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Facing Enterprise-specific Challenges –
Utility Programming in Hadoop
吳育儒 Fann Wu
Who am I ?
• Fann Wu 吳育儒
• Sr. Engineer, SPN, Trend Micro
• Hadoop Cluster Admin
• Splunk Cluster Admin
• Monitor Admin
• 水電工
Architecture,Operation,TroubleShooting,Automation,
Performance Turning
Agenda
• How to manage big cluster
• How to manage big Hadoop cluster
• Datacenter & AWS
How to manage big cluster
武功
• 基本心法
• 基本招式
心法
招式
無招勝有招
心法
• 將幾百台Server當做一台Server在管
• 將幾百台Server當做女朋友照顧
• Server安穩才能睡個好覺
• 放乖乖之必要
Cluster
http://www.quuxlabs.com/tutorials/running-hadoop-on-ubuntu-linux-multi-node-cluster/
招式-shellscript
實用的土炮!!!
招式-PSSH
PSSH provides parallel versions of OpenSSH and
related tools. Included are pssh, pscp, prsync,
pnuke, and pslurp.
https://code.google.com/p/parallel-ssh/
招式-SaltStack
http://saltstack.com/
招式-SaltStack
• Role:
- Salt Master
• Salt Minions
• Web UI
招式-SaltStack
• Install SaltStack from epel (CentOS 6)
招式-SaltStack
• Config SaltStack and start SaltStack service
• Master:
• Add “ interface: 192.168.50.8” to /etc/salt/master
• Minion:
• Add “master:192.168.50.8” to /etc/salt/minion
招式-SaltStack
• List Unaccepted key, Accept all key
招式-SaltStack
• You can use salt command to control the cluster
招式-SaltStack UI HALITE
Configure Management
Chef
Ansible
Puppet
Puppet Web - Foreman
Wait ………….
Where is Hadoop
How to manage Big Hadoop cluster
TrendMicro Hadoop
• Server: hundreds of Servers
• User : 2 hundred accounts
• Daily Input Data: 2TB
• Daily Jobs: hundred of jobs
27
Hadoop
as a
Service
Central
Management
Automation
Highly
Availability
Customization
We need….
Hadoop
Ecosystem
Puppet
Hadooppet
A project for deploy
Trend Micro Hadoop
distribution on a large
cluster
28
IT automation
software
So…..
CLUSTER DEPLOYMENT BY
DISTRIBUTION / ENVIRONMENT
• POC, Staging, Production
• All-in-one VM, AWS EC2 deployment
CLUSTER DEPLOYMENT
• Package installation
• Configuration adjustment
CLUSTER OPERATION
• Add new Hadoop node/client
• Account management
• Process management
SANITY CHECK
• DFSIO, YCSB , etc
• Sample Applications
Hadooppet
29
WE CAN EASILY DEPLOY HUNDREDS
OF SERVERS WITHIN ONE HOUR
Hadoop Security
Hadoop Security - Without security
• From any machine that can access hadoop
• [root@hackserver opt]# su hdfs
• [hdfs@hackserver opt]$ hadoop fs -rmr /
• Say Goodbye to your data
如有雷同純屬巧合
Hadoop Security - Kerberos
Hadoop Security - Kerberos
• Without auth
• Pass auth
Kerberos Common Problem
• Problem:Clock skew too great while getting initial
credentials
• Solution:Use date or ntpdate to sync the time
Hadoop Security – Folder Permission
• POSIX permissions
• POSIX ACLs (Access Control Lists)
Hadoop Security- More Security but still in incubation
http://docs.hortonworks.com/HDPDocuments/HDP2/HDP-2.3.0/bk_Knox_Gateway_Admin_Guide/content/ch01.html
Hadoop HA
Sleep well - HA
• Kerberos HA
• LDAP HA
• Namenode HA
• Jobtracker HA/Resourcemanger HA
• HBase HA
Mertric/Monitor tool
Without Mertric/Monitor tool
Know the present/future-Ganglia
Known the real problem-Nagios
Known the real problem-Nagios mail
Find the detail log and generate fashion report-
Splunk
Job collector
User Mapper/Reducer usage
Fail Job Summary
Cluster Mapper Usage/Pending
Cluster Reducer Usage/Pending
Other Tools
Offline Image Viewer
• Transform fsimage from binary to text
• Cat fsimage.txt
Total Number of Files for Each User
Pig
Common Datanode Decommission Process
• Add DataNodes hostnames to dfs.exclude file
• On NameNode host, run hdfs dfsadmin –refreshNodes
• Check Web UI to see whether the state has changed
to Decommission In Progress for the DataNodes being
decommissioned. (1day~2day)
• When all the DataNodes report their state
as Decommissioned, You can then shut down the
decommissioned nodes.
• Replace the crash HDD, reboot server and re-config the
HDD from Raid card. (20 mins)
• Mount the HDD
• Start Datanode service
http://docs.hortonworks.com/HDPDocuments/HDP2/HDP-2.1.5/bk_system-admin-guide/content/admin_decommission-slave-nodes-2-1.html
TrendMicro Datanode Decommission(HDD hot swap)
• Replace the crash HDD
• Stop datanode & umount the broken mount point.
(5 mins)
• Reinit the HDD from raid card setting
• Check /var/log/message , linux will auto rescan
• Mount the broken point
• Start datanode service
HBase Canary Tool
• Contributor: TrendMicro Scott Miao
• Purpose: Check every table’s first region on
regionserver
https://issues.apache.org/jira/browse/HBASE-7525
HBase Canary Tool
• Usage:
• Result
HappyBase+Thrift
• What is HappyBase
• Purpose:
- Check regionserver’s every region response time
- Check table’s every region response time
http://happybase.readthedocs.org/en/latest/
Datacenter & Aws
How we test EMR POC
If your EMR cluster running 24x7
Reduce EMR cost
• 100 nodes cost running 1 hour == 1 node running 100 hour
• AWS charge by hour
• If you don’t care about job stable, use spot instance to save
cost
• Use Reserve Instance to save cost
• Use EMR Auto Scaling
• Pilot run your Application to estimate how many machines
and size
• Get your monthly cost from aws caculator
• http://calculator.s3.amazonaws.com/index.html
Datacenter Cost by Service(Storage)
• Application Size / ((Server HDD space * 0.75)* Server Cost/2
Datacenter Cost by Service(Computing)
• ((Used Map slot + Used Reduce Slot)/(total Map slot + total Reduce
slot))* total server cost/2
#TrendInsigh
Thank you!
WE ARE HIRING! WELCOME TO JOIN TRENDMICRO!

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