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

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
  • Secure Long Running AI Agents with OpenShell on DGX Spark
  • OpenClaw 🦞
  • 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

inference

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

Open WebUI with Ollama

15 MIN

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

DGXSpark
OverviewOverviewSet up Open WebUI on Remote Spark with NVIDIA SyncSet up Open WebUI on Remote Spark with NVIDIA SyncSet Up ManuallySet Up ManuallyTroubleshootingTroubleshooting

Common issues with setting up via NVIDIA Sync

SymptomCauseFix
Permission denied on docker psUser not in docker groupRun Step 1 completely, including terminal restart
Browser doesn't open automaticallyAuto-open setting disabledManually navigate to localhost:12000
Model download failsNetwork connectivity issuesCheck internet connection, retry download
GPU not detected in containerMissing --gpus=all flagRecreate container with correct start script
Port 12000 already in useAnother application using portChange port in Custom App settings or stop conflicting service

Common issues with manual setup

SymptomCauseFix
Permission denied on docker psUser not in docker groupRun Step 1 completely, including logging out and logging back in or use sudo
Model download failsNetwork connectivity issuesCheck internet connection, retry download
GPU not detected in containerMissing --gpus=all flagRecreate container with correct command
Port 8080 already in useAnother application using portChange port in docker command or stop conflicting service

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'

Resources

  • Open WebUI Documentation
  • DGX Spark Documentation
  • DGX Spark Developer Forum
  • DGX Spark User Performance Guide
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