Just figured it out using Graph constructor you can pass the storage level
for both Edge and Vertex :
Graph.fromEdges(edges, defaultValue =
("",""),StorageLevel.MEMORY_AND_DISK,StorageLevel.MEMORY_AND_DISK )
Thanks to this post : https://issues.apache.org/jira/browse/SPARK-1991
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--Harihar
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