Use local OKP embeddings from rag-content

[umago]

The rag-content image now ships the OKP embedding model in it and we no longer need for OGX to download it at runtime via HF.

Summary by CodeRabbit

• New Features

  • Enhanced OKP embedding model integration with improved collection and configuration capabilities.

• Chores

  • Updated default container image to 2026.1 version.
  • Simplified OKP environment variable configuration.

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@internal/controller/assets/vector_database_collect.sh`:
- Line 264: The cp command copying OKP_EMBEDDING_MODEL_SRC to
VECTOR_DB_VOLUME_MOUNT_PATH/okp_embeddings_model creates nested directories on
re-runs when the destination already exists (because cp copies the source into
an existing destination directory). Before the cp command, add a check to remove
the destination directory if it already exists using rm -rf, then perform the cp
operation. This ensures the directory structure remains flat and correct on
retries and upgrades without leaving stale files.

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Fix all unresolved CodeRabbit comments on this PR:

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Configuration used: defaults

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Run ID: ea6375f7-505d-4a0d-b223-455f7c674112

📥 Commits

Reviewing files that changed from the base of the PR and between 48b5142 and 6c6d99f.

📒 Files selected for processing (9)

• api/v1beta1/openstacklightspeed_types.go
• bundle/manifests/openstack-lightspeed-operator.clusterserviceversion.yaml
• config/manager/manager.yaml
• config/manifests/bases/openstack-lightspeed-operator.clusterserviceversion.yaml
• hack/env.sh
• internal/controller/assets/vector_database_collect.sh
• internal/controller/constants.go
• internal/controller/lcore_deployment.go
• internal/controller/llama_stack_config.go

💤 Files with no reviewable changes (1)

• internal/controller/lcore_deployment.go

[umago]

/test openstack-lightspeed-kuttl-4-18

[lpiwowar]

LGTM, thank you! 👍

Just one super small nit I think it would be nice to address.

---

I'm leaving final /lgtm to @Akrog since he had some requests.

[Akrog]

/lgtm

[openshift-ci]

[APPROVALNOTIFIER] This PR is APPROVED

This pull-request has been approved by: Akrog, umago

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