I have not used this, only watched a presentation of it in spark summit 2013.

https://github.com/radlab/sparrow
https://spark-summit.org/talk/ousterhout-next-generation-spark-scheduling-with-sparrow/

Pure conjecture from your high scheduling latency and the size of your
cluster, it seems one way to look at.



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