> For the complete documentation index, see [llms.txt](https://run-ai-docs.nvidia.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://run-ai-docs.nvidia.com/self-hosted/2.20/readme.md).

# NVIDIA Run:ai Self-Hosted Product Documentation

<table data-view="cards"><thead><tr><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><strong>Install, set up and monitor</strong></td><td><a href="/self-hosted/2.20/getting-started/installation.md">Install self-hosted</a></td><td><a href="/self-hosted/2.20/infrastructure-setup/authentication/overview.md">Set authenticated access</a></td><td><a href="/self-hosted/2.20/infrastructure-setup/advanced-setup/node-roles.md">Set node roles and advanced cluster configurations</a></td><td><a href="/self-hosted/2.20/infrastructure-setup/procedures/clusters.md">Monitor, manage and restore clusters</a></td><td><a href="/self-hosted/2.20/infrastructure-setup/procedures/monitoring.md">Monitor your platform</a></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-5594b3e11e90e45cf96381f6318e0c8e3a5b6fed%2FInstall_setup_monitor.svg?alt=media">Install_setup_monitor.svg</a></td></tr><tr><td><strong>Manage organizations and resources</strong></td><td><a href="/self-hosted/2.20/platform-management/aiinitiatives/adapting-ai-initiatives.md#mapping-your-organization">Map and set up your organizations</a></td><td><a href="/self-hosted/2.20/platform-management/aiinitiatives/adapting-ai-initiatives.md#mapping-your-resources">Set up and assign your resources</a></td><td><a href="/self-hosted/2.20/platform-management/aiinitiatives/adapting-ai-initiatives.md#assigning-users-to-projects-and-departments">Manage permissions</a></td><td><a href="/self-hosted/2.20/platform-management/policies/policies-and-rules.md">Create and manage policies</a></td><td><a href="/self-hosted/2.20/platform-management/monitor-performance/before-you-start.md">Monitor performance and health</a></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-434ffec45d5b9b7f033a9862bd8cccae88aab1f0%2Forganizations_resources.svg?alt=media">organizations_resources.svg</a></td></tr><tr><td><strong>Build, train and deploy models</strong></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/introduction-to-workloads.md">Learn more about workloads and workload types</a></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/overview.md">Prepare workload assets</a></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md">Build your model using workspaces</a></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/standard-training/train-models.md">Train your model using standard or distributed training workloads</a></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/custom-inference.md">Deploy your model with inference workloads</a></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-738cd82a5774e871b089737e1a96a92e3239bf17%2Fbuild_train_deploy.svg?alt=media">build_train_deploy.svg</a></td></tr><tr><td><strong>Scheduling and resource optimization</strong></td><td><a href="/self-hosted/2.20/platform-management/runai-scheduler/scheduling/concepts.md">Learn the NVIDIA Run:ai Scheduler concepts and principles</a></td><td><a href="/self-hosted/2.20/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md">Understand more about how the Scheduler works</a></td><td><a href="/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/fractions.md">Explore different resource optimizations</a></td><td></td><td></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-2ed60b8a23720f6465a3aaf2f95c9f56e51bc7a4%2FScheduling_resource_optimization.svg?alt=media">Scheduling_resource_optimization.svg</a></td></tr><tr><td><strong>Use the CLI</strong></td><td><a href="/self-hosted/2.20/reference/cli/install-cli.md">Install and configure the CLI</a></td><td><a href="/self-hosted/2.20/reference/cli/runai.md">See the full list of commands and examples</a></td><td></td><td></td><td></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-b94218c7d50b19155ab87c6a00625e4c19a87121%2Fuse_cli.svg?alt=media">use_cli.svg</a></td></tr><tr><td><strong>Quick starts</strong></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md">Run Jupyter Notebook using workspaces</a></td><td><a href="/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts/distributed-training-quickstart.md">Run your first distributed training workload</a></td><td><a href="/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md">Launch workloads with dynamic GPU fractions</a></td><td></td><td></td><td></td><td><a href="https://2342309808-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F1vISNN7yBSgahrgLlsPz%2Fuploads%2Fgit-blob-5e1856274c587fac0b837a4279141eb394ab85ef%2Fquick_srats.svg?alt=media">quick_srats.svg</a></td></tr></tbody></table>


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://run-ai-docs.nvidia.com/self-hosted/2.20/readme.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.