If you have a Pennsylvania accent, as people say I do (family from there), it's "AUR-a-gen" as rhymes with "marketing". Same with "orange". In CA and most everywhere else, they say "whorndj" as if one syllable.
Bottom line is that both are acceptable per most dictionaries.
Charles