What is the difference between np.frompyfunc and vectorize?

Both wrap Python functions, but neither provides true C-level performance.

np.vectorize is a convenience wrapper that improves readability but still uses Python loops internally. np.frompyfunc creates a ufunc object but also executes in Python space, offering flexibility but not performance gains.