I push the bits into my abdomen, fold the excess skin around the shaft and tape to avoid skin being pinched, and then use a sock tube and pantyhose elastic to keep it in place between my legs. I have trained martial arts tucked like this for a year now, and have not had a single problem so far. With the tight clothing you will be using, the chance of things getting untucked is even lower.
I use silk tape, by the way. I have found it to sit well but also come off well with no irritation.