在Hadoop分布式模式部署完成后，通过start-dfs.sh启动NameNode、DataNode、SecondaryNameNode，在master节点通过jps命令查看，看到NameNode、SecondaryNameNode已启动，在slave节点通过jps命令查看，DataNode也已经启动。（此时颇为欣喜，首次完全分布式部署即成功，但是。。。）
1 发现问题
准备好WordCount测试用例所需文件，通过hadoop fs -put file /命令上传文件，发现居然报错，这可是在单节点伪分布模式中操作无数次的命令啊>_<
14/10/13 14:40:25 WARN hdfs.DFSClient: DataStreamer Exception org.apache.hadoop.ipc.RemoteException(java.io.IOException): File /input/test._COPYING_ could only be replicated to 0 nodes instead of minReplication (=1). There are 0 datanode(s) running and no node(s) are excluded in this operation. at org.apache.hadoop.hdfs.server.blockmanagement.BlockManager.chooseTarget(BlockManager.java:1441) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getAdditionalBlock(FSNamesystem.java:2702) at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.addBlock(NameNodeRpcServer.java:584) at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.addBlock(ClientNamenodeProtocolServerSideTranslatorPB.java:440) at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java) at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:585) at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:928) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2013) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2009) at java.security.AccessController.doPrivileged(Native Method) at javax.security.auth.Subject.doAs(Subject.java:396) at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1556) at org.apache.hadoop.ipc.Server$Handler.run(Server.java:2007) at org.apache.hadoop.ipc.Client.call(Client.java:1410) at org.apache.hadoop.ipc.Client.call(Client.java:1363) at org.apache.hadoop.ipc.ProtobufRpcEngine$Invoker.invoke(ProtobufRpcEngine.java:206) at com.sun.proxy.$Proxy14.addBlock(Unknown Source) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25) at java.lang.reflect.Method.invoke(Method.java:597) at org.apache.hadoop.io.retry.RetryInvocationHandler.invokeMethod(RetryInvocationHandler.java:190) at org.apache.hadoop.io.retry.RetryInvocationHandler.invoke(RetryInvocationHandler.java:103) at com.sun.proxy.$Proxy14.addBlock(Unknown Source) at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolTranslatorPB.addBlock(ClientNamenodeProtocolTranslatorPB.java:361) at org.apache.hadoop.hdfs.DFSOutputStream$DataStreamer.locateFollowingBlock(DFSOutputStream.java:1439) at org.apache.hadoop.hdfs.DFSOutputStream$DataStreamer.nextBlockOutputStream(DFSOutputStream.java:1261) at org.apache.hadoop.hdfs.DFSOutputStream$DataStreamer.run(DFSOutputStream.java:525) put: File /input/test._COPYING_ could only be replicated to 0 nodes instead of minReplication (=1). There are 0 datanode(s) running and no node(s) are excluded in this operation.
仔细看看错误，could only be replicated to 0 nodes，居然是0个节点。
通过访问http://master:50070通过web ui查看节点状态，发现Live Nodes为0，Dead Nodes也为0，说明slave节点的DataNode节点虽然启动正常，但是与master通信失败，查看slave上的datanode的日志，发现出现信息发送失败的日志：
2014-10-13 14:04:46,379 INFO org.apache.hadoop.ipc.Server: Starting Socket Reader #1 for port 50020 2014-10-13 14:04:46,496 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Opened IPC server at /0.0.0.0:50020 2014-10-13 14:04:46,531 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Refresh request received for nameservices: null 2014-10-13 14:04:46,856 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Starting BPOfferServices for nameservices: <default> 2014-10-13 14:04:46,905 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Block pool <registering> (Datanode Uuid unassigned) service to master/192.168.1.132:9000 starting to offer service 2014-10-13 14:04:46,970 INFO org.apache.hadoop.ipc.Server: IPC Server listener on 50020: starting 2014-10-13 14:04:46,967 INFO org.apache.hadoop.ipc.Server: IPC Server Responder: starting 2014-10-13 14:04:51,373 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 0 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS) 2014-10-13 14:04:52,375 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 1 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS) 2014-10-13 14:04:53,376 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 2 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS) 。。。 2014-10-13 14:05:00,394 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 9 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS) 2014-10-13 14:05:00,396 WARN org.apache.hadoop.hdfs.server.datanode.DataNode: Problem connecting to server: master/192.168.1.132:9000
2 分析问题
通过日志可以看出，slave节点的DataNode启动成功之后尝试向master传输心跳信息，每轮尝试10次，全部失败，然后继续向master传输信息。
再次检查各种配置：/etc/hosts文件、slaves文件、ssh无密码登录、.bashrc中的环境变量、core-site.xml、hdfs-site.xml、mapred-site.xml、yarn-site.xml，检查结果为正常，所有配置无误。
再分析，因为master向slave节点发送启动请求成功，slave启动DataNode，但是slave节点向master返回心跳失败。通过ping命令验证一番，master与slave互相能够平通，说明两个节点间通信正常。
此时只剩下一种可能：防火墙。福尔摩斯说过，把所有不可能的情况剔除后，剩下的就是答案。
3 解决问题
使用root用户查看master节点的防火墙是否启动：/etc/init.d/iptables status
Table: filter Chain INPUT (policy ACCEPT) num target prot opt source destination 1 ACCEPT all -- 0.0.0.0/0 0.0.0.0/0 state RELATED,ESTABLISHED 2 ACCEPT icmp -- 0.0.0.0/0 0.0.0.0/0 3 ACCEPT all -- 0.0.0.0/0 0.0.0.0/0 4 ACCEPT tcp -- 0.0.0.0/0 0.0.0.0/0 state NEW tcp dpt:22 5 REJECT all -- 0.0.0.0/0 0.0.0.0/0 reject-with icmp-host-prohibited Chain FORWARD (policy ACCEPT) num target prot opt source destination 1 REJECT all -- 0.0.0.0/0 0.0.0.0/0 reject-with icmp-host-prohibited Chain OUTPUT (policy ACCEPT) num target prot opt source destination
通过/etc/init.d/iptables stop命令直接关闭防火墙，在查看slave的DataNode日志：
2014-10-13 14:56:23,646 INFO org.apache.hadoop.hdfs.server.common.Storage: Data-node version: -55 and name-node layout version: -56 2014-10-13 14:56:23,662 INFO org.apache.hadoop.hdfs.server.common.Storage: Lock on /home/lxh/hadoop/hdfs/data/in_use.lock acquired by nodename 2737@slave2 2014-10-13 14:56:23,790 INFO org.apache.hadoop.hdfs.server.common.Storage: Analyzing storage directories for bpid BP-480719120-192.168.1.132-1413164135404 2014-10-13 14:56:23,791 INFO org.apache.hadoop.hdfs.server.common.Storage: Locking is disabled 2014-10-13 14:56:23,791 INFO org.apache.hadoop.hdfs.server.common.Storage: Restored 0 block files from trash. 2014-10-13 14:56:23,793 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Setting up storage: nsid=161264755;bpid=BP-480719120-192.168.1.132-1413164135404;lv=-55;nsInfo=lv=-56;cid=CID-84fef657-142a-46c4-8329-3df7025286a0;nsid=161264755;c=0;bpid=BP-480719120-192.168.1.132-1413164135404;dnuuid=62322351-4f82-42eb-baa4-f3b38675234e 2014-10-13 14:56:23,815 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Added volume - /home/lxh/hadoop/hdfs/data/current, StorageType: DISK 2014-10-13 14:56:23,951 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Registered FSDatasetState MBean 2014-10-13 14:56:23,979 INFO org.apache.hadoop.hdfs.server.datanode.DirectoryScanner: Periodic Directory Tree Verification scan starting at 1413202418979 with interval 21600000 2014-10-13 14:56:23,984 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Adding block pool BP-480719120-192.168.1.132-1413164135404 2014-10-13 14:56:23,986 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Scanning block pool BP-480719120-192.168.1.132-1413164135404 on volume /home/lxh/hadoop/hdfs/data/current... 2014-10-13 14:56:24,047 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Time taken to scan block pool BP-480719120-192.168.1.132-1413164135404 on /home/lxh/hadoop/hdfs/data/current: 59ms 2014-10-13 14:56:24,047 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Total time to scan all replicas for block pool BP-480719120-192.168.1.132-1413164135404: 62ms 2014-10-13 14:56:24,049 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Adding replicas to map for block pool BP-480719120-192.168.1.132-1413164135404 on volume /home/lxh/hadoop/hdfs/data/current... 2014-10-13 14:56:24,050 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Time to add replicas to map for block pool BP-480719120-192.168.1.132-1413164135404 on volume /home/lxh/hadoop/hdfs/data/current: 0ms 2014-10-13 14:56:24,050 INFO org.apache.hadoop.hdfs.server.datanode.fsdataset.impl.FsDatasetImpl: Total time to add all replicas to map: 3ms 2014-10-13 14:56:24,052 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Block pool BP-480719120-192.168.1.132-1413164135404 (Datanode Uuid null) service to master/192.168.1.132:9000 beginning handshake with NN 2014-10-13 14:56:24,109 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Block pool Block pool BP-480719120-192.168.1.132-1413164135404 (Datanode Uuid null) service to master/192.168.1.132:9000 successfully registered with NN 2014-10-13 14:56:24,109 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: For namenode master/192.168.1.132:9000 using DELETEREPORT_INTERVAL of 300000 msec BLOCKREPORT_INTERVAL of 21600000msec CACHEREPORT_INTERVAL of 10000msec Initial delay: 0msec; heartBeatInterval=3000 2014-10-13 14:56:24,249 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Namenode Block pool BP-480719120-192.168.1.132-1413164135404 (Datanode Uuid 62322351-4f82-42eb-baa4-f3b38675234e) service to master/192.168.1.132:9000 trying to claim ACTIVE state with txid=430 2014-10-13 14:56:24,249 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Acknowledging ACTIVE Namenode Block pool BP-480719120-192.168.1.132-1413164135404 (Datanode Uuid 62322351-4f82-42eb-baa4-f3b38675234e) service to master/192.168.1.132:9000 2014-10-13 14:56:24,350 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Sent 1 blockreports 0 blocks total. Took 1 msec to generate and 100 msecs for RPC and NN processing. Got back commands org.apache.hadoop.hdfs.server.protocol.FinalizeCommand@563b100c 2014-10-13 14:56:24,354 INFO org.apache.hadoop.hdfs.server.datanode.DataNode: Got finalize command for block pool BP-480719120-192.168.1.132-1413164135404 2014-10-13 14:56:24,369 INFO org.apache.hadoop.util.GSet: Computing capacity for map BlockMap 2014-10-13 14:56:24,370 INFO org.apache.hadoop.util.GSet: VM type = 64-bit 2014-10-13 14:56:24,373 INFO org.apache.hadoop.util.GSet: 0.5% max memory 966.7 MB = 4.8 MB 2014-10-13 14:56:24,375 INFO org.apache.hadoop.util.GSet: capacity = 2^19 = 524288 entries 2014-10-13 14:56:24,376 INFO org.apache.hadoop.hdfs.server.datanode.BlockPoolSliceScanner: Periodic Block Verification Scanner initialized with interval 504 hours for block pool BP-480719120-192.168.1.132-1413164135404 2014-10-13 14:56:24,389 INFO org.apache.hadoop.hdfs.server.datanode.DataBlockScanner: Added bpid=BP-480719120-192.168.1.132-1413164135404 to blockPoolScannerMap, new size=1
问题解决。
为了以防万一，再次把master的防火墙打开/etc/init.d/iptables start，再查看slave的DataNode日志：
2014-10-13 14:57:45,119 WARN org.apache.hadoop.hdfs.server.datanode.DataNode: IOException in offerService java.net.SocketTimeoutException: Call From slave2/192.168.1.133 to master:9000 failed on socket timeout exception: java.net.SocketTimeoutException: 60000 millis timeout while waiting for channel to be ready for read. ch : java.nio.channels.SocketChannel[connected local=/192.168.1.133:39010 remote=master/192.168.1.132:9000]; For more details see: http://wiki.apache.org/hadoop/SocketTimeout at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method) at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:39) at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:27) at java.lang.reflect.Constructor.newInstance(Constructor.java:513) at org.apache.hadoop.net.NetUtils.wrapWithMessage(NetUtils.java:783) at org.apache.hadoop.net.NetUtils.wrapException(NetUtils.java:749) at org.apache.hadoop.ipc.Client.call(Client.java:1414) at org.apache.hadoop.ipc.Client.call(Client.java:1363) at org.apache.hadoop.ipc.ProtobufRpcEngine$Invoker.invoke(ProtobufRpcEngine.java:206) at com.sun.proxy.$Proxy14.sendHeartbeat(Unknown Source) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25) at java.lang.reflect.Method.invoke(Method.java:597) at org.apache.hadoop.io.retry.RetryInvocationHandler.invokeMethod(RetryInvocationHandler.java:190) at org.apache.hadoop.io.retry.RetryInvocationHandler.invoke(RetryInvocationHandler.java:103) at com.sun.proxy.$Proxy14.sendHeartbeat(Unknown Source) at org.apache.hadoop.hdfs.protocolPB.DatanodeProtocolClientSideTranslatorPB.sendHeartbeat(DatanodeProtocolClientSideTranslatorPB.java:178) at org.apache.hadoop.hdfs.server.datanode.BPServiceActor.sendHeartBeat(BPServiceActor.java:570) at org.apache.hadoop.hdfs.server.datanode.BPServiceActor.offerService(BPServiceActor.java:668) at org.apache.hadoop.hdfs.server.datanode.BPServiceActor.run(BPServiceActor.java:838) at java.lang.Thread.run(Thread.java:662) Caused by: java.net.SocketTimeoutException: 60000 millis timeout while waiting for channel to be ready for read. ch : java.nio.channels.SocketChannel[connected local=/192.168.1.133:39010 remote=master/192.168.1.132:9000] at org.apache.hadoop.net.SocketIOWithTimeout.doIO(SocketIOWithTimeout.java:164) at org.apache.hadoop.net.SocketInputStream.read(SocketInputStream.java:161) at org.apache.hadoop.net.SocketInputStream.read(SocketInputStream.java:131) at java.io.FilterInputStream.read(FilterInputStream.java:116) at java.io.FilterInputStream.read(FilterInputStream.java:116) at org.apache.hadoop.ipc.Client$Connection$PingInputStream.read(Client.java:510) at java.io.BufferedInputStream.fill(BufferedInputStream.java:218) at java.io.BufferedInputStream.read(BufferedInputStream.java:237) at java.io.DataInputStream.readInt(DataInputStream.java:370) at org.apache.hadoop.ipc.Client$Connection.receiveRpcResponse(Client.java:1054) at org.apache.hadoop.ipc.Client$Connection.run(Client.java:949) 2014-10-13 14:57:46,128 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 0 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS) 2014-10-13 14:57:47,129 INFO org.apache.hadoop.ipc.Client: Retrying connect to server: master/192.168.1.132:9000. Already tried 1 time(s); retry policy is RetryUpToMaximumCountWithFixedSleep(maxRetries=10, sleepTime=1000 MILLISECONDS)
果然，引起错误的原因是master的防火墙。
4 总结问题
因为master与slave之间通信正常，互相可以ping通，所以master的命令可以向slave下发，slave接收到启动命令，开始启动DataNode，并在启动成功后，向master节点发送心跳信息。在正常情况下，master接收到心跳信息，记录该节点的DataNode为正常，可以讲hdfs上的数据复制到该节点，并能够在该节点进行运算。
但由于防火墙拦截，slave的心跳信息不能够传递给master，所以master认为该节点不存在，所以不会记录在Live Nodes和Dead Nodes中，对master来说，该节点就变成了消失的幽灵节点。
在解决过程中，出于安全方面的考虑，应该开放master的9000端口，而不是关闭防火墙。因为我是在虚拟机中进行的测试环境，所以直接关闭，而且还通过chkconfig iptables off命令，使防火墙开机不启动了。
