HDFS Balancer负载均衡器

1、背景

当我们的hadoop集群运行了一段时间之后，各个DataNode上的数据分布并不一定是均匀分布的。比如说： 我们向现有集群中添加了一个新的DataNode。

2、什么是平衡

此处是我自己的一个简单的理解

所谓的平衡指的是 每个DataNode的利用率 与 集群的利用率 之间相差不超过给定的阈值百分比。此处的平衡 指的是各个DataNode之间的平衡，同一个DataNode之间的各个磁盘是不会平衡的。

2.1 每个DataNode的利用率计算

DataNode的利用率= dfs已用的空间 / 分配给dfs的空间。

注意： 分配给dfs的空间 不是磁盘的总空间。

2.2 集群的利用率

集群的利用率= 各datanode dfs已使用的空间 / 各datanode总空间

2.3 平衡

假设平衡的阈值是 5%，集群的利用率是 37.5，那么每个节点的利用率在32.5%到42.5%之间都认为是均衡的。也就是说，极端情况下，DataNode的利用率最大相差10%。

3、hdfs balancer语法

[hadoopdeploy@hadoop01 ~]$ hdfs balancer --help
Usage: hdfs balancer
    [-policy <policy>]    the balancing policy: datanode or blockpool
    [-threshold <threshold>]    Percentage of disk capacity
    [-exclude [-f <hosts-file> | <comma-separated list of hosts>]]    Excludes the specified datanodes.
    [-include [-f <hosts-file> | <comma-separated list of hosts>]]    Includes only the specified datanodes.
    [-source [-f <hosts-file> | <comma-separated list of hosts>]]    Pick only the specified datanodes as source nodes.
    [-blockpools <comma-separated list of blockpool ids>]    The balancer will only run on blockpools included in this list.
    [-idleiterations <idleiterations>]    Number of consecutive idle iterations (-1 for Infinite) before exit.
    [-runDuringUpgrade]    Whether to run the balancer during an ongoing HDFS upgrade.This is usually not desired since it will not affect used space on over-utilized machines.
    [-asService]    Run as a long running service.

Generic options supported are:
-conf <configuration file>        specify an application configuration file
-D <property=value>               define a value for a given property
-fs <file:///|hdfs://namenode:port> specify default filesystem URL to use, overrides 'fs.defaultFS' property from configurations.
-jt <local|resourcemanager:port>  specify a ResourceManager
-files <file1,...>                specify a comma-separated list of files to be copied to the map reduce cluster
-libjars <jar1,...>               specify a comma-separated list of jar files to be included in the classpath
-archives <archive1,...>          specify a comma-separated list of archives to be unarchived on the compute machines

The general command line syntax is:
command [genericOptions] [commandOptions]

参数	描述
threshold	磁盘容量的百分比。默认值为10%，表示上下浮动10%。
policy	平衡策略。<br/> datanode（默认）：当每一个DataNode是平衡的时候，集群就是平衡的。 blockpool：当每一个DataNode中的blockpool是平衡的，集群就是平衡的。
exclude	不参与平衡的DataNode节点
include	参与平衡的DataNode节点
source	仅选取指定的数据节点作为源节点
blockpools	Balancer仅在指定的blockpools中运行
idleiterations	退出前的连续空闲迭代次数（-1表示无限）
-runDuringUpgrade	是否在正在进行的HDFS升级过程中运行平衡器。通常不需要这样做，因为这不会影响过度使用的计算机上的已用空间。
-asService	作为长期运行的服务运行

4、运行一个简单的balance案例

4.1 设置平衡数据传输带宽

[hadoopdeploy@hadoop01 ~]$ hdfs dfsadmin  -setBalancerBandwidth 10485760
Balancer bandwidth is set to 10485760
[hadoopdeploy@hadoop01 ~]$

当我们的集群负载需要调低这个值，当我们的集群负载较低时，可以适当调高这个值。

4.2 执行banalce

[hadoopdeploy@hadoop01 ~]$ hdfs balancer -policy datanode -threshold 5
2023-03-26 14:10:09,785 INFO balancer.Balancer: Using a threshold of 5.0
2023-03-26 14:10:09,786 INFO balancer.Balancer: namenodes  = [hdfs://hadoop01:8020]
2023-03-26 14:10:09,786 INFO balancer.Balancer: parameters = Balancer.BalancerParameters [BalancingPolicy.Node, threshold = 5.0, max idle iteration = 5, #excluded nodes = 0, #included nodes = 0, #source nodes = 0, #blockpools = 0, run during upgrade = false]
2023-03-26 14:10:09,786 INFO balancer.Balancer: included nodes = []
2023-03-26 14:10:09,786 INFO balancer.Balancer: excluded nodes = []
2023-03-26 14:10:09,786 INFO balancer.Balancer: source nodes = []
Time Stamp               Iteration#  Bytes Already Moved  Bytes Left To Move  Bytes Being Moved  NameNode
2023-03-26 14:10:09,787 INFO balancer.NameNodeConnector: getBlocks calls for hdfs://hadoop01:8020 will be rate-limited to 20 per second
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.namenode.get-blocks.max-qps = 20 (default=20)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.balancer.movedWinWidth = 5400000 (default=5400000)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.balancer.moverThreads = 1000 (default=1000)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.balancer.dispatcherThreads = 200 (default=200)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.balancer.getBlocks.size = 2147483648 (default=2147483648)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.balancer.getBlocks.min-block-size = 10485760 (default=10485760)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.datanode.balance.max.concurrent.moves = 100 (default=100)
2023-03-26 14:10:10,392 INFO balancer.Balancer: dfs.datanode.balance.bandwidthPerSec = 104857600 (default=104857600)
2023-03-26 14:10:10,395 INFO balancer.Balancer: dfs.balancer.max-size-to-move = 10737418240 (default=10737418240)
2023-03-26 14:10:10,395 INFO balancer.Balancer: dfs.blocksize = 134217728 (default=134217728)
2023-03-26 14:10:10,401 INFO net.NetworkTopology: Adding a new node: /default-rack/192.168.121.141:9866
2023-03-26 14:10:10,401 INFO net.NetworkTopology: Adding a new node: /default-rack/192.168.121.140:9866
2023-03-26 14:10:10,401 INFO net.NetworkTopology: Adding a new node: /default-rack/192.168.121.142:9866
2023-03-26 14:10:10,402 INFO balancer.Balancer: 0 over-utilized: []
2023-03-26 14:10:10,402 INFO balancer.Balancer: 0 underutilized: []
2023-3-26 14:10:10                0                  0 B                 0 B                0 B                  0  hdfs://hadoop01:8020
The cluster is balanced. Exiting...
2023-3-26 14:10:10       Balancing took 810.0 milliseconds
[hadoopdeploy@hadoop01 ~]$

5、参考文档

1、https://hadoop.apache.org/docs/current/hadoop-project-dist/hadoop-hdfs/HdfsUserGuide.html#Balancer
2、https://help.aliyun.com/document_detail/449686.html