外网没法访问云主机HDFS文件系统

1、问题背景:
1.云主机是 Linux 环境,搭建 Hadoop 伪分布式
公网 IP:139.198.18.xxx
内网 IP:192.168.137.2
主机名:hadoop001
2.本地的core-site.xml配置以下:java

<configuration>
<property>
        <name>fs.defaultFS</name>
        <value>hdfs://hadoop001:9001</value>
</property>
<property>
        <name>hadoop.tmp.dir</name>
        <value>hdfs://hadoop001:9001/hadoop/tmp</value>
</property>
</configuration>

3.本地的hdfs-site.xml配置以下:node

<configuration>
<property>
       <name>dfs.replication</name>
       <value>1</value>
 </property>
</configuration>

4.云主机hosts文件配置:apache

[hadoop@hadoop001 ~]$ cat /etc/hosts
127.0.0.1   localhost localhost.localdomain localhost4 localhost4.localdomain4
::1         localhost localhost.localdomain localhost6 localhost6.localdomain6

# hostname loopback address
  192.168.137.2   hadoop001

云主机将内网IP和主机名hadoop001作了映射
5.本地hosts文件配置浏览器

139.198.18.XXX     hadoop001

本地已经将公网IP和域名hadoop001作了映射
2、问题症状
1.在云主机上开启 HDFS,JPS 查看进程都没有异常,经过 Shell 操做 HDFS 文件也没有问题
2.经过浏览器访问 50070 端口管理界面也没有问题
3.在本地机器上使用 Java API 操做远程 HDFS 文件,URI 使用公网 IP,代码以下:服务器

val uri = new URI("hdfs://hadoop001:9001")
val fs = FileSystem.get(uri,conf)
val listfiles = fs.listFiles(new Path("/data"),true)
    while (listfiles.hasNext) {
    val nextfile = listfiles.next()
    println("get file path:" + nextfile.getPath().toString())
    }
------------------------------运行结果---------------------------------
get file path:hdfs://hadoop001:9001/data/infos.txt

4.在本地机器使用SparkSQL读取hdfs上的文件并转换为DF的过程当中app

object SparkSQLApp {
  def main(args: Array[String]): Unit = {
  val spark = SparkSession.builder().appName("SparkSQLApp").master("local[2]").getOrCreate()
  val info = spark.sparkContext.textFile("/data/infos.txt")
  import spark.implicits._
  val infoDF = info.map(_.split(",")).map(x=>Info(x(0).toInt,x(1),x(2).toInt)).toDF()
  infoDF.show()
  spark.stop()
  }
  case class Info(id:Int,name:String,age:Int)
}

出现以下报错信息:dom

....
....
....
19/02/23 16:07:00 INFO Executor: Running task 0.0 in stage 0.0 (TID 0)
19/02/23 16:07:00 INFO HadoopRDD: Input split: hdfs://hadoop001:9001/data/infos.txt:0+17
19/02/23 16:07:21 WARN BlockReaderFactory: I/O error constructing remote block reader.
java.net.ConnectException: Connection timed out: no further information
    at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
    at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:717)
.....
....
19/02/23 16:07:21 INFO DFSClient: Could not obtain BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 from any node: java.io.IOException: No live nodes contain block BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 after checking nodes = [DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]], ignoredNodes = null No live nodes contain current block Block locations: DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK] Dead nodes:  DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]. Will get new block locations from namenode and retry...
19/02/23 16:07:21 WARN DFSClient: DFS chooseDataNode: got # 1 IOException, will wait for 272.617680460432 msec.
19/02/23 16:07:42 WARN BlockReaderFactory: I/O error constructing remote block reader.
java.net.ConnectException: Connection timed out: no further information
    at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
    at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:717)
...
...
19/02/23 16:07:42 WARN DFSClient: Failed to connect to /192.168.137.2:50010 for block, add to deadNodes and continue. java.net.ConnectException: Connection timed out: no further information
java.net.ConnectException: Connection timed out: no further information
    at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
    at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:717)
    at org.apache.hadoop.net.SocketIOWithTimeout.connect(SocketIOWithTimeout.java:206)
    at org.apache.hadoop.net.NetUtils.connect(NetUtils.java:530)
    at org.apache.hadoop.hdfs.DFSClient.newConnectedPeer(DFSClient.java:3499)
...
...
19/02/23 16:08:12 WARN DFSClient: Failed to connect to /192.168.137.2:50010 for block, add to deadNodes and continue. java.net.ConnectException: Connection timed out: no further information
java.net.ConnectException: Connection timed out: no further information
    at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
    at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:717)
    at org.apache.hadoop.net.SocketIOWithTimeout.connect(SocketIOWithTimeout.java:206)
    at org.apache.hadoop.net.NetUtils.connect(NetUtils.java:530)
...
...
19/02/23 16:08:12 INFO DFSClient: Could not obtain BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 from any node: java.io.IOException: No live nodes contain block BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 after checking nodes = [DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]], ignoredNodes = null No live nodes contain current block Block locations: DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK] Dead nodes:  DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]. Will get new block locations from namenode and retry...
19/02/23 16:08:12 WARN DFSClient: DFS chooseDataNode: got # 3 IOException, will wait for 11918.913311370841 msec.
19/02/23 16:08:45 WARN BlockReaderFactory: I/O error constructing remote block reader.
java.net.ConnectException: Connection timed out: no further information
    at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
    at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:717)
...
...
19/02/23 16:08:45 WARN DFSClient: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt No live nodes contain current block Block locations: DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK] Dead nodes:  DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]. Throwing a BlockMissingException
19/02/23 16:08:45 WARN DFSClient: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt No live nodes contain current block Block locations: DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK] Dead nodes:  DatanodeInfoWithStorage[192.168.137.2:50010,DS-fb2e7244-165e-41a5-80fc-4bb90ae2c8cd,DISK]. Throwing a BlockMissingException
19/02/23 16:08:45 WARN DFSClient: DFS Read
org.apache.hadoop.hdfs.BlockMissingException: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt
    at org.apache.hadoop.hdfs.DFSInputStream.chooseDataNode(DFSInputStream.java:1001)
...
...
19/02/23 16:08:45 WARN TaskSetManager: Lost task 0.0 in stage 0.0 (TID 0, localhost, executor driver): org.apache.hadoop.hdfs.BlockMissingException: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt
    at org.apache.hadoop.hdfs.DFSInputStream.chooseDataNode(DFSInputStream.java:1001)
    at org.apache.hadoop.hdfs.DFSInputStream.blockSeekTo(DFSInputStream.java:648)
...
...
19/02/23 16:08:45 ERROR TaskSetManager: Task 0 in stage 0.0 failed 1 times; aborting job
19/02/23 16:08:45 INFO TaskSchedulerImpl: Removed TaskSet 0.0, whose tasks have all completed, from pool 
19/02/23 16:08:45 INFO TaskSchedulerImpl: Cancelling stage 0
19/02/23 16:08:45 INFO DAGScheduler: ResultStage 0 (show at SparkSQLApp.scala:30) failed in 105.618 s due to Job aborted due to stage failure: Task 0 in stage 0.0 failed 1 times, most recent failure: Lost task 0.0 in stage 0.0 (TID 0, localhost, executor driver): org.apache.hadoop.hdfs.BlockMissingException: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt
    at org.apache.hadoop.hdfs.DFSInputStream.chooseDataNode(DFSInputStream.java:1001)
...
...
Caused by: org.apache.hadoop.hdfs.BlockMissingException: Could not obtain block: BP-1358284489-192.168.137.2-1550394746448:blk_1073741840_1016 file=/data/infos.txt
    at org.apache.hadoop.hdfs.DFSInputStream.chooseDataNode(DFSInputStream.java:1001)
...
...

3、问题分析
1.本地 Shell 能够正常操做,排除集群搭建和进程没有启动的问题
2.云主机没有设置防火墙,排除防火墙没关的问题
3.云服务器防火墙开放了 DataNode 用于数据传输服务端口 默认是 50010
4.我在本地搭建了另外一台虚拟机,该虚拟机和本地在同一局域网,本地能够正常操做该虚拟机的hdfs,基本肯定了是因为内外网的缘由。
5.查阅资料发现 HDFS 中的文件夹和文件名都是存放在 NameNode 上,操做不须要和 DataNode 通讯,所以能够正常建立文件夹和建立文件说明本地和远程 NameNode 通讯没有问题。那么极可能是本地和远程 DataNode 通讯有问题
4、问题猜测
因为本地测试和云主机不在一个局域网,hadoop配置文件是之内网ip做为机器间通讯的ip。在这种状况下,咱们可以访问到namenode机器,namenode会给咱们数据所在机器的ip地址供咱们访问数据传输服务,可是当写数据的时候,NameNode 和DataNode 是经过内网通讯的,返回的是datanode内网的ip,咱们没法根据该IP访问datanode服务器。
咱们来看一下其中一部分报错信息:分布式

19/02/23 16:07:21 WARN BlockReaderFactory: I/O error constructing remote block reader.
java.net.ConnectException: Connection timed out: no further information
...
19/02/23 16:07:42 WARN DFSClient: Failed to connect to /192.168.137.2:50010 for block, add to deadNodes and continue....

从报错信息中能够看出,链接不到192.168.137.2:50010,也就是datanode的地址,由于外网必须访问“139.198.18.XXX:50010”才能访问到datanode。
为了可以让开发机器访问到hdfs,咱们能够经过域名访问hdfs,让namenode返回给咱们datanode的域名。
5、问题解决
1.尝试一:
在开发机器的hosts文件中配置datanode对应的外网ip和域名(上文已经配置),而且在与hdfs交互的程序中添加以下代码:oop

val conf = new Configuration()
conf.set("dfs.client.use.datanode.hostname", "true")

报错依旧
2.尝试二:测试

val spark = SparkSession
      .builder()
      .appName("SparkSQLApp")
       .master("local[2]")
      .config("dfs.client.use.datanode.hostname", "true")
      .getOrCreate()

报错依旧
3.尝试三:
在hdfs-site.xml中添加以下配置:

<property>
        <name>dfs.client.use.datanode.hostname</name>
        <value>true</value>
    </property>

运行成功
经过查阅资料,建议在hdfs-site.xml中增长dfs.datanode.
use.datanode.hostname属性,表示datanode之间的通讯也经过域名方式

<property>
        <name>dfs.datanode.use.datanode.hostname</name>
        <value>true</value>
    </property>

这样可以使得更换内网IP变得十分简单、方便,并且可让特定datanode间的数据交换变得更容易。但与此同时也存在一个反作用,当DNS解析失败时会致使整个Hadoop不能正常工做,因此要保证DNS的可靠

总结:将默认的经过IP访问,改成经过域名方式访问。

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