00-OozieWorkflowStreamingMRAction-Python

This gist includes oozie workflow components (streaming map reduce action) to execute 
python mapper and reducer scripts to parse Syslog generated log files using regex; 
Usecase:  Count the number of occurances of processes that got logged, by month, and process.

Pictorial overview of workflow:
--------------------------------
http://hadooped.blogspot.com/2013/07/apache-oozie-part-5-oozie-workflow-with.html
 
Includes:
---------
Sample data and structure:           01-SampleDataAndStructure 
Data and script download:            02-DataAndScriptDownload
Data load commands:                  03-HdfsLoadCommands
Python mapper script:                04A-PythonMapperScript
Python reducer script:               04B-PythonReducerScript
Python script test commands:         05-PythonScriptTest
Oozie job properties:                06-JobProperties
Oozie workflow:                      07-OozieWorkflowXML
Oozie job exection command:          08-OozieCommands
Oozie job output                     09-Output
Oozie web GUI:                       10-OozieWebGUIScreenshots

01-SampleDataAndStructure

Sample data
------------
May  3 11:52:54 cdh-dn03 init: tty (/dev/tty6) main process (1208) killed by TERM signal
May  3 11:53:31 cdh-dn03 kernel: registered taskstats version 1
May  3 11:53:31 cdh-dn03 kernel: sr0: scsi3-mmc drive: 32x/32x xa/form2 tray
May  3 11:53:31 cdh-dn03 kernel: piix4_smbus 0000:00:07.0: SMBus base address uninitialized - upgrade BIOS or use force_addr=0xaddr
May  3 11:53:31 cdh-dn03 kernel: nf_conntrack version 0.5.0 (7972 buckets, 31888 max)
May  3 11:53:57 cdh-dn03 kernel: hrtimer: interrupt took 11250457 ns
May  3 11:53:59 cdh-dn03 ntpd_initres[1705]: host name not found: 0.rhel.pool.ntp.org
 
Structure
----------
Month   = May  
Day     = 3 
Time    = 11:52:54 
Node    = cdh-dn03 
Process = init: 
Log msg = tty (/dev/tty6) main process (1208) killed by TERM signal

02-DataAndScriptDownload

Data download
-------------
Github:
https://github.com/airawat/OozieSamples

Email me t airawat.blog@gmail.com if you have access issues.
 
 
Directory structure applicable for this blog:
---------------------------------------------
oozieProject
 
        data
            airawat-syslog
                <<node>>
                  <<year>>
                    <<month>>
                        messages
        workflowStreamingMRActionPy
            workflow.xml
            job.properties
            LogParserMapper.py
            LogParserReducer.py

03-HdfsLoadCommands

Load downloaded files to HDFS
------------------------------
--Create project directory
$ hadoop fs -mkdir oozieProject

--Deploy data and workflow
$ hadoop fs -put oozieProject/* oozieProject/

Directory structure on HDFS
----------------------------

$ hadoop fs -ls -R oozieProject/workflowStreamingMRActionPy | awk '{print $8}'

04A-PythonMapperScript

/* **************************************** */
/* Python mapper script: LogParserMapper.py */
/* **************************************** */

#!/usr/bin/env /usr/bin/python

import sys
import re
sys.path.append('.')
 
data_pattern = r"(\w+)\s+(\d+)\s+(\d+:\d+:\d+)\s+(\w+\W*\w*)\s+(.*?\:)\s+(.*$)"
regex_obj = re.compile(data_pattern, re.VERBOSE)

# filepath = os.environ["Data/*/*/*/*"]
# filename = os.path.split(filepath)[-1]


# Get all lines from stdin
for strLineRead in sys.stdin:

    # Remove leading and trailing whitespace
    strLineRead = strLineRead.strip()

    # Split the line into fields
    parsed_log = ""
    parsed_log = regex_obj.search(strLineRead)

    if parsed_log:
        # Output key-value pair
        print '%s\t%s' % (parsed_log.group(1) + "-" + parsed_log.group(5), "1")


        #print "month_name:      ", parsed_log.group(1)
        #print "day:             ", parsed_log.group(2)
        #print "time:            ", parsed_log.group(3)
        #print "node:            ", parsed_log.group(4)
        #print "event:           ", parsed_log.group(5)
        #print "message:         ", parsed_log.group(6)

04B-PythonReducerScript

/* ****************************************** */
/* Python reducer script: LogParserReducer.py */
/* ****************************************** */

#!/usr/bin/env /usr/bin/python

import sys
sys.path.append('.')
 
eventCountArray = {}
 
# Input is from STDIN
for line in sys.stdin:
    # Remove leading and trailing whitespace
    line = line.strip()
 
    # Parse the input from the mapper
    event, count = line.split('\t', 1)
    
    # Cast count to int
    try:
        count = int(count)
    except ValueError:
        continue

    # Compute event count
    try:
        eventCountArray[event] = eventCountArray[event]+count
    except:
        eventCountArray[event] = count
 
# Write the results (unsorted) to stdout
for event in eventCountArray.keys():
    print '%s\t%s'% ( event, eventCountArray[event] )

05-PythonScriptTest

#---------------------------------------------
# Testing the python scripts outside of oozie
#---------------------------------------------

#Test the mapper from the directory where the data is located:
cat oozieProject/data/*/*/*/*/* | python oozieProject/workflowStreamingMRActionPy/LogParserMapper.py

#Test mapper and reducer
cat oozieProject/data/*/*/*/*/* | python oozieProject/workflowStreamingMRActionPy/LogParserMapper.py | sort | python oozieProject/workflowStreamingMRActionPy/LogParserReducer.py | sort

#Delete prior copy of scripts
hadoop fs -rm -R oozieProject/workflowStreamingMRActionPy/


#Load application, if not already done..
hadoop fs -put ~/oozieProject/workflowStreamingMRActionPy/ oozieProject/

#Run on cluster (update paths as needed)
hadoop jar /opt/cloudera/parcels/CDH-4.2.0-1.cdh4.2.0.p0.10/lib/hadoop-0.20-mapreduce/contrib/streaming/hadoop-streaming-2.0.0-mr1-cdh4.2.0.jar  -jobconf mapred.reduce.tasks=1  -file oozieProject/workflowStreamingMRActionPy/LogParserMapper.py  -mapper oozieProject/workflowStreamingMRActionPy/LogParserMapper.py  -file oozieProject/workflowStreamingMRActionPy/LogParserReducer.py  -reducer oozieProject/workflowStreamingMRActionPy/LogParserReducer.py    -input oozieProject/data/*/*/*/*/* -output oozieProject/workflowStreamingMRActionPy/output-streaming-manualRun

#View output
$ hadoop fs -ls -R oozieProject/workflowStreamingMRActionPy/output-streaming-manualRun/part* | awk '{print $8}' | xargs hadoop fs -cat
May-spice-vdagent[2020]:  1
May-ntpd_initres[997]:	3
May-nm-dispatcher.action:	4
May-NetworkManager[1232]:	1
May-init:	166
............

06-JobProperties

# -------------------------------------------------
# This is the job properties file - job.properties
# -------------------------------------------------

# Replace name node and job tracker information with that specific to your cluster

nameNode=hdfs://cdh-nn01.hadoop.com:8020
jobTracker=cdh-jt01:8021
queueName=default

oozie.libpath=${nameNode}/user/oozie/share/lib
oozie.use.system.libpath=true
oozie.wf.rerun.failnodes=true

oozieProjectRoot=${nameNode}/user/${user.name}/oozieProject
appPath=${oozieProjectRoot}/workflowStreamingMRActionPy
oozie.wf.application.path=${appPath}
oozieLibPath=${oozie.libpath}

inputDir=${oozieProjectRoot}/data/*/*/*/*/*
outputDir=${appPath}/output

07-OozieWorkflowXML

<!-------------------------------------->
<!--Oozie workflow file: workflow.xml -->
<!-------------------------------------->

<workflow-app name="WorkflowStreamingMRAction-Python" xmlns="uri:oozie:workflow:0.1">
    <start to="streamingaAction"/>
        <action name="streamingaAction">
                <map-reduce>
                        <job-tracker>${jobTracker}</job-tracker>
                        <name-node>${nameNode}</name-node>
                        <prepare>
                                <delete path="${outputDir}"/>
                        </prepare>
                        <streaming>
                                <mapper>python LogParserMapper.py</mapper>
                                <reducer>python LogParserReducer.py</reducer>
                        </streaming>
                        <configuration>
                                <property>
                                        <name>oozie.libpath</name>
                                        <value>${oozieLibPath}/mapreduce-streaming</value>
                                </property>
                                <property>
                                        <name>mapred.input.dir</name>
                                        <value>${inputDir}</value>
                                </property>
                                <property>
                                        <name>mapred.output.dir</name>
                                        <value>${outputDir}</value>
                                </property>
                                <property>
                                        <name>mapred.reduce.tasks</name>
                                        <value>1</value>
                                </property>
                        </configuration>
                        <file>${appPath}/LogParserMapper.py#LogParserMapper.py</file>
                        <file>${appPath}/LogParserReducer.py#LogParserReducer.py</file>
                </map-reduce>
                <ok to="end"/>
                <error to="killJobAction"/>
        </action>
        <kill name="killJobAction">
            <message>"Killed job due to error: ${wf:errorMessage(wf:lastErrorNode())}"</message>
        </kill>
    <end name="end" />
</workflow-app>

08-OozieCommands

08. Oozie commands
-------------------
Note: Replace oozie server and port, with your cluster-specific.
 
1) Submit job:
$ oozie job -oozie http://cdh-dev01:11000/oozie -config oozieProject/workflowStreamingMRActionPy/job.properties -submit
job: 0000017-130712212133144-oozie-oozi-W
 
2) Run job:
$ oozie job -oozie http://cdh-dev01:11000/oozie -start 0000017-130712212133144-oozie-oozi-W
 
3) Check the status:
$ oozie job -oozie http://cdh-dev01:11000/oozie -info 0000017-130712212133144-oozie-oozi-W
 
4) Suspend workflow:
$ oozie job -oozie http://cdh-dev01:11000/oozie -suspend 0000017-130712212133144-oozie-oozi-W
 
5) Resume workflow:
$ oozie job -oozie http://cdh-dev01:11000/oozie -resume 0000017-130712212133144-oozie-oozi-W
 
6) Re-run workflow:
$ oozie job -oozie http://cdh-dev01:11000/oozie -config oozieProject/workflowSqoopAction/job.properties -rerun 0000017-130712212133144-oozie-oozi-W
 
7) Should you need to kill the job:
$ oozie job -oozie http://cdh-dev01:11000/oozie -kill 0000017-130712212133144-oozie-oozi-W
 
8) View server logs:
$ oozie job -oozie http://cdh-dev01:11000/oozie -logs 0000017-130712212133144-oozie-oozi-W
 
Logs are available at:
/var/log/oozie on the Oozie server.

09-Output

Output
-------

$ hadoop fs -ls -R oozieProject/workflowStreamingMRActionPy/output/part-* | awk '{print $8}' | xargs hadoop fs -cat

May-gnome-session[2010]:  3
May-ntpd_initres[1872]:	24
May-ntpd_initres[1705]:	792
May-spice-vdagent[2114]:	1
May-pulseaudio[2135]:	1
May-pulseaudio[2076]:	1
May-spice-vdagent[1974]:	1
May-ntpd_initres[1720]:	792
May-ntpd_initres[1084]:	6
May-spice-vdagent[2109]:	1
May-pulseaudio[2257]:	1
May-NetworkManager[1292]:	1
May-pulseaudio[2032]:	1
May-kernel:	810
May-ntpd_initres[1592]:	798
May-NetworkManager[1342]:	1
May-polkit-agent-helper-1[2036]:	8
May-spice-vdagent[1955]:	1
May-console-kit-daemon[1779]:	4
May-spice-vdagent[2016]:	1
May-ntpd_initres[1026]:	9
May-pulseaudio[2039]:	1
May-gnome-session[2009]:
...........

10-OozieWebScreenshots

Oozie web GUI screenshots
--------------------------
Available at:
http://hadooped.blogspot.com/2013/07/apache-oozie-part-5-oozie-workflow-with.html