这种方式,官方已经明确表示在ES 7.0版本中将弃用TransportClient客户端,且在8.0版本中完全移除它,我在学习ES时,版本已经是6.4.0了。
版本搭配:SpringBoot 2.0.5,ES 5.5.0
1.1 依赖如下:
4.0.0
com.glodon
elasticsearch_data
1.0-SNAPSHOT
org.springframework.boot
spring-boot-starter-parent
1.5.6.RELEASE
1.8
5.5.0
org.springframework.boot
spring-boot-starter-test
org.springframework.boot
spring-boot-starter-web
org.elasticsearch.client
transport
${elasticsearch.version}
org.apache.logging.log4j
log4j-core
2.7
org.apache.commons
commons-lang3
3.8
org.springframework.boot
spring-boot-maven-plugin
1.2 配置文件
@Configuration
public class MyConfig {
@Bean
public TransportClient client() throws UnknownHostException {
// 指定集群名,默认为elasticsearch,如果改了集群名,这里一定要加
Settings settings = Settings.builder()
.put("cluster.name", "elasticsearch")
.build();
TransportClient client = new PreBuiltTransportClient(settings);
/*
ES的TCP端口为9300,而不是之前练习的HTTP端口9200
这里只配置了一个节点的地址然添加进去,也可以配置多个从节点添加进去再返回
*/
InetSocketTransportAddress node = new InetSocketTransportAddress(
InetAddress.getByName("localhost"),
9300
);
client.addTransportAddress(node);
return client;
}
}
1.3 控制器
@RestController
@RequestMapping("/es")
public class BookController {
@Autowired
private TransportClient client;
@RequestMapping(value = "/go")
public String go() {
return "go1";
}
/**
* 根据id查询
*
* @param id book id
*/
@RequestMapping(value = "/book", method = RequestMethod.GET)
public ResponseEntity get(@RequestParam("id") String id) {
GetResponse result = client.prepareGet("book", "novel", id).get();
return new ResponseEntity(result.getSource(), HttpStatus.OK);
}
/**
* 添加文档
*
* @param id book id
* @param name book name
*/
@RequestMapping(value = "/book", method = RequestMethod.POST)
public ResponseEntity add(@RequestParam("id") String id, @RequestParam("name") String name) {
try {
// 构造ES的文档,这里注意startObject()开始构造,结束构造一定要加上endObject()
XContentBuilder content = XContentFactory.jsonBuilder().startObject().
field("id", id)
.field("name", name)
.endObject();
IndexResponse result = client.prepareIndex("book", "novel")
.setSource(content).get();
return new ResponseEntity(result.getId(), HttpStatus.OK);
} catch (IOException e) {
e.printStackTrace();
}
return null;
}
/**
* 根据id删除book
*
* @param id book id
*/
@RequestMapping(value = "/book/{id}", method = RequestMethod.DELETE)
public ResponseEntity delete(@PathVariable(value = "id") String id) {
DeleteResponse result = client.prepareDelete("book", "novel", id).get();
return new ResponseEntity(result.getResult().toString(), HttpStatus.OK);
}
/**
* 更新文档,这里的Book可以不管他,这样做是为了解决PUT请求的问题,随便搞
*/
@RequestMapping(value = "/book", method = RequestMethod.PUT)
public ResponseEntity update(@RequestBody Book book) {
System.out.println(book);
// 根据id查询
UpdateRequest updateRequest = new UpdateRequest("book", "novel", book.getId().toString());
try {
XContentBuilder contentBuilder = XContentFactory.jsonBuilder().startObject();
if (StringUtils.isNotBlank(book.getName())) {
contentBuilder.field("name", book.getName());
}
contentBuilder.endObject();
updateRequest.doc(contentBuilder);
} catch (IOException e) {
e.printStackTrace();
}
// 进行更新
UpdateResponse updateResponse = new UpdateResponse();
try {
updateResponse = client.update(updateRequest).get();
} catch (InterruptedException | ExecutionException e) {
e.printStackTrace();
}
return new ResponseEntity(updateResponse.getResult().toString(), HttpStatus.OK);
}
}
具体项目案例见Jacksonary/elasticsearch_data中的es_java_api模块;
对于最新的ES 6.4.0版本搭配Transport整合流程大体相同,但有部分改变,比如配置TCP端口时InetSocketTransportAddress改成了TransportAddress,具体过程不再赘述,参见elasticsearch_data中的es_java_api2模块
【问题】
运行一天后出现问题:
org.elasticsearch.client.transport.NoNodeAvailableException: None of the configured nodes are available: [{#transport#-1}{NJVJTWeGTV2SqhbOX1oFiQ}{localhost}{127.0.0.1:9300}]
随后的几次又出现这样的问题org.elasticsearch.client.transport.NoNodeAvailableException: None of the configured nodes are available,一番查找,解释莫非以下几种:
TCP端口和HTTP搞混或者IP写错,误写成9200。反查本案例正确; 集群名改了之后,配置Client这个Bean时没有在Settings中put进去。反查本案例正确; 重启SpringBoot项目没有报错,重启ES执行查询报错信息消失,解决方案不明,报错原因未知!
2. 整合案例二(使用REST Clinet)上面的案例1是基于TCP和ES通信的(而且TransPort将来会被抛弃……),官方也给出了基于HTTP的客户端REST Client(推荐使用),官方给出来的REST Client有Java Low Level REST Client和Java Hight Level REST Client两个,前者兼容所有版本的ES,后者是基于前者开发出来的,只暴露了部分API,待完善。这个案例中使用Java Low Level REST Client,有如下的一些特点:
最小化依赖; 提供跨所有可用节点的负载平衡; 提供节点故障和特定响应代码时的故障转移; 提供失败重连的惩罚机制(是否对一个连接失败的节点尝试重连,取决于它连续失败的次数,尝试重连且失败的次数越多,客户端在再次尝试重连这个节点时等的时间就越长。说那么多,太复杂了,其实给一个场景就是:我找你玩儿,你不答应,我伤自尊了,下次去找你我隔了一个星期再去找你,你又不答应,我又伤自尊了,下次再找你的话,那我就隔两个星期,依次类推); 持久连接; 跟踪请求和响应的日志记录; 可选的集群节点自动发现功能; 这里使用的ES版本为最新版的6.4.0,其实官方推这个REST Client,个人还是觉得是因为它是基于HTTP端口去通信的,便于操作,而且跟ES版本几乎没有关系
2.1 引入依赖
elasticsearch_data
com.glodon
1.0-SNAPSHOT
4.0.0
es_java_rest
org.elasticsearch.client
elasticsearch-rest-client
6.4.0
org.json
json
20160810
org.apache.maven.plugins
maven-shade-plugin
3.1.0
package
shade
org.apache.http
hidden.org.apache.http
org.apache.logging
hidden.org.apache.logging
org.apache.commons.codec
hidden.org.apache.commons.codec
org.apache.commons.logging
hidden.org.apache.commons.logging
2.2 配置文件
@Configuration
public class RestConfig {
@Bean
public RestClient getClient() throws KeyStoreException, NoSuchAlgorithmException, KeyManagementException {
// 如果有多个从节点可以持续在内部new多个HttpHost,参数1是ip,参数2是HTTP端口,参数3是通信协议
RestClientBuilder clientBuilder = RestClient.builder(new HttpHost("localhost", 9200, "http"));
// 添加其他配置,返回来的还是RestClientBuilder对象,这些配置都是可选的
// clientBuilder.setXX()...
// 最后配置好的clientBuilder再build一下即可得到真正的Client
return clientBuilder.build();
}
}
2.2.1 RestClientBuilder中的其中配置
上述的基本配置过程省去了很多东西,可以根据自己需求适当添加以下的一些配置:
【1. 设置请求头】
// 设置请求头,每个请求都会带上这个请求头
Header[] defaultHeaders = {new BasicHeader("header", "value")};
clientBuilder.setDefaultHeaders(defaultHeaders);
【2. 设置超时时间】
// 设置超时时间,多次尝试同一请求时应该遵守的超时。默认值为30秒,与默认套接字超时相同。若自定义套接字超时,则应相应地调整最大重试超时
clientBuilder.setMaxRetryTimeoutMillis(60000);
【3. 设置节点失败监听器】
// 设置监听器,每次节点失败都可以监听到,可以作额外处理
clientBuilder.setFailureListener(new RestClient.FailureListener() {
@Override
public void onFailure(Node node) {
super.onFailure(node);
System.out.println(node.getName() + "==节点失败了");
}
});
【4. 设置节点选择器】
/* 配置节点选择器,客户端以循环方式将每个请求发送到每一个配置的节点上,
发送请求的节点,用于过滤客户端,将请求发送到这些客户端节点,默认向每个配置节点发送,
这个配置通常是用户在启用嗅探时向专用主节点发送请求(即只有专用的主节点应该被HTTP请求命中)
*/
clientBuilder.setNodeSelector(NodeSelector.SKIP_DEDICATED_MASTERS);
除了上面有简单需求外,还可以自定义节点选择器的需求:
// 进行详细的配置
clientBuilder.setNodeSelector(new NodeSelector() {
// 设置分配感知节点选择器,允许选择本地机架中的节点(如果有),否则转到任何机架中的任何其他节点。
@Override
public void select(Iterable nodes) {
boolean foundOne = false;
for (Node node: nodes) {
String rackId = node.getAttributes().get("rack_id").get(0);
if ("rack_one".equals(rackId)) {
foundOne = true;
break;
}
}
if (foundOne) {
Iterator nodesIt = nodes.iterator();
while (nodesIt.hasNext()) {
Node node = nodesIt.next();
String rackId = node.getAttributes().get("rack_id").get(0);
if ("rack_one".equals(rackId) == false) {
nodesIt.remove();
}
}
}
}
});
【5. 配置HTTP异步请求ES的线程数】
/* 配置异步请求的线程数量,Apache Http Async Client默认启动一个调度程序线程,以及由连接管理器使用的许多工作线程
(与本地检测到的处理器数量一样多,取决于Runtime.getRuntime().availableProcessors()返回的数量)。线程数可以修改如下,
这里是修改为1个线程,即默认情况
*/
clientBuilder.setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
@Override
public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpAsyncClientBuilder) {
return httpAsyncClientBuilder.setDefaultIOReactorConfig(
IOReactorConfig.custom().setIoThreadCount(1).build()
);
}
});
【6. 配置连接超时和套接字超时】
/*
配置请求超时,将连接超时(默认为1秒)和套接字超时(默认为30秒)增加,
这里配置完应该相应地调整最大重试超时(默认为30秒),即上面的setMaxRetryTimeoutMillis,一般于最大的那个值一致即60000
*/
clientBuilder.setRequestConfigCallback(new RestClientBuilder.RequestConfigCallback() {
@Override
public RequestConfig.Builder customizeRequestConfig(RequestConfig.Builder requestConfigBuilder) {
// 连接5秒超时,套接字连接60s超时
return requestConfigBuilder.setConnectTimeout(5000).setSocketTimeout(60000);
}
});
【7. 配置ES安全认证】
/*
如果ES设置了密码,那这里也提供了一个基本的认证机制,下面设置了ES需要基本身份验证的默认凭据提供程序
*/
final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
credentialsProvider.setCredentials(AuthScope.ANY,
new UsernamePasswordCredentials("user", "password"));
clientBuilder.setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
@Override
public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
}
});
/*
上面采用异步机制实现抢先认证,这个功能也可以禁用,这意味着每个请求都将在没有授权标头的情况下发送,然后查看它是否被接受,
并且在收到HTTP 401响应后,它再使用基本认证头重新发送完全相同的请求,这个可能是基于安全、性能的考虑
*/
clientBuilder.setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
@Override
public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
// 禁用抢先认证的方式
httpClientBuilder.disableAuthCaching();
return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
}
});
【8. 配置通信加密】
/*
配置通信加密,有多种方式:setSSLContext、setSSLSessionStrategy和setConnectionManager(它们的重要性逐渐递增)
*/
KeyStore truststore = KeyStore.getInstance("jks");
try (InputStream is = Files.newInputStream(keyStorePath)) {
truststore.load(is, keyStorePass.toCharArray());
}
SSLContextBuilder sslBuilder = SSLContexts.custom().loadTrustMaterial(truststore, null);
final SSLContext sslContext = sslBuilder.build();
clientBuilder.setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
@Override
public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
return httpClientBuilder.setSSLContext(sslContext);
}
});
2.3 控制器
主要看getEsInfo
这个方法和它的返回结果
@RestController
@RequestMapping("/rest/book")
public class BookController {
@Autowired
private RestClient client;
// // RequestOptions类保存应在同一应用程序中的多个请求之间共享的部分请求
// private static final RequestOptions COMMON_OPTIONS;
//
// static {
// RequestOptions.Builder builder = RequestOptions.DEFAULT.toBuilder();
// // 添加所有请求所需的任何标头。
// builder.addHeader("Authorization", "Bearer " + TOKEN);
// // 自定义响应使用者
// builder.setHttpAsyncResponseConsumerFactory(
// new HttpAsyncResponseConsumerFactory.HeapBufferedResponseConsumerFactory(30 * 1024 * 1024 * 1024));
// COMMON_OPTIONS = builder.build();
// }
@RequestMapping(value = "/go", method = RequestMethod.GET)
public ResponseEntity go() {
return new ResponseEntity("go", HttpStatus.OK);
}
/**
* 同步执行HTTP请求
* @return
* @throws IOException
*/
@RequestMapping(value = "/es", method = RequestMethod.GET)
public ResponseEntity getEsInfo() throws IOException {
// 构造HTTP请求,第一个参数是请求方法,第二个参数是服务器的端点,host默认是http://localhost:9200
Request request = new Request("GET", "/");
// // 设置其他一些参数比如美化json
// request.addParameter("pretty", "true");
// // 设置请求体
// request.setEntity(new NStringEntity("{\"json\":\"text\"}", ContentType.APPLICATION_JSON));
// // 还可以将其设置为String,默认为ContentType为application/json
// request.setJsonEntity("{\"json\":\"text\"}");
/*
performRequest是同步的,将阻塞调用线程并在请求成功时返回Response,如果失败则抛出异常
内部属性可以取出来通过下面的方法
*/
Response response = client.performRequest(request);
// // 获取请求行
// RequestLine requestLine = response.getRequestLine();
// // 获取host
// HttpHost host = response.getHost();
// // 获取状态码
// int statusCode = response.getStatusLine().getStatusCode();
// // 获取响应头
// Header[] headers = response.getHeaders();
// 获取响应体
String responseBody = EntityUtils.toString(response.getEntity());
return new ResponseEntity(responseBody, HttpStatus.OK);
}
/**
* 异步执行HTTP请求
* @return
*/
@RequestMapping(value = "/es/asyn", method = RequestMethod.GET)
public ResponseEntity asynchronous() {
Request request = new Request(
"GET",
"/");
client.performRequestAsync(request, new ResponseListener() {
@Override
public void onSuccess(Response response) {
System.out.println("异步执行HTTP请求并成功");
}
@Override
public void onFailure(Exception exception) {
System.out.println("异步执行HTTP请求并失败");
}
});
return null;
}
/**
* 并行异步执行HTTP请求
*/
@RequestMapping(value = "/ps", method = RequestMethod.POST)
public void parallAsyn(@RequestBody Book[] documents) {
// final CountDownLatch latch = new CountDownLatch(documents.length);
// for (int i = 0; i < documents.length; i++) {
// Request request = new Request("PUT", "/posts/doc/" + i);
// //let's assume that the documents are stored in an HttpEntity array
// request.setEntity(documents[i]);
// client.performRequestAsync(
// request,
// new ResponseListener() {
// @Override
// public void onSuccess(Response response) {
//
// latch.countDown();
// }
//
// @Override
// public void onFailure(Exception exception) {
//
// latch.countDown();
// }
// }
// );
// }
// latch.await();
}
/**
* 添加ES对象, Book的ID就是ES中存储的document的ID,所以最好不要为空,自定义生成的ID太浮夸
*
* @return ResponseEntity
* @throws IOException
*/
@RequestMapping(value = "/", method = RequestMethod.POST)
public ResponseEntity add(@RequestBody Book book) throws IOException {
// 构造HTTP请求,第一个参数是请求方法,第二个参数是服务器的端点,host默认是http://localhost:9200,
// endpoint直接指定为index/type的形式
Request request = new Request("POST", new StringBuilder("/book/book/").
append(book.getId()).toString());
// 设置其他一些参数比如美化json
request.addParameter("pretty", "true");
JSONObject jsonObject = new JSONObject(book);
System.out.println(jsonObject.toString());
// 设置请求体并指定ContentType,如果不指定默认为APPLICATION_JSON
request.setEntity(new NStringEntity(jsonObject.toString()));
// 发送HTTP请求
Response response = client.performRequest(request);
// 获取响应体, id: AWXvzZYWXWr3RnGSLyhH
String responseBody = EntityUtils.toString(response.getEntity());
return new ResponseEntity(responseBody, HttpStatus.OK);
}
/**
* 根据id获取ES对象
*
* @param id
* @return
* @throws IOException
*/
@RequestMapping(value = "/{id}", method = RequestMethod.GET)
public ResponseEntity getBookById(@PathVariable("id") String id) {
Request request = new Request("GET", new StringBuilder("/book/book/").
append(id).toString());
// 添加json返回优化
request.addParameter("pretty", "true");
Response response = null;
String responseBody = null;
try {
// 执行HHTP请求
response = client.performRequest(request);
responseBody = EntityUtils.toString(response.getEntity());
} catch (IOException e) {
return new ResponseEntity("can not found the book by your id", HttpStatus.NOT_FOUND);
}
return new ResponseEntity(responseBody, HttpStatus.OK);
}
/**
* 根据id更新Book
*
* @param id
* @param book
* @return
*/
@RequestMapping(value = "/{id}", method = RequestMethod.PUT)
public ResponseEntity updateBook(@PathVariable("id") String id, @RequestBody Book book) throws IOException {
// 构造HTTP请求
Request request = new Request("POST", new StringBuilder("/book/book/").
append(id).append("/_update").toString());
request.addParameter("pretty", "true");
// 将数据丢进去,这里一定要外包一层“doc”,否则内部不能识别
JSONObject jsonObject = new JSONObject();
jsonObject.put("doc", new JSONObject(book));
request.setEntity(new NStringEntity(jsonObject.toString()));
// 执行HTTP请求
Response response = client.performRequest(request);
// 获取返回的内容
String responseBody = EntityUtils.toString(response.getEntity());
return new ResponseEntity(responseBody, HttpStatus.OK);
}
/**
* 使用脚本更新Book
* @param id
* @param
* @return
* @throws IOException
*/
@RequestMapping(value = "/update2/{id}", method = RequestMethod.PUT)
public ResponseEntity updateBook2(@PathVariable("id") String id, @RequestParam("name") String name) throws IOException {
// 构造HTTP请求
Request request = new Request("POST", new StringBuilder("/book/book/").
append(id).append("/_update").toString());
request.addParameter("pretty", "true");
JSONObject jsonObject = new JSONObject();
// 创建脚本语言,如果是字符变量,必须加单引号
StringBuilder op1 = new StringBuilder("ctx._source.name=").append("'" + name + "'");
jsonObject.put("script", op1);
request.setEntity(new NStringEntity(jsonObject.toString(), ContentType.APPLICATION_JSON));
// 执行HTTP请求
Response response = client.performRequest(request);
// 获取返回的内容
String responseBody = EntityUtils.toString(response.getEntity());
return new ResponseEntity(responseBody, HttpStatus.OK);
}
@RequestMapping(value = "/{id}", method = RequestMethod.DELETE)
public ResponseEntity deleteById(@PathVariable("id") String id) throws IOException {
Request request = new Request("DELETE", new StringBuilder("/book/book/").append(id).toString());
request.addParameter("pretty", "true");
// 执行HTTP请求
Response response = client.performRequest(request);
// 获取结果
String responseBody = EntityUtils.toString(response.getEntity());
return new ResponseEntity(responseBody, HttpStatus.OK);
}
}
详细案例见Jacksonary/elasticsearch_data中的es_java_rest模块
3. 整合案例三(使用Spring-data-es)除了上述方式,Spring也提供了本身基于SpringData实现的一套方案spring-data-elasticsearch
,版本之间的搭配建议为:
由于ES 6.4还没有被支持,这里选择的版本搭配为ES 6.2.2, Spring-data-es版本为3.1.0.BUILD-SNAPSHOT,结果整合失败,一直报错failed to load elasticsearch nodes : org.elasticsearch.client.transport.NoNodeAvailableException: None of the configured nodes are available,然后尝试换成Data ES 3.0.10版本成功整合,步骤如下:
1.引入依赖
elasticsearch_data
com.glodon
1.0-SNAPSHOT
4.0.0
es_java_data
org.springframework.data
spring-data-elasticsearch
3.0.10.RELEASE
spring-libs-release
Spring Releases
https://repo.spring.io/libs-release
false
2.配置Data ES
spring:
data:
elasticsearch:
cluster-nodes: localhost:9300 # 配置IP及端口号
cluster-name: elasticsearch
# cluster-name: elasticsearch622 # 配置集群名,默认为elasticsearch,如果手动更改过,这里一定要指定
# repositories:
# enabled: true
3.创建ElasticsearchRepository
实例对象
public interface BookRepository extends ElasticsearchRepository {
Book findByName(String name);
List findByAuthor(String author);
Book findBookById(String id);
}
4.配置Repositories
扫描
/**
* @author liuwg-a
* @date 2018/9/18 14:04
* @description 基础包的注释驱动配置,配置自动扫描的repositories根目录
*/
@Configuration
@EnableElasticsearchRepositories(basePackages = "com.glodon.repositories")
public interface ESConfig {
}
5.控制器一顿操作,增、删、改、查
package com.glodon.controllers;
import com.glodon.models.Book;
import com.glodon.repositories.BookRepository;
import org.apache.commons.lang3.StringUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.http.HttpStatus;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.*;
/**
* @author liuwg-a
* @date 2018/9/18 10:43
* @description
*/
@RequestMapping("/book")
@RestController
public class BookController {
@Autowired
BookRepository bookRepository;
@RequestMapping(value = "/add_index", method = RequestMethod.POST)
public ResponseEntity indexDoc(@RequestBody Book book) {
System.out.println("book===" + book);
bookRepository.save(book);
return new ResponseEntity("save executed!", HttpStatus.OK);
}
@RequestMapping(value = "/", method = RequestMethod.GET)
public ResponseEntity getAll() {
Iterable all = bookRepository.findAll();
return new ResponseEntity(all, HttpStatus.OK);
}
@RequestMapping(value = "/{name}", method = RequestMethod.GET)
public ResponseEntity getByName(@PathVariable("name") String name) {
Book book = bookRepository.findByName(name);
return new ResponseEntity(book, HttpStatus.OK);
}
@RequestMapping(value = "/{id}", method = RequestMethod.PUT)
public ResponseEntity updateBook(@PathVariable("id") String id,
@RequestBody Book updateBook) {
Book book = bookRepository.findBookById(id);
if (StringUtils.isNotBlank(updateBook.getId())) {
book.setId(updateBook.getId());
}
if (StringUtils.isNotBlank(updateBook.getName())) {
book.setName(updateBook.getName());
}
if (StringUtils.isNotBlank(updateBook.getAuthor())) {
book.setAuthor(updateBook.getAuthor());
}
bookRepository.save(book);
return new ResponseEntity(book, HttpStatus.OK);
}
@RequestMapping(value = "/{id}", method = RequestMethod.DELETE)
public ResponseEntity deleteBook(@PathVariable("id") String id) {
bookRepository.deleteById(id);
return new ResponseEntity("delete execute!", HttpStatus.OK);
}
}
具体案例见Jacksonary/elasticsearch_data中的es_java_data模块。
后来我再次尝试上述的配置也是可以操作ES 5.5.0版本。
ES官方对于不同语言操作提供了不同客户端,上述只是入门的简单操作,具体参看Elasticsearch Clients。