DGX Spark

All Playbooks

Detailed instructions to set up and run popular AI workflows on DGX Spark

DGX Spark
15 MIN
Single-cell RNA Sequencing
An end-to-end GPU-powered workflow for scRNA-seq using RAPIDS
data science
DGX Spark
20 MIN
Portfolio Optimization
GPU-Accelerated portfolio optimization using cuOpt and cuML
Data Science
RAPIDS
Financial Services
DGX Spark
30 MIN
CUDA-X Data Science
Install and use NVIDIA cuML and NVIDIA cuDF to accelerate UMAP, HDBSCAN, pandas and more with zero code changes
pandas
dimensionality reduction
data analytics
DGX
data science
clustering
Spark
machine learning
DGX Spark
30 MIN
Build Knowledge Graphs with txt2kg
Extract triples with Ollama or vLLM, store them in a graph database, and explore them in a GPU-accelerated web UI
vLLM
DGX Spark
Ollama
DGX Station
Application
DGX Spark
LLaMA Factory
Install and fine-tune models with LLaMA Factory
DGX
Spark
DGX Spark
1 HR
FLUX.1 Dreambooth LoRA Fine-tuning
Fine-tune FLUX.1-dev 12B model using Dreambooth LoRA for custom image generation
Image Generation
ComfyUI
DGX
LoRA
Spark
Fine-tuning
Text-to-Image
DGX Spark
1 HR
Fine-tune with NeMo
Use NVIDIA NeMo to fine-tune models locally
DGX
Spark
DGX Spark
1 HR
Unsloth on DGX Spark
Optimized fine-tuning with Unsloth
DGX
Spark
DGX Spark
30 MIN
Run models with llama.cpp on DGX Spark
Build llama.cpp with CUDA and serve models via an OpenAI-compatible API
DGX Spark
Inference
LLM
Spark
llama.cpp
DGX Spark
30 MIN
Serve LLMs with SGLang
High-throughput serving with RadixAttention, structured output, and an OpenAI-compatible API
DGX Spark
DGX Station
Inference
SGLang
DGX Spark
30 MIN
NIM on Spark
Deploy a NIM on Spark
DGX
Spark
DGX Spark
30 MIN
LM Studio on DGX Spark
Deploy LM Studio and serve LLMs on a Spark device; use LM Link to access models remotely.
Inference
llmster
LM Studio
LM Link
Spark
DGX Spark
45 MIN
Nemotron Model Family on DGX Spark
Deploy Nemotron 3 model family (Nemotron-3-Nano or Nemotron-3-Super) on DGX Spark
Nemotron Super
Inference
Spark
Nemotron Nano
DGX Spark
1 HR
TRT LLM for Inference
Install and use TensorRT-LLM on DGX Spark
DGX
Spark
DGX Spark
60 MIN
Quantize Models to NVFP4 with NVIDIA Model Optimizer
Cut memory ~3.5× vs FP16 while keeping accuracy close to FP8, then validate with an OpenAI-compatible endpoint
Station
vLLM
DGX Spark
Model Optimizer
DGX Station
TensorRT-LLM
Inference
Spark
DGX Spark
1 HR
Multi-modal Inference
Setup multi-modal inference with TensorRT
DGX
Spark
DGX Spark
Intermediate45 MIN
Generate Images and Videos with ComfyUI
Node-based diffusion workflows for images and videos with FLUX, Wan, HunyuanVideo, and Stable Diffusion
Content Creation
Image Generation
ComfyUI
DGX Spark
Docker
DGX Station
Run Domain-Specific Workloads
Intermediate
DGX Spark
Connect Three DGX Spark in a Ring Topology
Connect and set up three DGX Spark devices in a ring topology
DGX
Spark
DGX Spark
2 HRS
Connect Multiple DGX Spark through a Switch
Set up a cluster of DGX Spark devices that are connected through Switch
DGX
Spark
DGX Spark
2 HOURS
Spark & Reachy Photo Booth
AI augmented photo booth using the DGX Spark and Reachy Mini.
generative-ai
Spark
agents
docker
DGX Spark
20 MINS
CLI Coding Agent
Build local CLI coding agents with Ollama
Coding
Ollama
Claude Code
OpenCode
Qwen
LLM
Spark
Codex
DGX Spark
20 MIN
Live VLM WebUI
Real-time Vision Language Model interaction with webcam streaming
Vision AI
DGX
VLM
Spark
WebRTC
DGX Spark
30 MIN
Run Hermes Agent with a Local LLM
Chat from the terminal against local vLLM with the self-improving Nous Research agent (Telegram optional)
Hermes Agent
vLLM
DGX Spark
Docker
Agentic Workflow
Spark
DGX Spark
30 MIN
Run NemoClaw with a Local LLM
Build a local AI assistant in an OpenShell sandbox with vLLM inference and optional Telegram
Station
vLLM
Telegram
DGX Spark
Agentic Workflow
NemoClaw
DGX Station
OpenClaw
OpenShell
Spark
DGX Spark
30 MINS
🦞 Set Up Example NemoClaw Agents 🦞
Ready-to-run application examples for your NemoClaw sandbox — policy, prompt, and personalization for each workflow
Personal Assistant
Telegram
Applications
DGX Spark
NemoClaw
OpenShell
Web Search
Spark
Productivity Agent
AI Agent
DGX Spark
30 MIN
Install and Use Isaac Sim and Isaac Lab
Build Isaac Sim and Isaac Lab from source for Spark
DGX
Spark
DGX Spark
30 MIN
Vibe Coding in VS Code
Use DGX Spark as a local or remote Vibe Coding assistant with Ollama and Continue
DGX
VibeCoding
Spark
DGX Spark
30 MIN
NCCL for Multiple Sparks
Install and test NCCL on two, three, or four Sparks
DGX
Spark
DGX Spark
30 MIN
Secure AI Agents with OpenShell
Isolate OpenClaw with kernel-level policies and route inference to a local model
Station
vLLM
DGX Spark
Docker
Agentic Workflow
DGX Station
OpenClaw
OpenShell
Spark
DGX Spark
30 MIN
Run OpenClaw with a Local LLM
Install a local-first AI agent and connect it to a private OpenAI-compatible model endpoint
DGX Spark
Agentic Workflow
RTX
OpenClaw
Spark
DGX Spark
60 MIN
cuTile Kernels
Run cuTile kernel benchmarks, FMHA implementation, and LLM inference on DGX Spark and B300
FMHA
Cross-Platform
DeepSeek
Docker
TileGym
GPU Development
cuTile
Benchmarking
Flash Attention
LLM Inference
Spark
Qwen2
DGX Spark
1 HR
Build and Deploy a Multi-Agent Chatbot
Deploy a multi-agent chatbot system and chat with agents on your Spark
DGX
Agents
Spark
DGX Spark
1 HR
Connect Two Sparks
Connect two Spark devices and setup them up for inference and fine-tuning
DGX
Spark

Start Building AI Agents on DGX Spark

DGX Spark Support

Connect from Another Computer

Set Up Local Network Access

First Time Here?

What's New

All Playbooks

Start Building AI Agents on DGX Spark

DGX Spark Support

Connect from Another Computer

Set Up Local Network Access

First Time Here?

Open WebUI with Ollama15 MIN

Generate Images and Videos with ComfyUI45 MIN

DGX Dashboard30 MIN

Serve LLMs with vLLM30 MIN

What's New

All Playbooks