Pandas - handle inf and NaN in one line

I’m trying to get rid of both inf and NaNs in my series.

If I do:

df['Iprod'] = df['PD']/df['PF'].replace(np.inf, 0).fillna(0)

Inf is gone, but not NaN.

Is there a one liner to fill NaN as well?

df.replace([np.nan, np.inf, -np.inf], 0, inplace=True)

df['Iprod'] = (df['PD']/df['PF']).replace(np.inf, 0).fillna(0)