The wrong way to speed up your code with Numba

Numba is a compiled language that uses Python syntax and re-implements a large part of NumPy APIs, making it easy to work with existing NumPy-based code.

Numba lets us compile Python code by adding the @numba.jit decorator, but simply adding it to existing NumPy code may not always provide substantial speed gains.

Read at PythonSpeed