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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

Comfy UI

45 MIN

Install and use Comfy UI to generate images

DGXSpark
View on GitHub
OverviewOverviewInstructionsInstructionsTroubleshootingTroubleshooting
SymptomCauseFix
PyTorch CUDA not availableIncorrect CUDA version or missing driversVerify nvcc --version matches cu129, reinstall PyTorch
Model download failsNetwork connectivity or storage spaceCheck internet connection, verify 20GB+ available space
Web interface inaccessibleFirewall blocking port 8188Configure firewall to allow port 8188, check IP address
Out of GPU memory errors after manually flushing buffer cacheInsufficient VRAM for modelUse smaller models or enable CPU fallback mode

NOTE

DGX Spark uses a Unified Memory Architecture (UMA), which enables dynamic memory sharing between the GPU and CPU. With many applications still updating to take advantage of UMA, you may encounter memory issues even when within the memory capacity of DGX Spark. If that happens, manually flush the buffer cache with:

sudo sh -c 'sync; echo 3 > /proc/sys/vm/drop_caches'

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

Resources

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