Thank you Raymond and Tobias. 
Yeah, I am very clear about what I was asking. I was talking about
"replicated" rdd only. Now that I've got my understanding about job and
application validated, I wanted to know if we can replicate an rdd and run
two jobs (that need same rdd) of an application in parallel?.

-Karthk




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