Revert back to 12.6 version of cuda

[rhatdan]

This is breaking workloads on Fedora 41 at this time.

Summary by Sourcery

Chores:

• Revert the CUDA base image version back to 12.6 to address compatibility issues on Fedora 41.

[sourcery-ai]

Reviewer's Guide by Sourcery

This pull request reverts the CUDA version used in the container images back to 12.6.0 due to compatibility issues with Fedora 41.

No diagrams generated as the changes look simple and do not need a visual representation.

File-Level Changes

Change	Details	Files
Revert CUDA version from 12.8.0 to 12.6.0.	Changed the base image for the builder stage from nvidia/cuda:12.8.0-devel-ubi9 to nvidia/cuda:12.6.0-devel-ubi9. Changed the base image for the runtime stage from nvidia/cuda:12.8.0-runtime-ubi9 to nvidia/cuda:12.6.0-runtime-ubi9.	container-images/cuda/Containerfile

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[sourcery-ai]

Hey @rhatdan - I've reviewed your changes - here's some feedback:

Overall Comments:

• Consider adding a comment in the Dockerfile itself explaining why the older CUDA version is necessary.

Here's what I looked at during the review

• 🟢 General issues: all looks good
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

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[ericcurtin]

CI images build doesn't even build this container image anymore trying to fix that elsewhere... Merging