The purposes of this study are to test the safety of bevacizumab when given in combination with gemcitabine and oxaliplatin and to see what effects (good and bad) this combination has on patients with cancer of bile duct or gallbladder. Bevacizumab has been shown to slow or stop cell growth in tumors by decreasing the blood supply to the tumors.