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Yes, it is recommended to run things like rqt and rviz offboard from an embedded board like a Panda Board. The small embedded boards do not have much computational power to provide an interactive environment.

ros-base is probably not enough to run your robot, but most of the tools you need are likely available or at least do not need the large set of external dependencies.