An AustralianColloquialism, Ditch is the collective noun for a group of mates. It stems from the behavior "ditching", where an individual leaves a social situation without informing any other members of the group.
If you are ditched, your girlfriend or boyfriend abandons you or less leaves you. It means they probably aren't interested anymore, or they are seeing someone else.