I'd just run. I don't see the logic in throwing away my only weapon. But also, even with knife throwing experience, in a conflict you'd very likely miss your target. People well trained with pistols miss from 15 feet away because of the adrenaline rush of the confrontation.

I'd keep the knife and if they ever got close enough, I'd use it.