Update docker.io/nvidia/cuda Docker tag to v12.8.0

[renovate]

This PR contains the following updates:

Package	Type	Update	Change
docker.io/nvidia/cuda	final	minor	12.6.0-runtime-ubi9 -> 12.8.0-runtime-ubi9
docker.io/nvidia/cuda	stage	minor	12.6.0-devel-ubi9 -> 12.8.0-devel-ubi9

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Summary by Sourcery

Enhancements:

• Update the base CUDA images to version 12.8.0, using the devel image for the builder stage and the runtime image for the final image.

[sourcery-ai]

Reviewer's Guide by Sourcery

This PR updates the CUDA base images in the Dockerfile to version 12.8.0 for both the builder and runtime stages. This ensures that the container image uses the latest CUDA version.

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

File-Level Changes

Change	Details	Files
The CUDA base images for both the builder and final stages in the Dockerfile have been updated to version 12.8.0.	Updated the builder image from docker.io/nvidia/cuda:12.6.0-devel-ubi9 to docker.io/nvidia/cuda:12.8.0-devel-ubi9. Updated the final runtime image from docker.io/nvidia/cuda:12.6.0-runtime-ubi9 to docker.io/nvidia/cuda:12.8.0-runtime-ubi9.	container-images/cuda/Containerfile

Possibly linked issues

• Add support for kserve #877: PR updates CUDA version, addressing dependency listed in issue.

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[sourcery-ai]

We have skipped reviewing this pull request. It seems to have been created by a bot (hey, renovate[bot]!). We assume it knows what it's doing!

[ericcurtin]

We are not ready for this, it will break users with cuda 12.6 on host.

[renovate]

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Because you closed this PR without merging, Renovate will ignore this update (12.8.0-runtime-ubi9). You will get a PR once a newer version is released. To ignore this dependency forever, add it to the ignoreDeps array of your Renovate config.

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