Author: tedyu <yuzhihong@gmail.com>

Closes #4836 from tedyu/master and squashes the following commits:

d65b495 [tedyu] SPARK-6085 Increase default value for memory overhead
1fdd4df [tedyu] SPARK-6085 Increase default value for memory overhead