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"How to manage resources on a Hadoop cluster when we are working on it through RapidMiner Radoop"

Pavithra_RaoPavithra_Rao Employee-RapidMiner, RapidMiner Certified Analyst, RapidMiner Certified Expert, Member Posts: 123 RM Data Scientist
edited June 2019 in Knowledge Base
Screen Shot 2018-03-26 at 10.02.49 AM.png

Submitting and managing Hadoop jobs via Radoop is enabled through Radoop Advanced connection properties:

1. The queue to which a map reduce job is submitted

Advanced Hadoop Parameters:

key is "mapreduce.job.queuename"

value: default

This must match one of the queues defined in mapred-queues.xml for the system. Before specifying a queue, ensure that the system is configured with the queue, and access is allowed for submitting jobs to the queue

 

2.YARN resource queue, that Client uses to submit a Spark application to.

Advanced Spark Parameters:

key is "spark.yarn.queue"

value: default 

3. HiveServer2

Advanced Hive Parameters Hive on Tez

Hive on Tez

key is hive.server2.tez.default.queues

Hive on MapReduce or Spark

key is mapreduce.job.queuename

value: default

hive number of sessions

key is hive.server2.tez.sessions.per.default.queue

value: default

 

 4. For Spark:

The default setting for “Spark Resource Allocation Policy” in the Radoop connection is: “Static, Heuristic Configuration”

Recommended:  “Dynamic Resource Allocation”. Then a job is started with few and small containers, then scale if required.

 2018-03-23 15_41_35-Clipboard.pngRadoop Advanced connection Properties5. SparkRM:

SparkRM operators have custom settings as operator parameters, that can be changed according to the subprocess’ requirement - “cluster resources %” and “executor memory %” can be tuned

 

2018-03-23 15_47_12-RapidMiner Radoop Knowledge Base.pngSparkRM ParametersCheers,

 

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