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Only CUDA 9.0 is officially supported on 16.04.
On Ubuntu 18.04, only CUDA 10.0 is currently supported (It will need you to upgrade Eigen to 3.3.7).
@jxl All this information is available at the Wiki on GitHub https://github.com/autowarefoundation/autoware/wiki/Source-Build
or at Gitlab (Autoware's new home) : https://gitlab.com/autowarefoundation/autoware.ai/autoware/wikis/Source-Build