Can you be in a toxic relationship for so long there’s no turning back?

Months can seem like an eternity when you're in a toxic relationship, but what about years? Can you not only survive a relationship like that, but also thrive if you choose to leave it? Is it ever too late to leave an emotionally abusive situation?