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Add explicit docs for consuming OKP
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‎docs/okp_guide.md‎

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# OKP Deployment and Configuration Guide
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This document explains how to deploy the Offline Knowledge Portal (OKP) as a RAG source and configure Lightspeed Stack and Llama Stack to use it. You will:
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* Configure Lightspeed Stack for OKP (inline or tool RAG)
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* Run the configuration enrichment step
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* Deploy and verify the OKP Solr service
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* Install dependencies and launch Lightspeed Stack
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* Confirm the end-to-end stack with a sample query
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For general RAG concepts, BYOK vector stores, and manual Llama Stack configuration, see the [RAG Configuration Guide](rag_guide.md).
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---
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## Table of Contents
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* [Introduction](#introduction)
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* [Prerequisites](#prerequisites)
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* [Step 1: Launch OKP](#step-1-launch-okp)
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* [Step 2: Setup llamamstack config environment variables](#step-2-setup-llamamstack-config-environment-variables)
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* [Step 3: Install Lightspeed Stack Dependencies](#step-3-install-lightspeed-stack-dependencies)
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* [Step 4: Configure Lightspeed Stack](#step-4-configure-lightspeed-stack)
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* [Step 5: Run Configuration Enrichment](#step-5-run-configuration-enrichment)
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* [Step 6: Launch Lightspeed Stack](#step-6-launch-lightspeed-stack)
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* [Step 7: Verify the Stack](#step-7-verify-the-stack)
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---
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## Introduction
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OKP (Offline Knowledge Portal) provides a Solr-backed RAG source that Lightspeed Stack can use for both **Inline RAG** (context injected before the LLM request) and **Tool RAG** (context retrieved on demand via the `file_search` tool). This guide walks through deploying the OKP container, enriching your Llama Stack config from Lightspeed Stack settings, and validating that queries return referenced chunks.
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---
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## Prerequisites
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* [Lightspeed Stack repository](https://github.com/lightspeed-core/lightspeed-stack) cloned and ready to run
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* [lightspeed-providers](https://github.com/lightspeed-core/lightspeed-providers) repository cloned
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* [Podman](https://podman.io/) (or Docker) to run the OKP image
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* [uv](https://docs.astral.sh/uv/) for Python dependency management
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* An OpenAI API key (for inference when using OpenAI in your run config)
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---
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## Step 1: Launch OKP
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> **Warning:** The image referenced below is a **prototype**. The official OKP RAG image is expected in **late March / early April** of 2026.
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Start the OKP RAG service with Podman:
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```bash
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podman run --rm -d -p 8983:8080 images.paas.redhat.com/offline-kbase/rhokp-rag:mar-9-2026
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```
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> **Note:** Remove `-d` to run in the foreground.
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* The service listens on **port 8983** on the host (mapped from 8080 in the container).
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* Confirm it is running by opening in a browser or with `curl`:
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```bash
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curl -s http://localhost:8983
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```
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Or visit: **http://localhost:8983**
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Ensure the LlamaStack `run_enriched_new.yaml` file is configured to use this OKP endpoint (the enrichment step typically adds the correct Solr/OKP URL; if you need a different host/port, adjust the `solr_url` config value accordingly).
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---
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## Step 2: Setup llamastack config environment variables
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Set the required environment variables. The external providers path must point to the `external_providers` content inside the [lightspeed-providers](https://github.com/lightspeed-core/lightspeed-providers/tree/main/lightspeed_stack_providers/) repository:
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```bash
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export EXTERNAL_PROVIDERS_DIR=../lightspeed-providers/resources/external_providers
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export OPENAI_API_KEY=<your-openai-api-key>
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```
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Adjust `EXTERNAL_PROVIDERS_DIR` if your lightspeed-providers repo is in a different location relative to your lightspeed-stack directory.
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---
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## Step 3: Install Lightspeed Stack Dependencies
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Then install dependencies and custom providers:
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```bash
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uv sync --group dev --group llslibdev
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uv pip install -e ../lightspeed-providers # Path to lightspeed-providers repo
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```
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* **`uv sync`**: Installs project and dev/llslibdev groups so that the app and tooling run correctly.
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* **`uv pip install -e ../lightspeed-providers`**: Installs the lightspeed stack providers from the local clone of the repository. Adjust the directory path as needed.
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> **Note:** Running `uv sync` will remove the lightspeed-providers dependency installed by the `uv pip install` command, so you will need to rerun the `uv pip install` command if you rerun `uv sync`.
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---
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## Step 4: Configure Lightspeed Stack
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### Enable OKP in Lightspeed Stack
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Edit your Lightspeed Stack config file (e.g. `lightspeed-stack.yaml`) and add the following top-level sections so that OKP is used for either inline or tool RAG:
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Inline RAG:
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```yaml
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# RAG configuration
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rag:
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inline:
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- okp
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okp:
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offline: true
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chunk_filter_query: "is_chunk:true"
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```
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Tool RAG:
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```yaml
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# RAG configuration
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rag:
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tool:
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- okp
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okp:
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offline: true
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chunk_filter_query: "is_chunk:true"
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```
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* **`rag.inline`** and **`rag.tool`**: Enable OKP as the RAG source for inline context injection and for the RAG tool. Tool rag means the LLM will be provided a search tool it can choose to invoke to find relevant content and augment the user prompt. The tool may or may not be invoked. Inline means a rag search and prompt augmentation will always occur.
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* **`okp.offline`**: When `true`, source URLs use `parent_id` (offline/Mimir-style). When `false`, use `reference_url` (online).
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* **`okp.chunk_filter_query`**: Solr filter query applied to every OKP search (e.g. `"is_chunk:true"` to restrict to chunk documents). You can extend this with Solr boolean syntax such as `chunk_filter_query: "is_chunk:true AND product:*openshift*"` (see [RAG Guide - Query Filtering](rag_guide.md)).
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### Configure Lightspeed Stack for library mode
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For the simplest local development, configure `lightspeed-stack.yaml` to consume Llama Stack in library mode:
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```yaml
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llama_stack:
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...
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use_as_library_client: true
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library_client_config_path: run_enriched_new.yaml
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# Comment these lines out if present
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# url: http://lama-stack:87321
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# api_key: xyzzy
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...
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```
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---
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## Step 5: Run Configuration Enrichment
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Enrich your base Llama Stack config with OKP (and any BYOK) settings from `lightspeed-stack.yaml` using the configuration script:
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```bash
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uv run src/llama_stack_configuration.py -c lightspeed-stack.yaml -i run.yaml -o run_enriched_new.yaml
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```
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* **`-c`**: Lightspeed Stack config (e.g. `lightspeed-stack.yaml`)
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* **`-i`**: Input Llama Stack config (e.g. `run.yaml`)
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* **`-o`**: Output enriched config (e.g. `run_enriched_new.yaml`)
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Use the **output file** (e.g. `run_enriched_new.yaml`) when starting Llama Stack / Lightspeed Stack so that OKP vector IO and related resources are registered.
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> [!TIP]
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> Re-run this command whenever you change RAG or OKP settings in `lightspeed-stack.yaml` so that the enriched run file stays in sync.
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---
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## Step 6: Launch Lightspeed Stack
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Then launch Lightspeed Stack using your **enriched** Llama Stack config (e.g. `run_enriched_new.yaml`) and your Lightspeed Stack config, following your usual run instructions (e.g. pointing to the enriched run file and the correct port).
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```bash
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make run
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```
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Lightspeed Stack has launched successfully and is available when you see this log output:
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```log
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INFO 2026-03-17 11:20:31,347 uvicorn.error:62 uncategorized: Application startup complete.
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INFO 2026-03-17 11:20:31,349 uvicorn.error:224 uncategorized: Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
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```
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---
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## Step 7: Verify the Stack
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Confirm that the full stack (Lightspeed Stack + Llama Stack + OKP) is working by sending a query and checking that the response includes referenced chunks from OKP:
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```bash
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curl -sX POST http://localhost:8080/v1/query \
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-H "Content-Type: application/json" \
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-d '{"query": "configure remote desktop using gnome"}' | jq .
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```
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* Adjust the URL and port if your Lightspeed Stack API is exposed elsewhere.
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* In the JSON response, look for `rag_chunks` that indicate OKP/Solr results were retrieved.
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Example response excerpt:
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```json
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"rag_chunks": [
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{
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"content": "You can connect from a Red Hat Enterprise Linux client to a remote desktop server by using the\n**Connections**\napplication. The connection depends on the remote server configuration.\n**Prerequisites**\n- Desktop sharing or remote login is enabled on the server. For more information, see [Enabling desktop sharing on the server by using GNOME](#enabling-desktop-sharing-on-the-server-by-using-gnome) or [Configuring GNOME remote login](#configuring-gnome-remote-login) .\n- For desktop sharing, a user is logged in to the GNOME graphical session on the server.\n- The `gnome-connections` package is installed on the client.\n**Procedure**\n1. On the client, launch the **Connections** application.\n2. Click the + button in the top bar to open a new connection.\n4. Enter the IP address of the server.\n5. Choose the connection type based on the operating system you want to connect to: Remote Desktop Protocol (RDP) Use RDP for connecting to Windows and RHEL 10 servers. Virtual Network Computing (VNC) Use VNC for connecting to servers with RHEL 9 and previous versions.\n6. Click Connect .\n**Verification**\n1. On the client, check that you can see the shared server desktop.\n2. On the server, a screen sharing indicator appears on the right side of the top panel: You can control screen sharing in the **System** menu of the server.",
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"source": "okp",
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"score": 826.40784,
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"attributes": {
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"doc_url": "https://mimir.corp.redhat.com/documentation/en-us/red_hat_enterprise_linux/10/html-single/administering_rhel_by_using_the_gnome_desktop_environment/index",
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"document_id": "/documentation/en-us/red_hat_enterprise_linux/10/html-single/administering_rhel_by_using_the_gnome_desktop_environment/index"
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}
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}
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],
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```
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> **Note:** The first time you query the system the response may take additional time because it must first download the necessary embedding model to perform the vector search.
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If you see no RAG context, verify:
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1. OKP is up at http://localhost:8983
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2. You started Lightspeed Stack with the **enriched** run file from Step 2
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3. `lightspeed-stack.yaml` has `okp` under `rag.inline` and/or `rag.tool` as in Step 1
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---

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