Github user jkbradley commented on the issue:

    https://github.com/apache/spark/pull/18281
  
    I agree; it'd be good to match on the Param name.  Do you think 
"parallelism" is too vague? If not, then I like it since it's simple.
    
    I'd vote for default parallelism of 1 to be safe (match current 
CrossValidator behavior).  We can change this PR to use 1 as well for 
uniformity.
    
    Do we really need to expose the ability to pass in an ExecutorService?  
Given how few people have requested any kind of parallelism, I have a hard time 
imagining people needing to pass in an ExecutorService.  If one of you has a 
need for it, I guess that's fine, but I'd recommend it be marked as a 
DeveloperApi and clearly documented (e.g., not saved by persistence, etc.).


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