What we will be addressing#
Give an overview on possible solutions to speed up simple numerical calculations.
Overcome Pythons main limitations here
Prepare a strategy for scaling an execution model
We will be using a simple numerical formula to create a notable workload. It’s very well suited to do scaling experiments and let’s you focus on the main possible issues.
The dataset can be arbitrarily large
Code is very simple an compact
Runtime is varying drasticallly depending on the inputs
It’s a classical benchmark

Fig. 3 Executive Summary for Management, Credit: pxfuel.com#