I am writing yet another Spark job server and have been able to submit jobs
and return/save results. I let multiple jobs use the same spark context but
I set job group while firing each job so that I can in future cancel jobs.
Further, what I deserve to do is provide some kind of status
update/progress on running jobs (a % completion but be awesome) but I am
unable to figure out appropriate spark API to use. I do however see status
reporting in spark UI so there must be a way to get status of various
stages per job group. Any hints on what APIs should I look at?

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