I think I figured it out. Autologing must have been enabled from a previous run. Pretty easy to solve. Posting this to help anyone else in this situation.

https://mlflow.org/docs/latest/tracking.html#automatic-logging

To disable just run the appropriate command for the library being logged as per below.

import mlflow

mlflow.sklearn.autolog(disable=True)

mlflow.xgboost.autolog(disable=True)

mlflow.statsmodels.autolog(disable=True)