The purpose of this study is to evaluate the safety and tolerability of volitinib in combination with docetaxel in patients with locally advanced or metastatic gastric cancer and to determine the Maximum tolerated dose (MTD) and/or recommended phase II dose (RP2D) of volitinib in combination with docetaxel.