BUG: core.util.numba_.py → jit_user_function → using generated_jit → causing Warning

[MichalRIcar]

Pandas version checks

• I have checked that this issue has not already been reported.

• I have confirmed this bug exists on the latest version of pandas.

• I have confirmed this bug exists on the main branch of pandas.

Reproducible Example

import pandas as pd
import numpy as np

def Numba_avg(X):
    return np.mean(X)
    
D = pd.DataFrame({'X':[i for i in range(100)]})

D.rolling(5, axis=0, method='single').apply(Numba_avg, engine='numba', raw=True)

Issue Description

The function jit_user_function in core.util.numba_.py is using generated_jit function which is in deprecation and thus causing deprecation warning by numba:

"
numba.generated_jit is deprecated. Please see the documentation at: https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-generated-jit for more information and advice on a suitable replacement.
"

Expected Behavior

Substitute generated_jit in jit_user_function by adequate recommendation by numba.

Installed Versions

INSTALLED VERSIONS

python : 3.11.3.final.0
python-bits : 64

pandas : 2.0.3
numpy : 1.24.4
numba : 0.57.0

[lithomas1]

Duplicate of #53449.

This should be fixed on main.