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[build] speed up build by using prebuild base image

Paul Braeuning requested to merge base-image-build into main

This PR speeds up build time by a factor of 12! The base image with python packages is only build when requirements.txt changes. This part takes very long since the python packages are built from source. This was done for every commit, even if the packages did not change. With this PR this step gets skipped...

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