Interesting but given the low total execution time, the majority of time in the numpy implementation is going to be spent initializing CPython. I think if this

Interesting but given the low total execution time, the majority of time in the numpy implementation is going to be spent initializing CPython. I think if this were on the order of minutes/hours you would see numpy outperform.