onursatici commented on issue #27695:
URL: https://github.com/apache/spark/pull/27695#issuecomment-616621311


   Hey @dongjoon-hyun , sorry for the late response. You are right that the 
feature I wan't with this PR is to mainly increase parallelism while keeping 
the cpu resource requests low in K8S.
   
   `spark.driver.cores` controls the number of threads in various components, 
including some network components that are mainly blocked by I/O. The ability 
to increase this while keeping the cpu requests the same would allow users to 
better utilise their K8S clusters, especially if their workloads are I/O bound


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