Hadoop重新格式化后，仍然datanode启动失败，查看log:
org.apache.hadoop.hdfs.server.datanode.DataNode: Java.io.IOException: Incompatible namespaceIDs in /home/admin/joe.wangh/hadoop/data/dfs.data.dir: namenode namespaceID = 898136669; datanode namespaceID = 2127444065
搜索了网上，尝试了一下，可行！
Workaround 1: Start from scratch
I can testify that the following steps solve this error, but the side effects won't make you happy (me neither). The crude workaround I have found is to:
1. stop the cluster
2. delete the data directory on the problematic datanode: the directory is specified by dfs.data.dir in conf/hdfs-site.xml; if you followed this tutorial, the relevant directory is /usr/local/hadoop-datastore/hadoop-hadoop/dfs/data
3. reformat the namenode (NOTE: all HDFS data is lost during this process!)
4. restart the cluster
When deleting all the HDFS data and starting from scratch does not sound like a good idea (it might be ok during the initial setup/testing), you might give the second approach a try.
Workaround 2: Updating namespaceID of problematic datanodes
Big thanks to Jared Stehler for the following suggestion. I have not tested it myself yet, but feel free to try it out and send me your feedback. This workaround is "minimally invasive" as you only have to edit one file on the problematic datanodes:
1. stop the datanode
2. edit the value of namespaceID in <dfs.data.dir>/current/VERSION to match the value of the current namenode
3. restart the datanode
If you followed the instructions in my tutorials, the full path of the relevant file is /usr/local/hadoop-datastore/hadoop-hadoop/dfs/data/current/VERSION (background: dfs.data.dir is by default set to ${hadoop.tmp.dir}/dfs/data, and we set hadoop.tmp.dir to /usr/local/hadoop-datastore/hadoop-hadoop).
If you wonder how the contents of VERSION look like, here's one of mine:
#contents of <dfs.data.dir>/current/VERSION
namespaceID=393514426
storageID=DS-1706792599-10.10.10.1-50010-1204306713481
cTime=1215607609074
storageType=DATA_NODE
layoutVersion=-13
原因:每次namenode format会重新创建一个namenodeId,而dfs/data下包含了上次format下的namenode id,namenode format清空了namenode下的数据,但是没有清空datanode下的数据,导致启动时新创建的namenodeId与datanode 中显示的namenodeId不一致，clusterId 冲突而失败,所要做的就是每次fotmat前,清空dfs/data一下 的目录.