> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/run-ai/_mcp/server.

# Workloads in NVIDIA Run:ai

## Docs

- [Introduction to Workloads](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/introduction-to-workloads.md)
- [NVIDIA Run:ai Native Workloads](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/native-workloads.md)
- [Supported Workload Types](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/supported-workload-types.md)
- [Extending Workload Support with Karta](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/extending-workload-support.md)
- [Defining a Karta](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/defining-a-karta.md)
- [Quick Start Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/quick-start-templates.md)
- [Supported Features](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-types/supported-features.md)
- [Workloads](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workloads.md)
- [Workload Assets](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/overview.md)
- [Environments](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/environments.md)
- [Data Sources](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/datasources.md)
- [Data Volumes](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/data-volumes.md)
- [Compute Resources](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/compute-resources.md)
- [Credentials](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/assets/credentials.md)
- [Workload Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates.md)
- [Workspace Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md)
- [Workspace Templates (Legacy)](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md)
- [Standard Training Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md)
- [Distributed Training Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md)
- [NVIDIA NIM Inference Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/inference-templates/nvidia-nim-inference-templates.md)
- [vLLM Inference Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/inference-templates/v-llm-inference-templates.md)
- [Custom Inference Templates](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/workload-templates/inference-templates/custom-inference-templates.md)
- [Running Workspaces](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md)
- [Running Jupyter Notebooks Using Workspaces](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md)
- [Train Models Using a Standard Training Workload](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-training/train-models.md)
- [Train Models Using a Distributed Training Workload](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-training/distributed-training-models.md)
- [Best Practices: Checkpointing Preemptible Training Workloads](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md)
- [Run Your First Standard Training](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-training/quick-starts/standard-training-quickstart.md)
- [Run Your First Distributed Training](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-training/quick-starts/distributed-training-quickstart.md)
- [NVIDIA Run:ai Inference Overview](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/inference-overview.md)
- [Deploy Inference Workloads with NVIDIA NIM](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/nim-inference.md)
- [Deploy Inference Workloads with vLLM](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md)
- [Deploy Inference Workloads with Custom Server](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/custom-inference.md)
- [Deploy Distributed Inference Workloads](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/distributed-inference.md)
- [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/nvcf.md)
- [Run Your First Custom Inference Workload](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md)
- [Submit Supported Workload Types via YAML](https://docs.nvidia.com/run-ai/self-hosted/v3.0/documentation/workloads-in-nvidia-run-ai/submit-via-yaml.md)