yifeih commented on issue #23914: [SPARK-27009] Add Standard Deviation to 
Benchmark tests
URL: https://github.com/apache/spark/pull/23914#issuecomment-468083315
 
 
   We're writing some microbenchmark tests to get ready for some refactoring 
changes that we're making to the spark shuffle code in order to plan for an API 
that allows for resilient external shuffle. We're planning on running these 
benchmarks for each PR change that we make, comparing each PR's benchmark 
numbers to the previous PR's. Having standard deviation would help us see 
whether we unexpectedly introduced any increases in variance at each stage, and 
whether the changes in the average times from one PR to the next are 
significant or not. 
   
   More info on the shuffle change that we're planning for:
   Jira ticket here: https://issues.apache.org/jira/browse/SPARK-25299
   Benchmarks PR here: https://github.com/palantir/spark/pull/498
   Project plan here: 
https://docs.google.com/document/d/1NQW1XgJ6bwktjq5iPyxnvasV9g-XsauiRRayQcGLiik/edit#)
   
   Let me know if that makes sense or not, thanks!

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