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You will find useful information and tests about how to profile YARN MR jobs.
This page shows some graphs of a job using YARN's HistoryServer and R. Also here you find some information about how to get counters from History Server using R.
The methodology that we follow when evaluating MR test runs can be found [here](MRRuns and MRTests).
A new example of resource monitoring during mapreduce application running can be found here.