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ap-emr-skills

Packaged JARs that handle map reduce job(s) for aggregating skills

Mappers supported

  1. User Enetered Skills
  2. Skills from Challenges successfully participated in.

Running locally

Setup

Hadoop Install Mac

http://zhongyaonan.com/hadoop-tutorial/setting-up-hadoop-2-6-on-mac-osx-yosemite.html

Build

mvn package -DskipTests=true

Local Test

hadoop jar target/ap-emr-skills-1.0-SNAPSHOT.jar com.appirio.mapreduce.skills.SkillsAggregator src/main/resources/data/tagsMap.txt src/test/resources/skills/input/userEnteredSkills.txt src/test/resources/skills/input/challengeSkills.txt src/test/resources/skills/input/stackOverflowSkills.txt /tmp/skills

Running In EMR

Create Cluster with command line or create Cluster from AWS console:

aws emr create-cluster --name “SkillsTest3” --enable-debugging --log-uri s3://supply-emr/skills/logs/skillstest3 --release-label emr-4.0.0 --applications Name=Hive Name=Hadoop --use-default-roles --ec2-attributes KeyName=topcoder-dev-vpc-app —instance-type m3.xlarge -no-auto-terminate

Enable SSH on Master Node

Upload Jar file:

aws emr put --cluster-id <Your EMR cluster Id> --key-pair-file "<Your Key Pair File>" --src "/<Your Path to>/ap-emr-skills/target/ap-emr-skills-1.0-SNAPSHOT.jar"

Execute task:

aws emr ssh --cluster-id <Your EMR cluster Id> --key-pair-file "<Your Key Pair File>" --command "hadoop jar ap-emr-skills-1.0-SNAPSHOT.jar com.appirio.mapreduce.skills.SkillsAggregator  hdfs:///<Your Path to>/tagsMap.txt hdfs:///<Your Path to>/userEnteredSkills.txt hdfs:///<Your Path to>/challengeSkills.txt hdfs:///<Your Path to>/stackOverflowSkills.txt hdfs:///<Your Path to>/aggregatedSkills/"

Overall workflow

The overall execution flow is defined in resources/jobs/job-tasks.json file, steps are:

  1. Install sqoop:
  • Copy sqoop and other lib files to HDFS
  • Create input/output directories
  1. Import Tags:
  • Create db_tags and tags_export, then export tags data to hdfs:///user/supply/skills/input/tagsMap/
  1. Import Challenge Skills
  • Query challenges skills from INFORMIX and save it to hdfs:///user/supply/skills/input/challenge/
  1. Import User Entered Skills
  • Query user entered skills from DynamoDB and save it to hdfs:///user/supply/skills/input/userEntered/
  1. Import Stack Overflow Skills
  • Query stack overflow skills from DynamoDB and save it to hdfs:///user/supply/skills/input/stackOverflow/
  1. Aggregate Skills
  • This MapReduce program will aggrate user skills from HDFS location and output the results into hdfs:///user/supply/skills/output/aggregatedSkills/
  1. Export Aggregated Skills
  • Read aggregate skills from hdfs:///user/supply/skills/output/aggregatedSkills/ and save it to DynamoDB

References

Sqoop