Sure, numpy introduces its own set of restrictions. I was mostly referring to taking a different approach before turning to numpy, but it could very well be tru

Sure, numpy introduces its own set of restrictions. I was mostly referring to taking a different approach before turning to numpy, but it could very well be true. In essence, doing what you did is the way to get performance out of Python when nothing else works.