they have COMPLETED all the footage for Episode III that take place on Tatooine. Anakin and Padme are OBVIOUSLY not together at the end of the movie, or the middle. There would be no way for him NOT to know that she was pregnant if they were together for any time other than the beginning of the movie. use logic.