Hi vkutsenko,

Can you just give partitions to the input labeled rdd, like:

 <LabeledPoint> data = MLUtils.loadLibSVMFile(jsc.sc(),
"s3://somebucket/somekey/plaintext_libsvm_file").toJavaRDD().*repartition(5)*;


Here, i used 5, since you have have 5 cores.

Also for further benchmark and performance tuning:

http://blog.cloudera.com/blog/2015/03/how-to-tune-your-apache-spark-jobs-part-1/
http://blog.cloudera.com/blog/2015/03/how-to-tune-your-apache-spark-jobs-part-2/
 



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