Start Building on DGX Spark

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

Connect from Another Computer

Get started with NVIDIA Sync

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

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Explore 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

Fine tune with Pytorch

Use Pytorch to fine-tune models locally

1 hr

RAG application in AI Workbench

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

30 min

Speculative Decoding

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

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

TRT LLM for Inference

Install and configure TRT LLM to run on a single Spark or on two Sparks

1 hr

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

Vision-Language Model Fine-tuning

Fine-tune Vision-Language Models for image and video understanding tasks using Qwen2.5-VL and InternVL3

1 hr

Install and Use vLLM for Inference

Use a container or build vLLM from source for Spark

30 min

Video Search and Summarization

Run the VSS Blueprint on your Spark

1 hr