I've tried using it twice on real code and in both cases the numba code ended up significantly slower than straight python/numpy. Admittedly I didn't bother digging into what was going on under the covers and I'm sure someone who reallyt understood numba could probably get it to work better. But as some simple magic to make your python code faster without rewriting anything, numba hasn't worked for me on real code.