You need to checkpoint before you materialize. You'll find you probably only
want to checkpoint every 100 or so iterations otherwise the checkpointing
will slow down your application excessively



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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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