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Dockerised HDFS with YARN Resource Manager

Purpose of this project is to set up a minimum Hadoop (3.x.x) cluster to test submission of spark jobs via YARN

Architecture

2 Containers named master and worker

Master has the following responsibilities: HDFS

  1. Name Node
  2. Data Node YARN
  3. Resource Manager
  4. Node Manager
  5. Timeline History Server Spark
  6. History Server Map Reduce
  7. Map Reduce History Server

Worker has the following responsibilities: HDFS

  1. Data Node YARN
  2. Node Manager

In this architecture, when jobs are submitted in cluster mode, the driver can be located on either master or worker.

Smoke Test

Starting up the Hadoop cluster

Run docker-compose up -d to start up the cluster locally.

Relevant UIs are up

Assuming the docker-compose file are launched locally, the following URLs should be accessible:

  1. Namenode UI at localhost:9870
  2. Resource Manager UI at localhost:8088
  3. Spark History Server at localhost:18080
  4. YARN Timeline History Server at localhost:19888

Running spark-submit locally

  1. Download and setup the corresponding version of spark with hadoop on your local machine.
  2. Set environment variable HADOOP_CONF_DIR to /path/to/local-hadoop-config where local-hadoop-config is the directory at the root of this repository. This ensures that any hdfs or spark-submit command will run with the options found in the relevant .xml files.
  3. Ensure the following entries are set in the host file:
127.0.0.1 host.docker.internal
127.0.0.1 master
127.0.0.1 worker
  1. Run hdfs dfs -ls / to confirm correct setup of hadoop client.
  2. Run the following command to confirm correct setup of spark client.
spark-submit --class org.apache.spark.examples.SparkPi --master yarn --deploy-mode cluster --driver-memory 2g --executor-memory 2g --executor-cores 1 --conf "spark.eventLog.enabled=true" --conf "spark.eventLog.dir=hdfs:///spark-logs" ${SPARK_HOME}/examples/jars/spark-examples*.jar 10