This page gives details on the monitoring available
http://spark.apache.org/docs/latest/monitoring.html. You can get a UI
showing Jobs, Stages and Tasks with an indication how far completed the job
is. The UI is usually on port 4040 of the machine where you run the spark
driver program.

The monitoring page also provides details of a REST API for monitoring the
same values



-----
Robin East 
Spark GraphX in Action Michael Malak and Robin East 
Manning Publications Co. 
http://www.manning.com/books/spark-graphx-in-action

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