Github user shivaram commented on the issue:

    https://github.com/apache/spark/pull/16596
  
    `spark-submit` eventually finds java from 
https://github.com/apache/spark/blob/a115a54399cd4bedb1a5086943a88af6339fbe85/bin/spark-class#L26
 and uses the bash builtin `command` - In fact it looks like using `which` is 
discouraged (http://stackoverflow.com/a/677212/4577954) but I'm not sure if we 
have a better thing to call from R. 
    
    So another way to do this might be to have a `find-java` shell script that 
is part of the R package (and thus always available) and call that. But 
handling windows support etc. becomes a pain then ?


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