A structure theorem and a sketch proof are presented in ***Exercise 3.7*** of 

***The K-book: An introduction to algebraic K-theory (Graduate Studies in Mathematics 145) by Charles A. Weibel.***

I found this reference very helpful. Indeed, the direct product decomposition of the unit group is made explicit there.