How does architecture affect numpy array operation performance?

I have Ubuntu 14.04 with an "Anaconda" Python distribution with Intel's math kernel library (MKL) installed. My processor is an Intel Xeon with 8 cores and without Hyperthreading (so only 8 threads). I have Ubuntu 14.04 with an "Anaconda" Python d