使用 Rest 高级客户端检索数据或将数据插入弹性搜索时的 SocketTimeoutException



我在从弹性检索/插入数据时面临SocketTimeoutException。当周围有10-30 request/second时,就会发生这种情况.这些请求是获取/放置的组合。

这是我的弹性配置:

  • 3 master nodes4GB RAM每个人
  • 2 data nodes8GM RAM每个人
  • 连接到上述数据节点的 Azure 负载均衡器(似乎只打开了 9200 端口)。Java 客户端连接到此负载均衡器,因为它仅公开。
  • 弹性版本:7.2.0
  • 其余高级客户端:

    <dependency>
    <groupId>org.elasticsearch.client</groupId>
    <artifactId>elasticsearch-rest-high-level-client</artifactId>
    <version>7.2.0</version>
    </dependency>
    <dependency>
    <groupId>org.elasticsearch</groupId>
    <artifactId>elasticsearch</artifactId>
    <version>7.2.0</version>
    </dependency>
    

指数信息:

  • 索引分片:2
  • 索引副本:1
  • 索引总字段数:10000
  • 来自 kibana 的索引大小:总计 -27.2 MB&Primaries: 12.2MB
  • 指数结构:
    {
    "dev-index": {
    "mappings": {
    "properties": {
    "dataObj": {
    "type": "object",
    "enabled": false
    },
    "generatedID": {
    "type": "keyword"
    },
    "transNames": { //it's array of string
    "type": "keyword"
    }
    }
    }
    }
    }
    
  • 动态映射已禁用。

以下是我的elastic Config文件。在这里,我有两个连接 bean,一个用于读取,另一个用于写入弹性。

ElasticConfig.java:

@Configuration
public class ElasticConfig {
@Value("${elastic.host}")
private String elasticHost;
@Value("${elastic.port}")
private int elasticPort;
@Value("${elastic.user}")
private String elasticUser;
@Value("${elastic.pass}")
private String elasticPass;
@Value("${elastic-timeout:20}")
private int timeout;
@Bean(destroyMethod = "close")
@Qualifier("readClient")
public RestHighLevelClient readClient(){
final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
credentialsProvider.setCredentials(AuthScope.ANY, new UsernamePasswordCredentials(elasticUser, elasticPass));
RestClientBuilder builder = RestClient
.builder(new HttpHost(elasticHost, elasticPort))
.setHttpClientConfigCallback(httpClientBuilder -> 
httpClientBuilder
.setDefaultCredentialsProvider(credentialsProvider)
.setDefaultIOReactorConfig(IOReactorConfig.custom().setIoThreadCount(5).build())
);
builder.setRequestConfigCallback(requestConfigBuilder -> 
requestConfigBuilder
.setConnectTimeout(10000)
.setSocketTimeout(60000)
.setConnectionRequestTimeout(0)
);
RestHighLevelClient restClient = new RestHighLevelClient(builder);
return restClient;
}
@Bean(destroyMethod = "close")
@Qualifier("writeClient")
public RestHighLevelClient writeClient(){
final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
credentialsProvider.setCredentials(AuthScope.ANY, new UsernamePasswordCredentials(elasticUser, elasticPass));
RestClientBuilder builder = RestClient
.builder(new HttpHost(elasticHost, elasticPort))
.setHttpClientConfigCallback(httpClientBuilder -> 
httpClientBuilder
.setDefaultCredentialsProvider(credentialsProvider)
.setDefaultIOReactorConfig(IOReactorConfig.custom().setIoThreadCount(5).build())
);
builder.setRequestConfigCallback(requestConfigBuilder -> 
requestConfigBuilder
.setConnectTimeout(10000)
.setSocketTimeout(60000)
.setConnectionRequestTimeout(0)
);
RestHighLevelClient restClient = new RestHighLevelClient(builder);
return restClient;
}
}

这是调用弹性的函数,如果数据在弹性中可用,它将获取它,否则它将生成数据并放入弹性中。

public Object getData(Request request) {
DataObj elasticResult = elasticService.getData(request);
if(elasticResult!=null){
return elasticResult;
}
else{
//code to generate data
DataObj generatedData = getData();//some function which will generated data
//put above data into elastic by Async call.
elasticAsync.putData(generatedData);
return generatedData;
}
}

ElasticService.java getData Function:

@Service
public class ElasticService {
@Value("${elastic.index}")
private String elasticIndex;
@Autowired
@Qualifier("readClient")
private RestHighLevelClient readClient;
public DataObj getData(Request request){
String generatedId = request.getGeneratedID();
GetRequest getRequest = new GetRequest()
.index(elasticIndex)   //elastic index name
.id(generatedId);   //retrieving by index id from elastic _id field (as key-value)
DataObj result = null;
try {
GetResponse response = readClient.get(getRequest, RequestOptions.DEFAULT);
if(response.isExists()) {
ObjectMapper objectMapper = new ObjectMapper();
result = objectMapper.readValue(response.getSourceAsString(), DataObj.class);
}
}  catch (Exception e) {
LOGGER.error("Exception occurred during  fetch from elastic !!!! " + ,e);
}
return result;
}
}

弹性异步.java异步放数据功能:

@Service
public class ElasticAsync {
private static final Logger LOGGER = Logger.getLogger(ElasticAsync.class.getName());
@Value("${elastic.index}")
private String elasticIndex;
@Autowired
@Qualifier("writeClient")
private RestHighLevelClient writeClient;
@Async
public void putData(DataObj generatedData){
ElasticVO updatedRequest = toElasticVO(generatedData);//ElasticVO matches to the structure of index given above.
try {
ObjectMapper objectMapper = new ObjectMapper();
String jsonString = objectMapper.writeValueAsString(updatedRequest);
IndexRequest request = new IndexRequest(elasticIndex);
request.id(generatedData.getGeneratedID());
request.source(jsonString, XContentType.JSON);
request.setRefreshPolicy(WriteRequest.RefreshPolicy.NONE);
request.timeout(TimeValue.timeValueSeconds(5));
IndexResponse indexResponse = writeClient.index(request, RequestOptions.DEFAULT);
LOGGER.info("response id: " + indexResponse.getId());
}
} catch (Exception e) {
LOGGER.error("Exception occurred during saving into elastic !!!!",e);
}

}
}

以下是将数据保存到 elastic 期间发生异常时堆栈跟踪的某些部分:

2019-07-19 07:32:19.997 ERROR [data-retrieval,341e6ecc5b10f3be,1eeb0722983062b2,true] 1 --- [askExecutor-894] a.c.s.a.service.impl.ElasticAsync        : Exception occurred during saving into elastic !!!!
java.net.SocketTimeoutException: 60,000 milliseconds timeout on connection http-outgoing-34 [ACTIVE]
at org.elasticsearch.client.RestClient.extractAndWrapCause(RestClient.java:789) ~[elasticsearch-rest-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestClient.performRequest(RestClient.java:225) ~[elasticsearch-rest-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestClient.performRequest(RestClient.java:212) ~[elasticsearch-rest-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestHighLevelClient.internalPerformRequest(RestHighLevelClient.java:1448) ~[elasticsearch-rest-high-level-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestHighLevelClient.performRequest(RestHighLevelClient.java:1418) ~[elasticsearch-rest-high-level-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestHighLevelClient.performRequestAndParseEntity(RestHighLevelClient.java:1388) ~[elasticsearch-rest-high-level-client-7.2.0.jar!/:7.2.0]
at org.elasticsearch.client.RestHighLevelClient.index(RestHighLevelClient.java:836) ~[elasticsearch-rest-high-level-client-7.2.0.jar!/:7.2.0]

Caused by: java.net.SocketTimeoutException: 60,000 milliseconds timeout on connection http-outgoing-34 [ACTIVE]
at org.apache.http.nio.protocol.HttpAsyncRequestExecutor.timeout(HttpAsyncRequestExecutor.java:387) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.client.InternalIODispatch.onTimeout(InternalIODispatch.java:92) ~[httpasyncclient-4.1.3.jar!/:4.1.3]
at org.apache.http.impl.nio.client.InternalIODispatch.onTimeout(InternalIODispatch.java:39) ~[httpasyncclient-4.1.3.jar!/:4.1.3]
at org.apache.http.impl.nio.reactor.AbstractIODispatch.timeout(AbstractIODispatch.java:175) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.sessionTimedOut(BaseIOReactor.java:263) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractIOReactor.timeoutCheck(AbstractIOReactor.java:492) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.validate(BaseIOReactor.java:213) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractIOReactor.execute(AbstractIOReactor.java:280) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.execute(BaseIOReactor.java:104) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractMultiworkerIOReactor$Worker.run(AbstractMultiworkerIOReactor.java:591) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
... 1 common frames omitted

以下是在将数据检索到 elastic 过程中发生异常时堆栈跟踪的某些部分:

2019-07-19 07:22:37.844 ERROR [data-retrieval,104cf6b2ab5b3349,b302d3d3cd7ebc84,true] 1 --- [o-8080-exec-346] a.c.s.a.service.impl.ElasticService      : Exception occurred during  fetch from elastic !!!! 
java.net.SocketTimeoutException: 60,000 milliseconds timeout on connection http-outgoing-30 [ACTIVE]
at org.elasticsearch.client.RestClient.extractAndWrapCause(RestClient.java:789) ~[elasticsearch-rest-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestClient.performRequest(RestClient.java:225) ~[elasticsearch-rest-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestClient.performRequest(RestClient.java:212) ~[elasticsearch-rest-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestHighLevelClient.internalPerformRequest(RestHighLevelClient.java:1433) ~[elasticsearch-rest-high-level-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestHighLevelClient.performRequest(RestHighLevelClient.java:1403) ~[elasticsearch-rest-high-level-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestHighLevelClient.performRequestAndParseEntity(RestHighLevelClient.java:1373) ~[elasticsearch-rest-high-level-client-7.1.1.jar!/:7.1.1]
at org.elasticsearch.client.RestHighLevelClient.get(RestHighLevelClient.java:699) ~[elasticsearch-rest-high-level-client-7.1.1.jar!/:7.1.1]

Caused by: java.net.SocketTimeoutException: 60,000 milliseconds timeout on connection http-outgoing-30 [ACTIVE]
at org.apache.http.nio.protocol.HttpAsyncRequestExecutor.timeout(HttpAsyncRequestExecutor.java:387) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.client.InternalIODispatch.onTimeout(InternalIODispatch.java:92) ~[httpasyncclient-4.1.3.jar!/:4.1.3]
at org.apache.http.impl.nio.client.InternalIODispatch.onTimeout(InternalIODispatch.java:39) ~[httpasyncclient-4.1.3.jar!/:4.1.3]
at org.apache.http.impl.nio.reactor.AbstractIODispatch.timeout(AbstractIODispatch.java:175) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.sessionTimedOut(BaseIOReactor.java:263) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractIOReactor.timeoutCheck(AbstractIOReactor.java:492) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.validate(BaseIOReactor.java:213) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractIOReactor.execute(AbstractIOReactor.java:280) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.BaseIOReactor.execute(BaseIOReactor.java:104) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
at org.apache.http.impl.nio.reactor.AbstractMultiworkerIOReactor$Worker.run(AbstractMultiworkerIOReactor.java:591) ~[httpcore-nio-4.4.11.jar!/:4.4.11]
... 1 common frames omitted

我已经浏览了几个与stackoverflow&elastic相关的博客,他们提到这个问题可能是由于弹性的RAMcluster配置造成的。然后我将分片从 5 更改为 2,因为只有两个数据节点。还将数据节点的内存从 4GB 增加到 8GB,因为我知道弹性将仅使用总RAM50%.异常的发生已经减少,但问题仍然存在。

有什么可能的方法可以解决这个问题?从经常抛出这种SocketTimeoutException的java/弹性配置的角度来看,我缺少什么?如果您需要有关配置的更多详细信息,请告诉我。

我们遇到了同样的问题,经过相当多的挖掘,我发现了根本原因:客户端和弹性服务器之间的防火墙配置不匹配 TCP 的内核配置保持活动状态。

防火墙会在 3600 秒后丢弃空闲连接。问题是 tcp 保持活动状态的内核参数设置为 7200 秒(在 RedHat 6.x/7.x 中默认):

sysctl -n net.ipv4.tcp_keepalive_time
7200

因此,在发送保持活动状态探测器之前,连接将被丢弃。弹性 http 客户端中的 asyncHttpClient 似乎不能很好地处理掉线的连接,它只是等到套接字超时。

因此,请检查客户端和服务器之间是否有任何具有会话超时或类似会话超时的网络设备(负载平衡器、防火墙、代理等),并增加该超时或降低tcp_keep_alive内核参数。

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