In the figure we see that small cluster performance (overall communication bandwidth and utilization) reaches 90%+ out of the box, but an unoptimized large cluster performance has very poor utilization, ranging from 10% to 90%. After we optimize the full system (software, network, etc.), we see large cluster performance return to the ideal 90%+ range.