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PyNVML 12 will depend on nvidia-ml-py and drop its equivalent functionality. So it will largely become a metapackage with some utilities. This will mean using a much newer version of the NVML functionality through Python than is currently used in RAPIDS. As a preventive step, stick to PyNVML 11, which is what RAPIDS already uses.
Then when PyNVML 12 is released, this can be relaxed on a project-by-project basis to see if it unconvers any issues that will need project-level fixes.