Hadoop大数据应用：HDFS 集群节点缩容

2024-03-14 21:20
文章标签 数据 集群 应用 节点 hdfs hadoop 缩容

本文主要是介绍Hadoop大数据应用：HDFS 集群节点缩容，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！

目录

一、实验

1.环境

2.HDFS 集群节点缩容

二、问题

1.数据迁移有哪些状态

2.数据迁移失败

一、实验

1.环境

（1）主机

表1  主机

主机架构软件版本IP备注
hadoop

NameNode （已部署）

SecondaryNameNode （已部署）

ResourceManager（已部署）

hadoop

2.7.7192.168.204.50

node01

DataNode（已部署）

NodeManager（已部署）

hadoop

2.7.7192.168.204.51
node02

DataNode（已部署）

NodeManager（已部署）

hadoop

2.7.7192.168.204.52
node03

DataNode（已部署）

NodeManager（已部署）

hadoop

2.7.7192.168.204.53
node04

DataNode（已部署）

hadoop

2.7.7192.168.204.54需求迁移主机

（2）查看jps

hadoop节点

[root@hadoop ~]# jps

node01节点

node02节点

node03节点

node04节点

2.HDFS 集群节点缩容

（1）查看节点状态 （已使用）

node01: 176KB (约等于0.18M )

node02: 280KB  (约等于0.28M )

node03: 260KB  (约等于0.26M )

node04:  8KB （约等于0.008M）

[root@hadoop hadoop]# ./bin/hdfs dfsadmin -report
Configured Capacity: 822126559232 (765.67 GB)
Present Capacity: 798788423680 (743.93 GB)
DFS Remaining: 798787682304 (743.93 GB)
DFS Used: 741376 (724 KB)
DFS Used%: 0.00%
Under replicated blocks: 0
Blocks with corrupt replicas: 0
Missing blocks: 0
Missing blocks (with replication factor 1): 0-------------------------------------------------
Live datanodes (4):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 8192 (8 KB)
Non DFS Used: 5658730496 (5.27 GB)
DFS Remaining: 199872901120 (186.15 GB)
DFS Used%: 0.00%
DFS Remaining%: 97.25%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:16:33 CST 2024Name: 192.168.204.53:50010 (node03)
Hostname: node03
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 266240 (260 KB)
Non DFS Used: 5620936704 (5.23 GB)
DFS Remaining: 199910436864 (186.18 GB)
DFS Used%: 0.00%
DFS Remaining%: 97.27%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:16:33 CST 2024Name: 192.168.204.51:50010 (node01)
Hostname: node01
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 180224 (176 KB)
Non DFS Used: 6029176832 (5.62 GB)
DFS Remaining: 199502282752 (185.80 GB)
DFS Used%: 0.00%
DFS Remaining%: 97.07%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:16:34 CST 2024Name: 192.168.204.52:50010 (node02)
Hostname: node02
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 286720 (280 KB)
Non DFS Used: 6029291520 (5.62 GB)
DFS Remaining: 199502061568 (185.80 GB)
DFS Used%: 0.00%
DFS Remaining%: 97.07%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:16:34 CST 2024

（2）查看

[root@hadoop ~]# cd /usr/local/hadoop/
[root@hadoop hadoop]# ./bin/hadoop fs -ls /

（3）上传第一个测试文件

[root@hadoop ~]# /usr/local/hadoop/bin/hadoop fs -put /root/jenkins.tar.gz /jenkins.tar.gz

观察上传变化

[root@hadoop hadoop]# ./bin/hadoop fs -ls /

（4）上传第二个测试文件

[root@hadoop ~]# /usr/local/hadoop/bin/hadoop fs -put /root/pinpoint-image.tar.gz /pinpoint.tar.gz

 观察上传变化

[root@hadoop hadoop]# ./bin/hadoop fs -ls /

（5）web查看

http://192.168.204.50:50070/

（6）清空本地文件

[root@hadoop ~]# rm -rf jenkins.tar.gz pinpoint-image.tar.gz

（7）再次查看节点状态 （已使用）

node01: 2.41GB 

node02: 2.27GB 

node03: 2.15GB  

node04:  2.26GB 

[root@hadoop hadoop]#  ./bin/hdfs dfsadmin -report
Configured Capacity: 822126559232 (765.67 GB)
Present Capacity: 798784053248 (743.93 GB)
DFS Remaining: 789019389952 (734.83 GB)
DFS Used: 9764663296 (9.09 GB)
DFS Used%: 1.22%
Under replicated blocks: 0
Blocks with corrupt replicas: 0
Missing blocks: 0
Missing blocks (with replication factor 1): 0-------------------------------------------------
Live datanodes (4):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2424492032 (2.26 GB)
Non DFS Used: 5662638080 (5.27 GB)
DFS Remaining: 197444509696 (183.88 GB)
DFS Used%: 1.18%
DFS Remaining%: 96.07%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:57:57 CST 2024Name: 192.168.204.53:50010 (node03)
Hostname: node03
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2312085504 (2.15 GB)
Non DFS Used: 5620936704 (5.23 GB)
DFS Remaining: 197598617600 (184.03 GB)
DFS Used%: 1.12%
DFS Remaining%: 96.14%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:57:58 CST 2024Name: 192.168.204.51:50010 (node01)
Hostname: node01
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2592927744 (2.41 GB)
Non DFS Used: 6029148160 (5.62 GB)
DFS Remaining: 196909563904 (183.39 GB)
DFS Used%: 1.26%
DFS Remaining%: 95.80%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:57:57 CST 2024Name: 192.168.204.52:50010 (node02)
Hostname: node02
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2435158016 (2.27 GB)
Non DFS Used: 6029783040 (5.62 GB)
DFS Remaining: 197066698752 (183.53 GB)
DFS Used%: 1.18%
DFS Remaining%: 95.88%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 15:57:59 CST 2024

（8）计算总存储使用量

9.09 G （jenkins 1.24 GB,pinpoint 3.27 GB ,存储副本量为2）

(9)修改配置文件（hadoop节点）

#添加代码[root@hadoop hadoop]# vim hdfs-site.xml

修改前：

修改后：

……<property><name>dfs.hosts.exclude</name><value>/usr/local/hadoop/etc/hadoop/exclude</value></property>
……

（10）配置移除主机

[root@hadoop hadoop]# vim /usr/local/hadoop/etc/hadoop/exclude


node04

（11）数据刷新

[root@hadoop hadoop]# ./bin/hdfs dfsadmin -refreshNodes

（12）查看节点状态 

node04节点状态变为Decommissioned in Program

[root@hadoop hadoop]#  ./bin/hdfs dfsadmin -report
Configured Capacity: 619019411456 (576.51 GB)
Present Capacity: 600866701319 (559.60 GB)
DFS Remaining: 590966771712 (550.38 GB)
DFS Used: 9899929607 (9.22 GB)
DFS Used%: 1.65%
Under replicated blocks: 2
Blocks with corrupt replicas: 0
Missing blocks: 0
Missing blocks (with replication factor 1): 0-------------------------------------------------
Live datanodes (4):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Decommission in progress
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2424492032 (2.26 GB)
Non DFS Used: 5663162368 (5.27 GB)
DFS Remaining: 197443985408 (183.88 GB)
DFS Used%: 1.18%
DFS Remaining%: 96.06%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:34:33 CST 2024Name: 192.168.204.53:50010 (node03)
Hostname: node03
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2312085504 (2.15 GB)
Non DFS Used: 5756112896 (5.36 GB)
DFS Remaining: 197463441408 (183.90 GB)
DFS Used%: 1.12%
DFS Remaining%: 96.07%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 2
Last contact: Thu Mar 14 16:34:31 CST 2024Name: 192.168.204.51:50010 (node01)
Hostname: node01
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2592927744 (2.41 GB)
Non DFS Used: 6232051712 (5.80 GB)
DFS Remaining: 196706660352 (183.20 GB)
DFS Used%: 1.26%
DFS Remaining%: 95.71%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 3
Last contact: Thu Mar 14 16:34:33 CST 2024Name: 192.168.204.52:50010 (node02)
Hostname: node02
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2570424327 (2.39 GB)
Non DFS Used: 6164545529 (5.74 GB)
DFS Remaining: 196796669952 (183.28 GB)
DFS Used%: 1.25%
DFS Remaining%: 95.75%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 2
Last contact: Thu Mar 14 16:34:32 CST 2024Decommissioning datanodes (1):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Decommission in progress
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2424492032 (2.26 GB)
Non DFS Used: 5663162368 (5.27 GB)
DFS Remaining: 197443985408 (183.88 GB)
DFS Used%: 1.18%
DFS Remaining%: 96.06%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:34:33 CST 2024

(13) 再次查看节点

node04节点状态变为Decommissioned

[root@hadoop hadoop]#  ./bin/hdfs dfsadmin -report
Configured Capacity: 619019411456 (576.51 GB)
Present Capacity: 601338761216 (560.04 GB)
DFS Remaining: 589149618176 (548.69 GB)
DFS Used: 12189143040 (11.35 GB)
DFS Used%: 2.03%
Under replicated blocks: 0
Blocks with corrupt replicas: 0
Missing blocks: 0
Missing blocks (with replication factor 1): 0-------------------------------------------------
Live datanodes (4):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Decommissioned
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2424492032 (2.26 GB)
Non DFS Used: 5662666752 (5.27 GB)
DFS Remaining: 197444481024 (183.88 GB)
DFS Used%: 1.18%
DFS Remaining%: 96.07%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:42:33 CST 2024Name: 192.168.204.53:50010 (node03)
Hostname: node03
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 3123707904 (2.91 GB)
Non DFS Used: 5620969472 (5.23 GB)
DFS Remaining: 196786962432 (183.27 GB)
DFS Used%: 1.52%
DFS Remaining%: 95.75%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:42:31 CST 2024Name: 192.168.204.51:50010 (node01)
Hostname: node01
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2998738944 (2.79 GB)
Non DFS Used: 6029717504 (5.62 GB)
DFS Remaining: 196503183360 (183.01 GB)
DFS Used%: 1.46%
DFS Remaining%: 95.61%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:42:33 CST 2024Name: 192.168.204.52:50010 (node02)
Hostname: node02
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 3642204160 (3.39 GB)
Non DFS Used: 6029963264 (5.62 GB)
DFS Remaining: 195859472384 (182.41 GB)
DFS Used%: 1.77%
DFS Remaining%: 95.29%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:42:32 CST 2024

(14) 重启

[root@hadoop hadoop]# ssh node04[root@node04 ~]# reboot

（15）查看节点（已使用）

node01: 2.79GB 

node02: 3.39GB 

node03: 2.91GB  

[root@hadoop hadoop]#  ./bin/hdfs dfsadmin -report
Configured Capacity: 619019411456 (576.51 GB)
Present Capacity: 601338118144 (560.04 GB)
DFS Remaining: 589148975104 (548.69 GB)
DFS Used: 12189143040 (11.35 GB)
DFS Used%: 2.03%
Under replicated blocks: 0
Blocks with corrupt replicas: 0
Missing blocks: 0
Missing blocks (with replication factor 1): 0-------------------------------------------------
Live datanodes (3):Name: 192.168.204.53:50010 (node03)
Hostname: node03
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 3123707904 (2.91 GB)
Non DFS Used: 5621551104 (5.24 GB)
DFS Remaining: 196786380800 (183.27 GB)
DFS Used%: 1.52%
DFS Remaining%: 95.75%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 17:00:14 CST 2024Name: 192.168.204.51:50010 (node01)
Hostname: node01
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2998738944 (2.79 GB)
Non DFS Used: 6029742080 (5.62 GB)
DFS Remaining: 196503158784 (183.01 GB)
DFS Used%: 1.46%
DFS Remaining%: 95.61%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 17:00:12 CST 2024Name: 192.168.204.52:50010 (node02)
Hostname: node02
Decommission Status : Normal
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 3642204160 (3.39 GB)
Non DFS Used: 6030000128 (5.62 GB)
DFS Remaining: 195859435520 (182.41 GB)
DFS Used%: 1.77%
DFS Remaining%: 95.29%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 17:00:12 CST 2024Dead datanodes (1):Name: 192.168.204.54:50010 (node04)
Hostname: node04
Decommission Status : Decommissioned
Configured Capacity: 205531639808 (191.42 GB)
DFS Used: 2424492032 (2.26 GB)
Non DFS Used: 5663240192 (5.27 GB)
DFS Remaining: 197443907584 (183.88 GB)
DFS Used%: 1.18%
DFS Remaining%: 96.06%
Configured Cache Capacity: 0 (0 B)
Cache Used: 0 (0 B)
Cache Remaining: 0 (0 B)
Cache Used%: 100.00%
Cache Remaining%: 0.00%
Xceivers: 1
Last contact: Thu Mar 14 16:47:27 CST 2024

计算总使用量

（16）回顾使用量变化

表2  数据迁移

主机初始上传迁移前迁移后IP备注
node0176KB 

jenkins 1.24 GB

pinpoint 3.27 GB 

2.41GB2.79GB 192.168.204.51

replication 2

(副本备份量)

node02280KB  2.27GB 3.39GB 192.168.204.52
node03260KB  2.15GB  2.91GB  192.168.204.53
node048KB 2.26GB /192.168.204.54迁移主机
总大小9.09GB9.09GB

二、问题

1.数据迁移有哪些状态

（1）状态

1）正常状态
Normal2)数据正在迁移
Decommissioned in Progress3)数据迁移完成 （仅变成当前状态才能down机下线）
Decommissioned

2.数据迁移失败

（1）失败

迁移node04状态依然为Normal

（2）原因分析

配置错误。

（3）解决方法

修改配置。

修改前：

修改后：

成功：

这篇关于Hadoop大数据应用：HDFS 集群节点缩容的文章就介绍到这儿，希望我们推荐的文章对编程师们有所帮助！


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《JavaStream流之GroupBy的用法及应用场景》本教程将详细介绍如何在Java中使用Stream流的groupby方法,包括基本用法和一些常见的实际应用场景,感兴趣的朋友一起看看吧... 目录Java Stream流之GroupBy的用法1. 前言2. 基础概念什么是 GroupBy？Stream
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python中列表应用和扩展性实用详解

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《python中列表应用和扩展性实用详解》文章介绍了Python列表的核心特性：有序数据集合,用[]定义,元素类型可不同,支持迭代、循环、切片,可执行增删改查、排序、推导式及嵌套操作,是常用的数据处理... 目录1、列表定义2、格式3、列表是可迭代对象4、列表的常见操作总结1、列表定义是处理一组有序项目的
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C#中的Converter的具体应用

C#中的Converter的具体应用

《C#中的Converter的具体应用》C#中的Converter提供了一种灵活的类型转换机制,本文详细介绍了Converter的基本概念、使用场景,具有一定的参考价值,感兴趣的可以了解一下... 目录Converter的基本概念1. Converter委托2. 使用场景布尔型转换示例示例1：简单的字符串到
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