Saifuddin, With this above setup I am getting maximum 20k performance. > > It's possible that you are having problems because of ip_conntrack / nf_conntrack.
You should ensure that this module isn't loaded and remove it if it is. Connection tracking can have a very substantial impact on performance. -JohnF

