When doing Bayesian estimation, how should CPI data be handled?

When I read the literature, I found that everyone uses CPI data. My inflation rate is 1 at steady state. Excuse me, what processing do I need to do with my chain CPI data before it can be used for Bayesian estimation?

You usually would use demeaned first log differences of the quarterly CPI.