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Start Building on DGX Spark

Find instructions and examples to run AI workloads on the NVIDIA GB10 Grace Blackwell Superchip

DGX Spark Support

Access documentation, software, and expert assistance for your DGX Spark.

Get Support

Connect from Another Computer

Get started with NVIDIA Sync

Set Up Local Network Access

Set Up Local Network Access

NVIDIA Sync helps set up and configure SSH access

5 min
Configure Now

First Time Here?

Try these developer quickstarts

VS Code5 MIN

Install and use VS Code locally or remotely

DGX Dashboard30 MIN

Monitor your DGX system and launch JupyterLab

Open WebUI with Ollama15 MIN

Install Open WebUI and use Ollama to chat with models on your Spark

Comfy UI45 MIN

Install and use Comfy UI to generate images

See More Playbooks Below

What's New

New and majorly updated playbooks

Nemotron-3-Nano with llama.cpp

Run Nemotron-3-Nano-30B model using llama.cpp on DGX Spark

30 MIN

Speculative Decoding

Learn how to set up speculative decoding for fast inference on Spark

30 MIN

Fine-tune with Pytorch

Use Pytorch to fine-tune models locally

1 HR

Single-cell RNA Sequencing

An end-to-end GPU-powered workflow for scRNA-seq using RAPIDS

15 MIN

Portfolio Optimization

GPU-Accelerated portfolio optimization using cuOpt and cuML

20 MIN

Install and Use Isaac Sim and Isaac Lab

Build Isaac Sim and Isaac Lab from source for Spark

30 MIN

Live VLM WebUI

Real-time Vision Language Model interaction with webcam streaming

20 MIN

vLLM for Inference

Install and use vLLM on DGX Spark

30 MIN

SGLang Inference Server

Install and use SGLang on DGX Spark

30 MIN

TRT LLM for Inference

Install and use TensorRT-LLM on DGX Spark

1 HR

All Playbooks

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

CUDA-X Data Science

Install and use NVIDIA cuML and NVIDIA cuDF to accelerate UMAP, HDBSCAN, pandas and more with zero code changes

30 MIN

Vibe Coding in VS Code

Use DGX Spark as a local or remote Vibe Coding assistant with Ollama and Continue

30 MIN

FLUX.1 Dreambooth LoRA Fine-tuning

Fine-tune FLUX.1-dev 12B model using Dreambooth LoRA for custom image generation

1 HR

Optimized JAX

Optimize JAX to run on Spark

2 HRS

LLaMA Factory

Install and fine-tune models with LLaMA Factory

1 HR

Build and Deploy a Multi-Agent Chatbot

Deploy a multi-agent chatbot system and chat with agents on your Spark

1 HR

Multi-modal Inference

Setup multi-modal inference with TensorRT

1 HR

NCCL for Two Sparks

Install and test NCCL on two Sparks

30 MIN

Fine-tune with NeMo

Use NVIDIA NeMo to fine-tune models locally

1 HR

NIM on Spark

Deploy a NIM on Spark

30 MIN

NVFP4 Quantization

Quantize a model to NVFP4 to run on Spark using TensorRT Model Optimizer

1 HR

RAG Application in AI Workbench

Install and use AI Workbench to clone and run a reproducible RAG application

30 MIN

Connect Two Sparks

Connect two Spark devices and setup them up for inference and fine-tuning

1 HR

Set up Tailscale on Your Spark

Use Tailscale to connect to your Spark on your home network no matter where you are

30 MIN

Text to Knowledge Graph

Transform unstructured text into interactive knowledge graphs with LLM inference and graph visualization

30 MIN

Unsloth on DGX Spark

Optimized fine-tuning with Unsloth

1 HR

Build a Video Search and Summarization (VSS) Agent

Run the VSS Blueprint on your Spark

1 HR