q.l.core.rolling.DefaultTimeBasedFileNamingAndTriggeringPolicy - Elapsed period: Tue Mar 07 14:07:19 CST 2023
10:57:41,825 |-INFO in c.q.l.co.rolling.helper.RenameUtil - Renaming file [.\logs\error.log] to [.\logs\error.log.2023-03-07]
Disconnected from the target VM, address: '127.0.0.1:1810', transport: 'socket'


<dependency>
    <groupId>org.elasticsearch</groupId>
    <artifactId>elasticsearch</artifactId>
    <version>7.10.1</version>
</dependency>
<!--如果不引用，会报错-->
<dependency>
    <groupId>org.elasticsearch.client</groupId>
    <artifactId>elasticsearch-rest-client</artifactId>
    <version>7.10.1</version>
</dependency>
<dependency>
    <groupId>org.elasticsearch.client</groupId>
    <artifactId>elasticsearch-rest-high-level-client</artifactId>
    <version>7.10.1</version>
</dependency>

点击查看全部POM代码

<dependencies>

    <dependency>
        <groupId>org.elasticsearch</groupId>
        <artifactId>elasticsearch</artifactId>
        <version>7.10.1</version>
    </dependency>
    <!--如果不引用，会报错-->
    <dependency>
        <groupId>org.elasticsearch.client</groupId>
        <artifactId>elasticsearch-rest-client</artifactId>
        <version>7.10.1</version>
    </dependency>
    <dependency>
        <groupId>org.elasticsearch.client</groupId>
        <artifactId>elasticsearch-rest-high-level-client</artifactId>
        <version>7.10.1</version>
    </dependency>

    <dependency>
        <groupId>cn.hutool</groupId>
        <artifactId>hutool-all</artifactId>
        <version>5.3.6</version>
    </dependency>

    <dependency>
        <groupId>com.alibaba</groupId>
        <artifactId>fastjson</artifactId>
        <version>1.2.73</version>
    </dependency>

    <dependency>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-web</artifactId>
    </dependency>
    <dependency>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-actuator</artifactId>
    </dependency>
    <dependency>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-test</artifactId>
        <scope>test</scope>
        <exclusions>
            <exclusion>
                <groupId>org.junit.vintage</groupId>
                <artifactId>junit-vintage-engine</artifactId>
            </exclusion>
        </exclusions>
    </dependency>

</dependencies>

<build>
    <plugins>
        <plugin>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-maven-plugin</artifactId>
        </plugin>
    </plugins>
</build>

详细程序

application.yml

server:
  port: 8088
  application:
    name: ElasticSearch Demo
Spring:
  es:
    cluster-name: VipSoft
    replicas-num: 1
    nodes: 172.16.3.88:9200
    keep-alive: 300 # 保持client 每 300秒 = 5分钟 发送数据保持http存活

ElasticSearchConfig.java

package com.vipsoft.web.config;

import org.apache.http.HttpHost;
import org.elasticsearch.client.RestClient;
import org.elasticsearch.client.RestHighLevelClient;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.boot.context.properties.ConfigurationProperties;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;

import java.time.Duration;
import java.util.Arrays;

@Configuration
public class ElasticSearchConfig {

    Logger logger = LoggerFactory.getLogger(this.getClass());

    /**
     * 将 application.yml 中的配置，映射到 EsProperties 中，
     * 并 执行 EsProperties.init() 方法
     * @return
     */
    @Bean(initMethod = "init")
    @ConfigurationProperties(prefix = "spring.es")
    public EsProperties esProperties() {
        return new EsProperties();
    }

    @Bean
    public RestHighLevelClient initEsClient(EsProperties esProperties) {
        String[] nodes = esProperties.getNodes().split(EsProperties.SPLIT_NODES);
        HttpHost[] httpHosts = Arrays.stream(nodes).map(HttpHost::create).toArray(HttpHost[]::new);
        RestHighLevelClient client = new RestHighLevelClient(RestClient.builder(httpHosts).setHttpClientConfigCallback(
                requestConfig -> requestConfig.setKeepAliveStrategy((response, context) -> Duration.ofSeconds(esProperties.getKeepAlive()).toMillis())));
        logger.info("初始化 es client nodes: {}", Arrays.toString(httpHosts));
        return client;
    }
}

EsProperties.java

package com.vipsoft.web.config;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

public class EsProperties {

    Logger logger = LoggerFactory.getLogger(this.getClass());

    public static final String SPLIT_NODES = ";";

    /**
     * 集群名称
     */
    private String clusterName;

    /**
     * 集群副本数
     */
    private Integer replicasNum;

    /**
     * 链接时长
     */
    private Integer keepAlive;

    /**
     * 节点列表
     */
    private String nodes;

    public void init() {
        String[] nodes = this.getNodes().split(EsProperties.SPLIT_NODES);
        if (this.getReplicasNum() == null) {
            int replicasNum = nodes.length - 1;
            this.setReplicasNum(replicasNum);
            logger.info("初始化 EsProperties 未指定副本数，设置默认副本数(节点数-1) replicasNum: {}", replicasNum);
        } else {
            logger.info("初始化 EsProperties 设置副本数 replicasNum: {}", this.getReplicasNum());
        }
    }

    public String getClusterName() {
        return clusterName;
    }

    public void setClusterName(String clusterName) {
        this.clusterName = clusterName;
    }

    public Integer getReplicasNum() {
        return replicasNum;
    }

    public void setReplicasNum(Integer replicasNum) {
        this.replicasNum = replicasNum;
    }

    public String getNodes() {
        return nodes;
    }

    public void setNodes(String nodes) {
        this.nodes = nodes;
    }

    public Integer getKeepAlive() {
        return keepAlive;
    }

    public void setKeepAlive(Integer keepAlive) {
        this.keepAlive = keepAlive;
    }
}

ElasticSearchUtil.java

package com.vipsoft.web.utils;

import org.elasticsearch.action.bulk.BulkRequest;
import org.elasticsearch.action.bulk.BulkResponse;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.action.index.IndexResponse;
import org.elasticsearch.action.search.SearchRequest;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.client.RequestOptions;
import org.elasticsearch.client.RestHighLevelClient;
import org.elasticsearch.client.indices.CreateIndexRequest;
import org.elasticsearch.client.indices.CreateIndexResponse;
import org.elasticsearch.client.indices.GetIndexRequest;
import org.elasticsearch.common.settings.Settings;
import org.elasticsearch.common.xcontent.XContentBuilder;
import org.elasticsearch.common.xcontent.XContentType;
import org.elasticsearch.index.query.QueryBuilders;
import org.elasticsearch.search.builder.SearchSourceBuilder;
import org.elasticsearch.search.sort.ScoreSortBuilder;
import org.elasticsearch.search.sort.SortOrder;
import org.elasticsearch.search.suggest.SuggestBuilder;
import org.elasticsearch.search.suggest.completion.CompletionSuggestion;
import org.elasticsearch.search.suggest.completion.CompletionSuggestionBuilder;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.util.CollectionUtils;

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

@Service
public class ElasticSearchUtil {

    /**
     * ES 服务注入
     */
    @Autowired
    private RestHighLevelClient esClient;

    /**
     * 判断索引是否存在
     */
    public Boolean indexExists(String indexName) throws Exception {
        GetIndexRequest request = new GetIndexRequest(indexName);
        return esClient.indices().exists(request, RequestOptions.DEFAULT);
    }

    /**
     * 创建 ES 索引
     */
    public CreateIndexResponse createIndex(String indexName, Settings.Builder settings, XContentBuilder mappings) throws Exception {
        //将 Settings 和 Mappings 封装到一个Request 对象中
        CreateIndexRequest request = new CreateIndexRequest(indexName)
                .settings(settings)
                .mapping(mappings);

        //通过 client 对象去连接ES并执行创建索引
        return esClient.indices().create(request, RequestOptions.DEFAULT);
    }

    /**
     * 批量创建 ES 文档
     */
    public IndexResponse createDoc(String indexName, String id, String json) throws Exception {
        //准备一个Request对象
        IndexRequest request = new IndexRequest(indexName);
        request.id(id); //手动指定ID
        request.source(json, XContentType.JSON);
        //request.opType(DocWriteRequest.OpType.INDEX); 默认使用 OpType.INDEX，如果 id 重复，会进行  覆盖更新， resp.getResult().toString() 返回 UPDATE
        //request.opType(DocWriteRequest.OpType.CREATE); 如果ID重复，会报异常 =>  document already exists

        //通过 Client 对象执行添加
        return esClient.index(request, RequestOptions.DEFAULT);
    }

    /**
     * 批量创建 ES 文档
     *
     * @param jsonMap Key = id,Value =  json
     */
    public BulkResponse batchCreateDoc(String indexName, Map<String, String> jsonMap) throws Exception {
        //准备一个Request对象
        BulkRequest bulkRequest = new BulkRequest();
        for (String id : jsonMap.keySet()) {
            IndexRequest request = new IndexRequest(indexName)
                    .id(id) //手动指定ID
                    .source(jsonMap.get(id), XContentType.JSON);
            bulkRequest.add(request);
        }

        //通过 Client 对象执行添加
        return esClient.bulk(bulkRequest, RequestOptions.DEFAULT);
    }

    /**
     * 自动补全 根据用户的输入联想到可能的词或者短语
     *
     * @param indexName 索引名称
     * @param field     搜索条件字段
     * @param keywords  搜索关键字
     * @param size      匹配数量
     * @return
     * @throws Exception
     */
    public List<String> suggest(String indexName, String field, String keywords, int size) throws Exception {
        //定义返回
        List<String> suggestList = new ArrayList<>();
        //构建查询请求
        SearchRequest searchRequest = new SearchRequest(indexName);
        //通过查询构建器定义评分排序
        SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
        searchSourceBuilder.sort(new ScoreSortBuilder().order(SortOrder.DESC));
        //构造搜索建议语句,搜索条件字段
        CompletionSuggestionBuilder completionSuggestionBuilder = new CompletionSuggestionBuilder(field);
        //搜索关键字
        completionSuggestionBuilder.prefix(keywords);
        //去除重复
        completionSuggestionBuilder.skipDuplicates(true);
        //匹配数量
        completionSuggestionBuilder.size(size);
        searchSourceBuilder.suggest(new SuggestBuilder().addSuggestion("article-suggest", completionSuggestionBuilder));
        //article-suggest为返回的字段，所有返回将在article-suggest里面，可写死,sort按照评分排序
        searchRequest.source(searchSourceBuilder);
        //定义查找响应
        SearchResponse suggestResponse = esClient.search(searchRequest, RequestOptions.DEFAULT);
        //定义完成建议对象
        CompletionSuggestion completionSuggestion = suggestResponse.getSuggest().getSuggestion("article-suggest");
        List<CompletionSuggestion.Entry.Option> optionsList = completionSuggestion.getEntries().get(0).getOptions();
        //从optionsList取出结果
        if (!CollectionUtils.isEmpty(optionsList)) {
            optionsList.forEach(item -> suggestList.add(item.getText().toString()));
        }
        return suggestList;
    }

    /**
     * 前缀查询，可以通过一个关键字去指定一个Field的前缀，从而查询到指定的文档
     */
    public SearchResponse prefixQuery(String indexName, String searchField, String searchKeyword) throws Exception {

        //创建Request对象
        SearchRequest request = new SearchRequest(indexName);

        //XX开头的关键词查询
        SearchSourceBuilder builder = new SearchSourceBuilder();
        builder.query(QueryBuilders.prefixQuery(searchField, searchKeyword));
        request.source(builder);

        //执行查询
        return esClient.search(request, RequestOptions.DEFAULT);
    }

    /**
    * 通过 QueryBuilder 构建多字段匹配如：QueryBuilders.multiMatchQuery("人工智能","title","content")
    * multi_match => https://www.cnblogs.com/vipsoft/p/17164544.html
    */
    public SearchResponse search(String indexName, QueryBuilder query, int currPage, int pageSize) throws Exception {
        SearchRequest request = new SearchRequest(indexName);
        SearchSourceBuilder builder = new SearchSourceBuilder();
        int start = (currPage - 1) * pageSize;
        builder.from(start);
        builder.size(pageSize);
        builder.query(query);
        request.source(builder);
        return esClient.search(request, RequestOptions.DEFAULT);
    }
    //TODO 其它功能
}

ArticleDTO.java

package com.vipsoft.web.dto;

/**
 * 用于和 ES 交互的文章实体
 * 只需要匹配 标题、简介的文字，
 */
public class ArticleDTO {

    /**
     * ID 用于关联详细的数据库中的文章信息
     */
    private String id;

    /**
     * 标题 -- 用于查询
     */
    private String title;
    /**
     * 简介 -- 用于查询的结果，列表显示（不光显示标题，还要显示摘要）
     */
    private String summary;

    public String getId() {
        return id;
    }

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

    public String getTitle() {
        return title;
    }

    public void setTitle(String title) {
        this.title = title;
    }

    public String getSummary() {
        return summary;
    }

    public void setSummary(String summary) {
        this.summary = summary;
    }
}

ArticleInfo.java

package com.vipsoft.web.entity;

import java.util.Date;

/**
 * 用于和数据库交互的文章实体
 */
public class ArticleInfo {

    /**
     * ID
     */
    private String id;

    /**
     * 标题
     */
    private String title;

    /**
     * 作者
     */
    private String author;

    /**
     * 简介
     */
    private String summary;

    /**
     * 内容
     */
    private String content;

    /**
     * 创建时间
     */
    private Date createTime;

    public String getId() {
        return id;
    }

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

    public String getTitle() {
        return title;
    }

    public void setTitle(String title) {
        this.title = title;
    }

    public String getAuthor() {
        return author;
    }

    public void setAuthor(String author) {
        this.author = author;
    }

    public String getSummary() {
        return summary;
    }

    public void setSummary(String summary) {
        this.summary = summary;
    }

    public String getContent() {
        return content;
    }

    public void setContent(String content) {
        this.content = content;
    }

    public Date getCreateTime() {
        return createTime;
    }

    public void setCreateTime(Date createTime) {
        this.createTime = createTime;
    }
}

EsIndexTest.java

package com.vipsoft.web;

import com.alibaba.fastjson.JSON;
import com.vipsoft.web.config.EsProperties;
import com.vipsoft.web.dto.ArticleDTO;
import com.vipsoft.web.entity.ArticleInfo;
import com.vipsoft.web.utils.ElasticSearchUtil;

import org.elasticsearch.action.index.IndexResponse;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.client.indices.CreateIndexResponse;
import org.elasticsearch.common.settings.Settings;
import org.elasticsearch.common.xcontent.XContentBuilder;
import org.elasticsearch.common.xcontent.json.JsonXContent;
import org.elasticsearch.search.SearchHit;
import org.junit.jupiter.api.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.BeanUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;

import java.util.*;

/**
 * 单元测试
 */
@SpringBootTest
public class EsIndexTest {
    Logger logger = LoggerFactory.getLogger(this.getClass());

    @Autowired
    private ElasticSearchUtil elasticSearchUtil;
    @Autowired
    private EsProperties esProperties;

    int INDEX_NUMBER_OF_SHARDS = 5;

    String INDEX_NAME = "article-index";

    /**
     * 第一步：系统初始化，创建索引
     * 如果索引不存在，创建，输出
     */
    @Test
    void createIndexTest() throws Exception {
        boolean indexExists = elasticSearchUtil.indexExists(INDEX_NAME);
        if (!indexExists) {
            try {
                createIndex(INDEX_NAME);
                logger.info("索引【{}】，创建成功", INDEX_NAME);

                //测试效果 可再次查询验证。
                indexExists = elasticSearchUtil.indexExists(INDEX_NAME);
                logger.info("索引【{}】, {}", INDEX_NAME, indexExists ? "验证存在" : "验证不存在");
            } catch (Exception e) {
                logger.error(e.getMessage(), e);
            }
        } else {
            logger.info("索引【{}】已存在，无需创建", INDEX_NAME);
        }
    }

    /**
     * 第二步：模拟后台管理员，在添加文章时，将要检查的字段内容，同步到ES中
     */
    @Test
    void addArticleTest() throws Exception {
        Map<Integer, String> titleMap = new HashMap<>();
        titleMap.put(1, "人工智能技术");
        titleMap.put(2, "人工智能软件 Chart GTP");
        titleMap.put(3, "Restful基本操作");
        titleMap.put(4, "Java SpringBoot ES 索引操作");
        titleMap.put(5, "Java SpringBoot ES 文档操作");
        titleMap.put(6, "人工呼吸");
        titleMap.put(7, "SpringBoot 全文检索实战");

        Map<Integer, String> introMap = new HashMap<>();
        introMap.put(1, "ElasticSearch 实现分词全文检索 - 概述");
        introMap.put(2, "ElasticSearch 实现分词全文检索 - ES、Kibana、IK安装");
        introMap.put(3, "ElasticSearch 实现分词全文检索 - Restful基本操作");
        introMap.put(4, "ElasticSearch 实现分词全文检索 - Java SpringBoot ES 索引操作");
        introMap.put(5, "ElasticSearch 实现分词全文检索 - Java SpringBoot ES 文档操作");
        introMap.put(6, "ElasticSearch 实现分词全文检索 - 经纬度查询");
        introMap.put(7, "ElasticSearch 实现分词全文检索 - SpringBoot 全文检索实战");

        //短信内容
        Map<Integer, String> contentMap = new HashMap<>();
        contentMap.put(1, "【阿里云】尊敬的vipsoft：您有2台云服务器ECS配置升级成功。如有CPU、内存变更或0Mbps带宽升级，您需要在ECS控制台手动重启云服务器后才能生效。");
        contentMap.put(2, "为更好地为您提供服务，温馨提醒：您本月有1次抽奖机会，赢取大额通用流量，月月抽月月领，点击掌厅链接 原URL：http://wap.js.10086.cn/Mq 快来试试你的运气吧，如本月已参与请忽略【江苏移动心级服务，让爱连接】");
        contentMap.put(3, "国家反诈中心提醒：公检法机关会当面向涉案人员出示证件或法律文书，绝对不会通过网络给当事人发送通缉令、拘留证、逮捕证等法律文书，并要求转账汇款。\n" +
                "切记：公检法机关不存在所谓“安全账户”，更不会让你远程转账汇款！");
        contentMap.put(4, "【江苏省公安厅、江苏省通信管理局】温馨提示：近期利用苹果手机iMessage消息冒充熟人、冒充领导换号、添加新微信号等诈骗形式多发。如有收到类似短信，请您谨慎判断，苹果手机用户如无需要可关闭iMessage功能，以免上当受骗。");
        contentMap.put(5, "多一点快乐，少一点懊恼，不管钞票有多少，只有天天开心就好，累了就睡觉，生活的甜苦，自己来调味。收到信息就要开心的笑");
        contentMap.put(6, "黄金周好运每天交，我把祝福来送到：愿您生活步步高，彩票期期中，股票每天涨，生意年年旺，祝您新年新景象!");
        contentMap.put(7, "【阿里云】当你手机响，那是我的问候;当你收到短信，那有我的心声;当你翻阅短信，那有我的牵挂;当你筹备关机时，记得我今天说过周末快乐!");
        contentMap.put(8, "我刚去了一趟银行，取了无数的幸福黄金好运珠宝平安翡翠成功股票健康基金。嘘!别作声，统统的送给你，因为我想提“钱”祝你国庆节快乐!");
        contentMap.put(9, "一个人的精彩，一个人的打拼，一个人的承载，一个人的舞蹈。光棍节送你祝福，不因你是光棍，只因你生活色彩。祝你：快乐打拼，生活出彩!");
        contentMap.put(10, "爆竹响激情燃放，雪花舞祥风欢畅，烟火腾期待闪亮，感动涌心中激荡，心情美春节冲浪，愿景好心中珍藏，祝与福短信奉上：祝您身体健康，兔年吉祥!");

        //模似7次 添加文章
        for (int i = 1; i <= 7; i++) {
            ArticleInfo article = new ArticleInfo();
            article.setId(String.valueOf(i));
            article.setTitle(titleMap.get(i));
            article.setAuthor("VipSoft");
            article.setSummary(introMap.get(i));
            article.setContent(contentMap.get(i));
            article.setCreateTime(new Date());
            //将article 保存到 MySQL --- 省略
            boolean flag = true; //保存数据到 MySQL 数据库成功
            if (flag) {
                //将需要查询的数据，赋给DTO，更新到 ES中
                ArticleDTO articleDTO = new ArticleDTO();
                BeanUtils.copyProperties(article, articleDTO);
                String json = JSON.toJSONStringWithDateFormat(articleDTO, "yyyy-MM-dd HH:mm:ss"); //FastJson 将日期格式化
                IndexResponse resp = elasticSearchUtil.createDoc(INDEX_NAME, articleDTO.getId(), json);
                logger.info(" {}", resp.getResult().toString());
            }
        }
    }

   /**
     * 第三步：模拟用户搜索，输入关键词“人”，带出和人有关的关键词
     */
    @Test
    void suggestTest() throws Exception {
        List<String>  resp = elasticSearchUtil.suggest(INDEX_NAME, "title.suggest", "人", 2);
        //4. 获取到 _source 中的数据，并展示
        for (String hit : resp) {
            System.out.println(hit);
        }
    }

    /**
     * 第四步：模拟用户搜索，在搜索框中选择提示搜索关键词
     */
    @Test
    void earchTest() throws Exception {
        //Demo演示使用了 prefixQuery，实际应用时，会标题、摘要、内容，等多字段 Query组合查询
        SearchResponse resp = elasticSearchUtil.prefixQuery(INDEX_NAME,"title","人工智能");
        //4. 获取到 _source 中的数据，并展示
        for (SearchHit hit : resp.getHits().getHits()) {
            Map<String, Object> result = hit.getSourceAsMap();
            System.out.println(result);
        }
    }

    /**
     * 创建索引
     *
     * @param indexName
     * @throws Exception
     */
    void createIndex(String indexName) throws Exception {
        //准备索引的 settings
        Settings.Builder settings = Settings.builder()
                .put("number_of_shards", INDEX_NUMBER_OF_SHARDS)   //分片数，可以使用常量
                .put("number_of_replicas", esProperties.getReplicasNum()); //是否集群，需要多少副本，在配置文件中配置

        //准备索引的结构 Mappings
        XContentBuilder mappings = JsonXContent.contentBuilder()
                .startObject()
                .startObject("properties")
                .startObject("id").field("type", "keyword").endObject()
                .startObject("title").field("type", "text").field("analyzer", "ik_max_word")  //对该字段进行分词
                .startObject("fields").startObject("suggest").field("type", "completion").field("analyzer", "ik_max_word").endObject().endObject() //设置可以自动提示关键词
                .endObject()
                .startObject("summary").field("type", "text").field("analyzer", "ik_max_word").endObject()  //对该字段进行分词
                .startObject("createDate").field("type", "date").field("format", "yyyy-MM-dd HH:mm:ss").endObject()
                .endObject()
                .endObject();

        CreateIndexResponse resp = elasticSearchUtil.createIndex(indexName, settings, mappings);

        //输出
        logger.info("CreateIndexResponse => {} ", resp.toString());
    }
}