【ELK】ElasticSearch插件demo
环境:
操作系统:win7
elasticsearch版本:5.4.4
java:1.8
参考文章:
1、Elasticsearch权威指南(中文版)
2、Elasticsearch笔记五之java操作es
3、java操作ElasticSearch(es)进行增删查改操作
4、ElasticSearch入门-增删改查(CRUD)
5、elasticsearch——Java API的使用
6、elasticsearch源码分析之plugin的开发
7、Elasticsearch 5.X下JAVA API使用指南
——————————————————————————————————————
8、elasticsearch5.2.2 插件开发(一)
9、elasticsearch5.2.2 插件开发(二) 第一个有实际功能的插件 - CSDN博客
10、elasticsearch5.2.2 插件开发(三)ScriptPlugin 的实现 - CSDN博客
——————————————————————————————————————
11、Maven通俗讲解
12、如何添加本地JAR文件到Maven项目中 - CSDN博客
13、Maven Repository: weka
14、maven系列--maven添加第三方、本地依赖 - CSDN博客
15、Maven配置项目依赖使用本地仓库的方法汇总 - EasonJim - 博客园
有关打包部分的视频在我的百度网盘
链接:https://pan.baidu.com/s/1DuIWN2uDtcA8guP_Ny91Vw 密码:tj65
第一部分:代码
一、创建maven项目
首先创建一个maven项目,填写Group Id为com.plugin和Artifact Id为esPlugin。其中Artifact Id是项目名,Group Id是项目中包的名字。
二、修改pom.xml配置文件
修改pom.xml文件,然后右键项目名->maven->update maven。会发现在Maven Dependencies文件夹下多了很多包(见下图),这些都是pom.xml文件添加进去的依赖,省去了手动导包的麻烦。(包全是在maven的中央仓库下载到本地的,pom.xml代码见页面底部。)
三、核心代码实现
代码目录如下(用的是之前的项目的截图,忽略顶部的包名),在文后的链接中下载项目,会有这么多包,真正用到的和需要修改的类是TasteEventRestAction.java,这里面包括注册URL,以及执行对应的操作。
package com.taste.elasticsearch_taste.rest;import static com.taste.elasticsearch_taste.action.LoggerUtils.emitErrorResponse;
import static org.elasticsearch.rest.RestRequest.Method.POST;import java.io.File;
import java.io.IOException;import org.elasticsearch.action.ActionListener;
import org.elasticsearch.action.search.SearchRequest;
import org.elasticsearch.action.search.SearchRequestBuilder;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.client.node.NodeClient;
import org.elasticsearch.common.inject.Inject;
import org.elasticsearch.common.settings.Settings;
import org.elasticsearch.common.xcontent.ToXContent;
import org.elasticsearch.common.xcontent.XContentBuilder;
import org.elasticsearch.index.query.QueryBuilders;
import org.elasticsearch.rest.BaseRestHandler;
import org.elasticsearch.rest.BytesRestResponse;
import org.elasticsearch.rest.RestController;
import org.elasticsearch.rest.RestRequest;
import org.elasticsearch.rest.RestStatus;
import org.elasticsearch.rest.action.search.RestSearchAction;
import org.elasticsearch.search.SearchHits;import com.pligin.esPlugin.action.TasteEventAction;
import com.pligin.esPlugin.common.TasteEventRequestBuilder;
import com.pligin.esPlugin.common.TasteEventResponse;//我项目中的类
//import ding.util.ESUtil.ActionParameter;
//import ding.util.WEKAUtil.MeachineLearningBuilder;public class TasteEventRestAction extends BaseRestHandler{public ActionParameter parameter;@Injectpublic TasteEventRestAction(final Settings settings,final RestController restController) {super(settings);restController.registerHandler(RestRequest.Method.GET, "/_taste/{action}", this); // 注册URL1,该URL中最后的字符串赋给变量actionrestController.registerHandler(RestRequest.Method.GET, "/_taste", this); // 注册URL2}@Overrideprotected RestChannelConsumer prepareRequest(RestRequest request, NodeClient client) throws IOException {if (request.method() == POST && !request.hasContent()) {return channel -> emitErrorResponse(channel, logger, new IllegalArgumentException("Request body was expected for a POST request."));}String action = request.param("action");// 遇到URL1,执行createDoSomethingResponseif (action != null) { logger.info("do something action -- ESData & MeachineLearning");return createDoSomethingResponse(request, client);// 遇到URL2,执行createMessageResponse} else {logger.info("do Message action -- do anything without parameter");return createMessageResponse(request); }}// 一、对应URL为 /_taste/{action}private RestChannelConsumer createDoSomethingResponse(RestRequest request, NodeClient client){/*这里request存放的是URL,使用request.param("action")可以获得URL中的action变量值(可作为参数使用)我这里对action做了一个解析,我的参数规格是http://127.0.0.1:9200/_taste/index=logstash-20180323&from=0&size=100&clfName=J48&classifyAttributeName=tes_tims可以通过 parameter.Index, parameter.From, parameter.Size获得action中的参数然后通过前几个包里面的TasteEventRequestBuilder等类,在es里面进行查询,得到输出myresponse最后使用异步编程,即return channel,可以对es传出来的数据进行处理,处理结果作为String,加入builder里面,由channel返回*/String action = request.param("action");this.parameter= new ActionParameter(action);// 1、通过parameter进行数据查询,构造自定义的request请求final TasteEventRequestBuilder actionBuilder=new TasteEventRequestBuilder(client);SearchRequestBuilder requestBuilder = client.prepareSearch(parameter.Index).setQuery(QueryBuilders.matchAllQuery()).setFrom(parameter.From).setSize(parameter.Size).setExplain(true);SearchRequest searchRequest=new SearchRequest();try {RestSearchAction.parseSearchRequest(searchRequest, request, null);} catch (IOException e1) {logger.debug("Failed to emit response.", e1);e1.printStackTrace();}actionBuilder.setSearchRequest(requestBuilder);return channel -> client.execute(TasteEventAction.INSTANSE, actionBuilder.request(),new ActionListener<TasteEventResponse>() {@Overridepublic void onResponse(TasteEventResponse response) {try{// 2、获得查询数据SearchResponse myresponse=response.getSearchResponse();SearchHits ESHits = myresponse.getHits();// 3、调用机器学习功能String res = new MeachineLearningBuilder().getOutput(ESHits, parameter);//将response转换成json类型,不过这个未转化成功XContentBuilder builder = channel.newBuilder();builder.startObject();builder.field("res", res);//response.toXContent(builder, request); // 此处可以写个覆盖函数builder.endObject();channel.sendResponse( new BytesRestResponse(RestStatus.OK, builder));}catch(Exception e){logger.debug("Failed to emit response.", e);onFailure(e);}}@Overridepublic void onFailure(Exception e) {emitErrorResponse(channel, logger, e);}});}// 2、对应URL为 /_tasteprivate RestChannelConsumer createMessageResponse(RestRequest request) { // 也可以像这里面一样,不使用es里面的通信,直接对builder进行处理,然后在builder里面写入自定义的一些东西,最后可以输出在网页上return channel -> { Message message = new Message();XContentBuilder builder = channel.newBuilder(); builder.startObject();message.toXContent(builder, request);builder.endObject(); channel.sendResponse(new BytesRestResponse(RestStatus.OK, builder)); }; }class Message implements ToXContent { @Override public XContentBuilder toXContent(XContentBuilder builder, Params params) throws IOException { return builder.field("message", "This is my first plugin Run without error"); } }
四、插件打包与安装
在./src/main下创建 resources 文件夹,在文件夹中创建 plugin-descriptor.properties 文件,
description=elasticsearch-esPlugin-5.4.0.1 for Elasticsearch #随便写
version=5.4.1 #es的版本
name=esPlugin #写项目名
site=${elasticsearch.plugin.site}
jvm=true
classname=com.plugin.esPlugin.plugin.TastePlugin #根据自己的TastePlugin的目录修改
java.version=1.8
elasticsearch.version=5.4.1
isolated=${elasticsearch.plugin.isolated}
打包,在pom.xml所在目录,进入cmd,输入目录 mvn clean install,会 在打包后在target目录下将看到新生成的jar包。 然后新建一个文件夹,文件夹名字为elasticsearch,将这个jar包放入这个文件夹,并将之前写的plugin-descriptor.properties文件复制一份放入这个文件夹(注意文件夹的名字一定为elasticsearch,不能为其他名字!!)
五、demo的实验效果
第二部分、超简洁的命令介绍
—————————————————————————————————
1、使用该命令对插件(maven项目)进行打包
mvn clean install
—————————————————————————————————
2、删除之前安装的插件(不删除的话会重复占用URL报错)
elasticsearch-plugin remove esmlplugin2
elasticsearch-plugin remove taste
3、安装新的插件(已经压缩为F盘下的taste-5.4.0.1.zip)
elasticsearch-plugin install file:F:/esmlplugin2-5.4.0.1.zip
elasticsearch-plugin install file:F:/taste-5.4.0.1.zip
这个命令效果如下图所示,完成之后,会在 elasticsearch5.4.4/plugin 目录下生成名为taste的文件夹(文件夹名字根据.property中的name确定),可以直接将此文件夹复制到源码中 /core/plugin 目录下,在源码中运行。
—————————————————————————————————
4、启动
elasticsearch.bat
第三部分:测试类介绍
测试类在com.taste.elasticsearch_taste包下,核心代码是TasteEventRestTest类。该类功能是发出http的get请求,获取数据。代码如下:
package com.taste.elasticsearch_taste;import java.net.InetSocketAddress;import org.apache.http.HttpResponse;import org.apache.http.client.methods.HttpGet;import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClientBuilder;
import org.apache.http.util.EntityUtils;
import org.elasticsearch.common.network.NetworkAddress;//import org.elasticsearch.common.xcontent.XContentType;public class TasteEventRestTest extends TastePluginTest {public void test_recommended_items_from_user() throws Exception {
// final String index = "blog";
// XContentType type = randomFrom(XContentType.values());try (CloseableHttpClient httpClient = HttpClientBuilder.create().build()) {InetSocketAddress[] endpoint = cluster().httpAddresses();this.restBaseUrl = "http://" + NetworkAddress.format(endpoint[0]);String s1 = "/_taste/parameter?index=blog&from=0&size=10&clfName=RandomForest&classifyAttributeName=classify";
// String s2 = "/_taste";HttpGet get=new HttpGet(restBaseUrl + s1);System.out.println("post请求已发送11111111111");HttpResponse response = httpClient.execute(get);System.out.println("post请求已发送");System.out.println("得到返回值:");if(response.getStatusLine().getStatusCode()==200){//如果状态码为200,就是正常返回String result=EntityUtils.toString(response.getEntity());//得到返回的字符串System.out.println(result);}}}
}
在测试类中开启的es里是没有任何数据的,需要在HttpGet get=new HttpGet(restBaseUrl + s1);这里加上断点,debug到这句话,然后使用git想es里面输入数据,下面给出一个数据样例。然后继续debug,会执行项目第一部分中的核心代码。
curl -XPUT http://127.0.0.1:9200/blog
curl -XPUT http://127.0.0.1:9200/blog/es/1 -d '{"a":"1","b":"3","c":"4","d":"6","e":"8","path":"xxx","classify":"a"}'
curl -XPUT http://127.0.0.1:9200/blog/es/2 -d '{"a":"4","b":"1","c":"7","d":"7","e":"7","path":"yyy","classify":"a"}'
curl -XPUT http://127.0.0.1:9200/blog/es/3 -d '{"a":"0","b":"0","c":"1","d":"3","e":"8","path":"zzz","classify":"b"}'
curl -XPUT http://127.0.0.1:9200/blog/es/4 -d '{"a":"4","b":"3","c":"6","d":"1","e":"4","path":"eee","classify":"a"}'
curl -XPUT http://127.0.0.1:9200/blog/es/5 -d '{"a":"1","b":"7","c":"5","d":"3","e":"1","path":"fff","classify":"b"}'
curl -XPUT http://127.0.0.1:9200/blog/es/6 -d '{"a":"4","b":"0","c":"4","d":"9","e":"6","path":"ggg","classify":"a"}'
curl -XPUT http://127.0.0.1:9200/blog/es/7 -d '{"a":"1","b":"3","c":"0","d":"1","e":"3","path":"hhh","classify":"b"}'
curl -XPUT http://127.0.0.1:9200/blog/es/8 -d '{"a":"4","b":"2","c":"1","d":"0","e":"3","path":"iii","classify":"b"}'
curl -XPUT http://127.0.0.1:9200/blog/es/9 -d '{"a":"1","b":"1","c":"3","d":"0","e":"9","path":"jjj","classify":"b"}'
curl -XPUT http://127.0.0.1:9200/blog/es/10 -d '{"a":"1","b":"0","c":"9","d":"9","e":"5","path":"kkk","classify":"a"}'
这是正确运行的结果:
项目链接:
链接:https://pan.baidu.com/s/1Wi3ywvjCFVOOxUNdP_ND7w 密码:uqn7
下面给出pom.xml文件
<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><groupId>com.taste</groupId><artifactId>elasticsearch-taste</artifactId><version>0.0.1-SNAPSHOT</version><packaging>jar</packaging><name>elasticsearch-taste</name><url>http://maven.apache.org</url><properties><project.build.sourceEncoding>UTF-8</project.build.sourceEncoding><maven.compiler.source>1.8</maven.compiler.source><maven.compiler.target>1.8</maven.compiler.target></properties><dependencies><!-- https://mvnrepository.com/artifact/nz.ac.waikato.cms.moa/moa -->
<dependency><groupId>nz.ac.waikato.cms.moa</groupId><artifactId>moa</artifactId><version>2017.06</version>
</dependency><dependency><groupId>org.carrot2</groupId><artifactId>carrot2-mini</artifactId><version>3.15.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.simpleframework</groupId><artifactId>simple-xml</artifactId><version>2.7.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>com.carrotsearch</groupId><artifactId>hppc</artifactId><version>0.7.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.carrot2.attributes</groupId><artifactId>attributes-binder</artifactId><version>1.3.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.carrot2.shaded</groupId><artifactId>carrot2-guava</artifactId><version>18.0</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>commons-lang</groupId><artifactId>commons-lang</artifactId><version>2.6</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>com.fasterxml.jackson.core</groupId><artifactId>jackson-core</artifactId><version>2.8.6</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>com.fasterxml.jackson.core</groupId><artifactId>jackson-annotations</artifactId><version>2.8.6</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>com.fasterxml.jackson.core</groupId><artifactId>jackson-databind</artifactId><version>2.8.6</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.slf4j</groupId><artifactId>slf4j-api</artifactId><version>1.7.13</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.slf4j</groupId><artifactId>slf4j-log4j12</artifactId><version>1.7.13</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.carrot2</groupId><artifactId>morfologik-stemming</artifactId><version>2.1.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.carrot2</groupId><artifactId>morfologik-fsa</artifactId><version>2.1.1</version><scope>compile</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.elasticsearch</groupId><artifactId>elasticsearch</artifactId><version>5.4.1</version><scope>provided</scope></dependency><dependency><groupId>org.locationtech.spatial4j</groupId><artifactId>spatial4j</artifactId><version>0.6</version><scope>provided</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>com.vividsolutions</groupId><artifactId>jts</artifactId><version>1.13</version><scope>provided</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.apache.logging.log4j</groupId><artifactId>log4j-api</artifactId><version>2.8.2</version><scope>provided</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.apache.logging.log4j</groupId><artifactId>log4j-core</artifactId><version>2.8.2</version><scope>provided</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.elasticsearch</groupId><artifactId>jna</artifactId><version>4.4.0</version><scope>provided</scope></dependency><dependency><groupId>org.elasticsearch.test</groupId><artifactId>framework</artifactId><version>5.4.1</version><scope>test</scope></dependency><dependency><groupId>org.assertj</groupId><artifactId>assertj-core</artifactId><version>2.1.0</version><scope>test</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.json</groupId><artifactId>json</artifactId><version>20140107</version><scope>test</scope><exclusions><exclusion><artifactId>*</artifactId><groupId>*</groupId></exclusion></exclusions></dependency><dependency><groupId>org.elasticsearch.client</groupId><artifactId>transport</artifactId><version>5.4.1</version><scope>test</scope></dependency></dependencies>
</project>
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