Data Science Asked on April 10, 2021
From Hadoop The Definitive Guide
The whole process is illustrated in Figure 7-1. At the highest level,
there are five independent entities:• The client, which submits the MapReduce job.
• The YARN resource manager, which coordinates the allocation of
compute re‐ sources on the cluster.• The YARN node managers, which launch and monitor the compute
containers on machines in the cluster.• The MapReduce application master, which coordinates the tasks
running the Map‐ Reduce job. The application master and the MapReduce
tasks run in containers that are scheduled by the resource manager and
managed by the node managers.
What is the MapReduce application master?
In a MapReduce program written in Java, we need three things: a map function, a reduce function, and some code with main()
function to run the job. Is the MapReduce application master the code with main()
function to run a map reduce job?
Thanks
MapReduce Application Master coordinates the tasks running the MapReduce job. It is the main container for requesting, launching and monitoring specific resources. It negotiates resources from the ResourceManager and works with the NodeManager to execute and monitor the granted resources.
For MapReduce program, you do not need map and reduce functions. You can have map-only jobs and reduce-only jobs.
MapReduce Application Master appropriately implements the code in the main()
.
Answered by Brian Spiering on April 10, 2021
Here is the life-cycle of MapReduce Application Master(AM):
Each application running on the Hadoop cluster has its own, dedicated Application Master
instance, which runs in a container on a slave node. One Application Master
per application.
Throughout its life (while the application is running), the Application Master
sends heartbeat messages to the Resource Manager
with its status and the state of the application’s resource needs.
The Application Master
oversees/supervise the full life-cycle of an application, all the way from requesting the needed containers from the Resource Manager
to submitting container lease requests to the Node Manager
.
Each application framework that’s written for Hadoop must have its own Application Master
implementation. Example: MapReduce application has a specific Application Master
that’s designed to execute map tasks and reduce tasks in sequence.
Answered by Soumendra Mishra on April 10, 2021
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