Control my self?

What kind of a phrase is control your self? We use it all the time but it doesn't make any sense at all. If I am controlling my self then what am I that is controling my self? Isn't it my self? So my self is controlling it self? Then there isn't really any controlling at all is there? Its just doing what it does and there's nothing controlling anything else.