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onboarding

  • Set Up Local Network Access
  • Open WebUI with Ollama

data science

  • Single-cell RNA Sequencing
  • Portfolio Optimization
  • CUDA-X Data Science
  • Text to Knowledge Graph
  • Optimized JAX

tools

  • DGX Dashboard
  • Comfy UI
  • RAG Application in AI Workbench
  • Set up Tailscale on Your Spark
  • VS Code
  • Connect Three DGX Spark in a Ring Topology
  • Connect Multiple DGX Spark through a Switch

fine tuning

  • FLUX.1 Dreambooth LoRA Fine-tuning
  • LLaMA Factory
  • Fine-tune with NeMo
  • Fine-tune with Pytorch
  • Unsloth on DGX Spark

use case

  • NemoClaw with Nemotron 3 Super and Telegram on DGX Spark
  • cuTile Kernels
  • CLI Coding Agent
  • Live VLM WebUI
  • Install and Use Isaac Sim and Isaac Lab
  • Vibe Coding in VS Code
  • Build and Deploy a Multi-Agent Chatbot
  • Connect Two Sparks
  • NCCL for Two Sparks
  • Build a Video Search and Summarization (VSS) Agent
  • Spark & Reachy Photo Booth
  • Secure Long Running AI Agents with OpenShell on DGX Spark
  • OpenClaw 🦞

inference

  • LM Studio on DGX Spark
  • Speculative Decoding
  • Run models with llama.cpp on DGX Spark
  • Nemotron-3-Nano with llama.cpp
  • SGLang for Inference
  • TRT LLM for Inference
  • NVFP4 Quantization
  • Multi-modal Inference
  • NIM on Spark
  • vLLM for Inference

DGX Dashboard

30 MIN

Monitor your DGX system and launch JupyterLab

DGXSpark
View on GitHub
OverviewOverviewInstructionsInstructionsTroubleshootingTroubleshooting
SymptomCauseFix
User can't run updatesUser not in sudo groupAdd user to sudo group: sudo usermod -aG sudo <USERNAME>; then run newgrp docker
JupyterLab won't startIssue with current virtual environmentChange the working directory in the JupyterLab panel and start a new instance
SSH tunnel connection refusedIncorrect IP or portVerify Spark device IP and ensure SSH service is running
GPU not visible in monitoringDriver issuesCheck GPU status with nvidia-smi

For latest known issues, please review the DGX Spark User Guide.

Resources

  • DGX Spark Documentation
  • DGX Spark Forum
  • DGX Spark User Performance Guide
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