In-house built HD maps covering thousands of kilometers in multiple cities, with centimeter-level accuracy, detailed 3D geometric structures, as well as rich semantic information including lane, traffic control information, etc. Precise, real-time localization powered by multiple sensors including LiDAR, camera, GNSS and INS, enabling our AD vehicles to drive through tunnels of more than 1 kilometer long under challenging weather such as heavy rainfall.