前言:Hadoop NameNode節(jié)點維護了整個HDFS集群所有的元數(shù)據(jù)信息疹蛉,一旦NameNode發(fā)生腦裂,或者服務(wù)不可用力麸,整個HDFS集群都將處于不可用狀態(tài)可款。對于線上生產(chǎn)環(huán)境,將會造成不可估量的損失克蚂。因此闺鲸,對于NameNode節(jié)點的狀態(tài)監(jiān)控不可或缺,一旦發(fā)生腦裂或者服務(wù)異常停止埃叭,都能夠及時通知運維介入摸恍。當(dāng)然,NameNode本身有Fencing機制游盲,Hadoop默認(rèn)Fencing機制不做任何動作,這就需要開發(fā)人員自主配置Fencing機制需要執(zhí)行的操作蛮粮。
本文要旨:① 如何監(jiān)控NameNode的狀態(tài)切換益缎; ② 自主配置Fencing機制;
集群環(huán)境:Ambari 2.2.1然想, HDP 2.3.4莺奔,Hadoop 2.7.1
【NameNode狀態(tài)監(jiān)控】
① 訪問url獲取集群Namenode狀態(tài):
http://${hostname}:50070/jmx?qry=Hadoop:service=NameNode,name=NameNodeStatus
返回如下結(jié)果:
{
"beans" : [ {
"name" : "Hadoop:service=NameNode,name=NameNodeStatus",
"modelerType" : "org.apache.hadoop.hdfs.server.namenode.NameNode",
"State" : "active",
"NNRole" : "NameNode",
"HostAndPort" : "hostname1:8020",
"SecurityEnabled" : false,
"LastHATransitionTime" : 1519300091101,
"BytesWithFutureGenerationStamps" : 0
} ]
}
② 依次訪問兩個namenode節(jié)點,返回信息通過python腳本解析变泄,獲取節(jié)點狀態(tài):
# -*- coding: utf-8 -*-
import json
import urllib
import sys
def get_namenode_status(hostname):
jmxport = 50070
url = "http://{0}:{1}/jmx?qry=Hadoop:service=NameNode,name=NameNodeStatus".format(hostname, jmxport)
try:
response = urllib.urlopen(url)
jsonString = json.load(response)
nnstatus = jsonString.get('beans', [{}])[0].get('State', '')
if 'active' == nnstatus:
return 'active'
elif 'standby' == nnstatus:
return 'standby'
else:
return
except:
return
if __name__ == "__main__":
hostname = (sys.argv[1] if len(sys.argv) > 1 else None)
if hostname:
print get_namenode_status(hostname)
else:
print None
腳本返回三種狀態(tài):active(主)令哟,standby(備),None(服務(wù)異常妨蛹,無法獲取狀態(tài))
③ 通過shell腳本根據(jù)返回狀態(tài)判斷是否報警:
#!/bin/bash
bin=`dirname "$0"`
code_path=`cd "$bin";pwd`
file_name="last_ha_status"
export monitor_info=""
nn1=`python $code_path/namenodestatus.py hostname1`
nn2=`python $code_path/namenodestatus.py hostname2`
last_status_hdfs=`cat /tmp/$file_name`
current_status_hdfs=$nn1,$nn2
if [[ "standby" == $nn1 ]] && [[ "standby" == $nn2 ]]; then
monitor_info="hostname1:"$nn1" hostname2:"$nn2" 上次HA狀態(tài)信息:"$last_status_hdfs" 當(dāng)前HA狀態(tài)信息:"$current_status_hdfs
echo $nn1,$nn2 > /tmp/$file_name
#todo 調(diào)用報警接口屏富,打印monitor_info內(nèi)容
exit 1
elif [[ "active" == $nn1 ]] && [[ "active" == $nn2 ]]; then
monitor_info="hostname1:"$nn1" hostname2:"$nn2" 上次HA狀態(tài)信息:"$last_status_hdfs" 當(dāng)前HA狀態(tài)信息:"$current_status_hdfs
echo $nn1,$nn2 > /tmp/$file_name
#todo 調(diào)用報警接口,打印monitor_info內(nèi)容
exit 1
elif [[ "None" == $nn1 ]] || [[ "None" == $nn2 ]]; then
monitor_info="hostname1:"$nn1" hostname2:"$nn2" 上次HA狀態(tài)信息:"$last_status_hdfs" 當(dāng)前HA狀態(tài)信息:"$current_status_hdfs
echo $nn1,$nn2 > /tmp/$file_name
#todo 調(diào)用報警接口蛙卤,打印monitor_info內(nèi)容
exit 1
else
#狀態(tài)正常狠半,將正常狀態(tài)寫入本地文件
echo $nn1,$nn2 > /tmp/$file_name
exit 0
fi
報警閾值:
① 兩個NameNode都處于standby狀態(tài);
② 兩個NameNode都處于active狀態(tài)颤难;
③ 任何一個NameNode服務(wù)停止神年;
NameNode的主備狀態(tài)獲取途徑除了通過訪問50070獲取JMX監(jiān)控信息外,還可以通過hdfs haadmin命令獲刃朽汀:
nn1=`ssh hdfs@hostname1 hdfs haadmin -Dipc.client.connect.max.retries.on.timeouts=3 -Dipc.client.connect.timeout=3000 -GetServiceState nn1`
nn2=`ssh hdfs@hostname2 hdfs haadmin -Dipc.client.connect.max.retries.on.timeouts=3 -Dipc.client.connect.timeout=3000 -GetServiceState nn2`
備注①:執(zhí)行監(jiān)控腳本的用戶A需要設(shè)置訪問hdfs用戶的免密碼登錄已日,當(dāng)然也可以開通用戶A訪問hdfs的權(quán)限;
備注②:hdfs core-site.xml默認(rèn)配置定義了socket連接最大重試次數(shù)為45栅屏,以及每次等待連接時間為20s飘千。這種情況下 如果NameNode節(jié)點異常堂鲜,需要等待45 * 20s才能返回相應(yīng)結(jié)果。對于監(jiān)控腳本占婉,這么長的等待時間顯然不合理泡嘴,因此需要我們自定義最長允許的等待時間。
<property>
<name>ipc.client.connect.timeout</name>
<value>20000</value>
<description>Indicates the number of milliseconds a client will wait for the socket to establish a server connection.
</description>
</property>
<property>
<name>ipc.client.connect.max.retries.on.timeouts</name>
<value>45</value>
<description>Indicates the number of retries a client will make on socket timeout to establish a server connection.
</description>
</property>
【自定義Fencing機制】
參考官方文檔:https://hadoop.apache.org/docs/r2.7.1/hadoop-project-dist/hadoop-hdfs/HDFSHighAvailabilityWithQJM.html
在分布式系統(tǒng)中腦裂又稱為雙主現(xiàn)象逆济,由于Zookeeper的“假死”酌予,長時間的垃圾回收或其它原因都可能導(dǎo)致雙Active NameNode現(xiàn)象,此時兩個NameNode都可以對外提供服務(wù)奖慌,無法保證數(shù)據(jù)一致性抛虫。對于生產(chǎn)環(huán)境,這種情況的出現(xiàn)是毀滅性的简僧,必須通過自帶的隔離(Fencing)機制預(yù)防這種現(xiàn)象的出現(xiàn)建椰。
Hadoop目前主要提供兩種隔離措施:
sshfence:SSH to the Active NameNode and kill the process;
shellfence:run an arbitrary shell command to fence the Active NameNode岛马;
只有在成功地執(zhí)行完成fencing之后棉姐,選主成功的ActiveStandbyElector才會回調(diào)ZKFC的becomeActive方法將對應(yīng)的NameNode切換為Active,開始對外提供服務(wù)啦逆。
2018-02-22 18:57:11,865 INFO ha.NodeFencer (NodeFencer.java:fence(91)) - ====== Beginning Service Fencing Process... ======
2018-02-22 18:57:11,865 INFO ha.NodeFencer (NodeFencer.java:fence(94)) - Trying method 1/1: org.apache.hadoop.ha.ShellCommandFencer(/usr/custom/hdfs/restart_namenode.sh)
2018-02-22 18:57:11,871 INFO ha.ShellCommandFencer (ShellCommandFencer.java:tryFence(99)) - Launched fencing command '/usr/custom/hdfs/restart_namenode.sh' with pid 21772
2018-02-22 18:57:11,894 WARN ha.ShellCommandFencer (StreamPumper.java:pump(88)) - [PID 21772] /usr/cus...menode.sh: % Total % Received % Xferd Average Speed Time Time Time Current
2018-02-22 18:57:11,894 WARN ha.ShellCommandFencer (StreamPumper.java:pump(88)) - [PID 21772] /usr/cus...menode.sh: Dload Upload Total Spent Left Speed
2018-02-22 18:57:11,894 WARN ha.ShellCommandFencer (StreamPumper.java:pump(88)) - [PID 21772] /usr/cus...menode.sh:
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: {
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: "href" : "http://hostname1:8080/api/v1/clusters/cbas_cluster/requests/5363",
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: "Requests" : {
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: "id" : 5363,
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: "status" : "Accepted"
2018-02-22 18:57:11,965 WARN ha.ShellCommandFencer (StreamPumper.java:pump(88)) - [PID 21772] /usr/cus...menode.sh: 0 0 0 0 0 346 0 343k --:--:-- --:--:-- --:--:-- 343k
2018-02-22 18:57:11,965 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: }
2018-02-22 18:57:11,966 INFO ha.ShellCommandFencer (StreamPumper.java:pump(86)) - [PID 21772] /usr/cus...menode.sh: }
2018-02-22 18:57:11,965 WARN ha.ShellCommandFencer (StreamPumper.java:pump(88)) - [PID 21772] /usr/cus...menode.sh: 495 149 149 149 0 346 2073 4815 --:--:-- --:--:-- --:--:-- 0
2018-02-22 18:57:11,967 INFO ha.NodeFencer (NodeFencer.java:fence(98)) - ====== Fencing successful by method org.apache.hadoop.ha.ShellCommandFencer(/usr/custom/hdfs/restart_namenode.sh) ======
2018-02-22 18:57:11,967 INFO ha.ActiveStandbyElector (ActiveStandbyElector.java:writeBreadCrumbNode(878)) - Writing znode /hadoop-ha/cbas/ActiveBreadCrumb to indicate that the local node is the most recent active...
2018-02-22 18:57:11,969 INFO ha.ZKFailoverController (ZKFailoverController.java:becomeActive(380)) - Trying to make NameNode at hostname1/xx.x.xx.xxx:8021 active...
2018-02-22 18:57:13,710 INFO ha.ZKFailoverController (ZKFailoverController.java:becomeActive(387)) - Successfully transitioned NameNode at hostname1/xx.x.xx.xxx:8021 to active state
本章只介紹shellfence機制伞矩,因為作者所使用集群通過Ambari管理,因此可以調(diào)用ambari自帶的Rest API達(dá)到重啟NameNode節(jié)點的效果夏志。
Ambari Rest API官網(wǎng)文檔:https://cwiki.apache.org/confluence/display/AMBARI/Restart+Host+Components
#!/bin/bash
curl -u admin:${admin_password} -H 'X-Requested-By: ambari' -X POST -d '
{
"RequestInfo":{
"command":"RESTART",
"context":"Restart NameNode",
"operation_level":{
"level":"HOST",
"cluster_name":"${cluster_name}"
}
},
"Requests/resource_filters":[
{
"service_name":"HDFS",
"component_name":"NAMENODE",
"hosts":"${hostname1}"
}
]
}' http://${ambari_hostname}:8080/api/v1/clusters/${cluster_name}/requests
① 將腳本存放在兩臺NameNode所在服務(wù)器上:/usr/custom/hdfs/restart_namenode.sh乃坤,注意腳本的可執(zhí)行權(quán)限,并修改相應(yīng)變量以達(dá)到遠(yuǎn)程重啟另外一個NameNode服務(wù)的目的沟蔑;
② 修改hdfs配置文件:
Amabri入口:Ambari UI => HDFS => Configs => Advanced => Custom hdfs-site
<property>
<name>dfs.ha.fencing.methods</name>
<value>shell(/usr/custom/hdfs/restart_namenode.sh)</value>
</property>
結(jié)束語:對于生產(chǎn)環(huán)境的大數(shù)據(jù)平臺建設(shè)湿诊,NameNode HA模式的狀態(tài)切換都應(yīng)積極跟進,查找狀態(tài)發(fā)生切換的根本原因瘦材,避免或者是減少切換的頻率厅须。狀態(tài)監(jiān)控和自定義Fencing機制都只是NameNode異常發(fā)生后的處理措施。即使發(fā)生狀態(tài)切換食棕,也應(yīng)該實現(xiàn)自動化九杂,避免人工干預(yù),用戶無感知宣蠕。