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You should be able to create a docker Image in Ubuntu from a CentOS machine. We are actually working on CentOS machines ourselves. The docker image is in Ubuntu as it is the most compatible with Machine Learning platforms.
Does installing the server and building the docker image (see INSTALL.md) throw an error for you?
I am using centos.
dockerfile is for Ubuntu. Can you make it for centos?
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