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After some updates (ppa not supporting python 3.6 installations anymore, and I think many changes in the
tensorflow/tensorflow:custom-op-ubuntu16
base image), I was not able to build the image anymore. I came up with an identical image that installs all the python distributions from source. I've tested and succesfully compiled the pip versions of waymo for the proposed python versions.