Hadoop集群日常运维

2022-07-04 14:07:56 浏览数 (1)

(一)备份namenode的元数据

namenode中的元数据非常重要,如丢失或者损坏,则整个系统无法使用。因此应该经常对元数据进行备份,最好是异地备份。

1、将元数据复制到远程站点

(1)以下代码将secondary namenode中的元数据复制到一个时间命名的目录下,然后通过scp命令远程发送到其它机器

#!/bin/bash

export dirname=/mnt/tmpHadoop/dfs/namesecondary/current/`date %y%m%d%H`

if [ ! -d ${dirname} ]

then

mkdir  ${dirname}

cp /mnt/tmphadoop/dfs/namesecondary/current/*  ${dirname}

fi

scp -r ${dirname} slave1:/mnt/namenode_backup/

rm -r ${dirname}

(2)配置crontab,定时执行此项工作 0 0,8,14,20 * * * bash /mnt/scripts/namenode_backup_script.sh

2、在远程站点中启动一个本地namenode守护进程,尝试加载这些备份文件,以确定是否已经进行了正确备份。

(二)数据备份 对于重要的数据,不能完全依赖HDFS,而是需要进行备份,注意以下几点 (1)尽量异地备份 (2)如果使用distcp备份至另一个hdfs集群,则不要使用同一版本的hadoop,避免hadoop自身导致数据出错。

(三)文件系统检查 定期在整个文件系统上运行HDFS的fsck工具,主动查找丢失或者损坏的块。 建议每天执行一次。

[jediael@master ~]$ hadoop fsck / ……省略输出(若有错误,则在此外出现,否则只会出现点,一个点表示一个文件)…… .........Status: HEALTHY  Total size:    14466494870 B  Total dirs:    502  Total files:  1592 (Files currently being written: 2)  Total blocks (validated):      1725 (avg. block size 8386373 B)  Minimally replicated blocks:  1725 (100.0 %)  Over-replicated blocks:        0 (0.0 %)  Under-replicated blocks:      648 (37.565216 %)  Mis-replicated blocks:        0 (0.0 %)  Default replication factor:    2  Average block replication:    2.0  Corrupt blocks:                0  Missing replicas:              760 (22.028986 %)  Number of data-nodes:          2  Number of racks:              1 FSCK ended at Sun Mar 01 20:17:57 CST 2015 in 608 milliseconds

The filesystem under path '/' is HEALTHY

(1)若hdfs-site.xml中的dfs.replication设置为3,而实现上只有2个datanode,则在执行fsck时会出现以下错误;

/hbase/Mar0109_webpage/59ad1be6884739c29d0624d1d31a56d9/il/43e6cd4dc61b49e2a57adf0c63921c09:  Under replicated blk_-4711857142889323098_6221. Target Replicas is 3 but found 2 replica(s).

注意,由于原来的dfs.replication为3,后来下线了一台datanode,并将dfs.replication改为2,但原来已创建的文件也会记录dfs.replication为3,从而出现以上错误,并导致 Under-replicated blocks:      648 (37.565216 %)。

(2)fsck工具还可以用来检查一个文件包括哪些块,以及这些块分别在哪等

[jediael@master conf]$ hadoop fsck /hbase/Feb2621_webpage/c23aa183c7cb86af27f15d4c2aee2795/s/30bee5fb620b4cd184412c69f70d24a7 -files -blocks -racks

FSCK started by jediael from /10.171.29.191 for path /hbase/Feb2621_webpage/c23aa183c7cb86af27f15d4c2aee2795/s/30bee5fb620b4cd184412c69f70d24a7 at Sun Mar 01 20:39:35 CST 2015 /hbase/Feb2621_webpage/c23aa183c7cb86af27f15d4c2aee2795/s/30bee5fb620b4cd184412c69f70d24a7 21507169 bytes, 1 block(s):  Under replicated blk_7117944555454804881_3655. Target Replicas is 3 but found 2 replica(s). 0. blk_7117944555454804881_3655 len=21507169 repl=2 [/default-rack/10.171.94.155:50010, /default-rack/10.251.0.197:50010]

Status: HEALTHY  Total size:    21507169 B  Total dirs:    0  Total files:  1  Total blocks (validated):      1 (avg. block size 21507169 B)  Minimally replicated blocks:  1 (100.0 %)  Over-replicated blocks:        0 (0.0 %)  Under-replicated blocks:      1 (100.0 %)  Mis-replicated blocks:        0 (0.0 %)  Default replication factor:    2  Average block replication:    2.0  Corrupt blocks:                0  Missing replicas:              1 (50.0 %)  Number of data-nodes:          2  Number of racks:              1 FSCK ended at Sun Mar 01 20:39:35 CST 2015 in 0 milliseconds

The filesystem under path '/hbase/Feb2621_webpage/c23aa183c7cb86af27f15d4c2aee2795/s/30bee5fb620b4cd184412c69f70d24a7' is HEALTHY

此命令的用法如下:

[jediael@master ~]$ hadoop fsck -files Usage: DFSck <path> [-move | -delete | -openforwrite] [-files [-blocks [-locations | -racks]]]         <path>  start checking from this path         -move  move corrupted files to /lost found         -delete delete corrupted files         -files  print out files being checked         -openforwrite  print out files opened for write         -blocks print out block report         -locations      print out locations for every block         -racks  print out network topology for data-node locations                 By default fsck ignores files opened for write, use -openforwrite to report such files. They are usually  tagged CORRUPT or HEALTHY depending on their block allocation status Generic options supported are -conf <configuration file>    specify an application configuration file -D <property=value>            use value for given property -fs <local|namenode:port>      specify a namenode -jt <local|jobtracker:port>    specify a job tracker -files <comma separated list of files>    specify comma separated files to be copied to the map reduce cluster -libjars <comma separated list of jars>    specify comma separated jar files to include in the classpath. -archives <comma separated list of archives>    specify comma separated archives to be unarchived on the compute machines.

The general command line syntax is bin/hadoop command [genericOptions] [commandOptions]

详细解释请见《hadoop权威指南》P376

(四)均衡器 随时时间推移,各个datanode上的块分布来越来越不均衡,这将降低MR的本地性,导致部分datanode相对更加繁忙。

均衡器是一个hadoop守护进程,它将块从忙碌的DN移动相对空闲的DN,同时坚持块复本放置策略,将复本分散到不同的机器、机架。

建议定期执行均衡器,如每天或者每周。

(1)通过以下命令运行均衡器

[jediael@master log]$ start-balancer.sh starting balancer, logging to /var/log/hadoop/hadoop-jediael-balancer-master.out

查看日志如下:

[jediael@master hadoop]$ pwd

/var/log/hadoop

[jediael@master hadoop]$ ls

hadoop-jediael-balancer-master.log  hadoop-jediael-balancer-master.out

[jediael@master hadoop]$ cat hadoop-jediael-balancer-master.log

2015-03-01 21:08:08,027 INFO org.apache.hadoop.net.NetworkTopology: Adding a new node: /default-rack/10.251.0.197:50010

2015-03-01 21:08:08,028 INFO org.apache.hadoop.net.NetworkTopology: Adding a new node: /default-rack/10.171.94.155:50010

2015-03-01 21:08:08,028 INFO org.apache.hadoop.hdfs.server.balancer.Balancer: 0 over utilized nodes:

2015-03-01 21:08:08,028 INFO org.apache.hadoop.hdfs.server.balancer.Balancer: 0 under utilized nodes:

(2)均衡器将每个DN的使用率与整个集群的使用率接近,这个“接近”是通过-threashold参数指定的,默认是10%。

(3)不同节点之间复制数据的带宽是受限的,默认是1MB/s,可以通过hdfs-site.xml文件中的dfs.balance.bandwithPerSec属性指定(单位是字节)。

(五)datanode块扫描器

每个datanode均会运行一个块扫描器,定期检测本节点上的所有块,若发现存在错误(如检验和错误),则通知namenode,然后由namenode发起数据重新创建复本或者修复。

扫描周期由dfs.datanode.scan.period.hours指定,默认为三周(504小时)。

通过地址以下地址查看扫描信息:

(1)http://datanote:50075/blockScannerReport

列出总体的检测情况

Total Blocks                :  1919 Verified in last hour        :      4 Verified in last day        :    170 Verified in last week        :    535 Verified in last four weeks  :    535 Verified in SCAN_PERIOD      :    535 Not yet verified            :  1384 Verified since restart      :    559 Scans since restart          :    91 Scan errors since restart    :      0 Transient scan errors        :      0 Current scan rate limit KBps :  1024 Progress this period        :    113% Time left in cur period      :  97.14%

(2)http://123.56.92.95:50075/blockScannerReport?listblocks

列出所有的块及最新验证状态

blk_8482244195562050998_3796 : status : ok    type : none  scan time : 0              not yet verified

blk_3985450615149803606_7952 : status : ok    type : none  scan time : 0              not yet verified

尚未验证的情况如上。各字段意义可参考权威指南P379

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