Tensorflow with python 3.X version needed

There is an old documentation here ( Quick guide to Docker, singularity and shifter ).
The nvidia container repository I linked above is setup with all the necessaries drivers. You only need to give the --nv flag to singularity and run on a node with gpus.

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