How to improve binaryFiles performance?

[big data]

Hi all,

I've many binary files stored in HDFS, and use SparkContext.binaryFiles 
to load them into RDD, then transfer them to be calculated.

How the limitation is load files, is there any solutions to improve load 
binary files performance?

Thanks.