How can I start password searching again upon interruption?

To resume attack you'll need to manually select .prs file created by program with current attack state.

However, if password recovery process wasn't finished (i.e. program closed without being stopped by user) it will ask to load last saved .prs (password recovery status) file and (if user won't answer "no") automatically restart attack in 15 seconds after launch.