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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
    • Build Knowledge Graphs with txt2kg
    • Optimized JAX

    tools

    • DGX Dashboard
    • 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

    • Run Hermes Agent with a Local LLM
    • cuTile Kernels
    • CLI Coding Agent
    • Run NemoClaw with a Local LLM
    • 🦞 Set Up Example NemoClaw Agents 🦞
    • 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 Multiple Sparks
    • Build a Video Search and Summarization (VSS) Agent
    • Spark & Reachy Photo Booth
    • Secure AI Agents with OpenShell
    • Run OpenClaw with a Local LLM

    inference

    • Generate Images and Videos with ComfyUI
    • Serve LLMs with vLLM
    • Speculative Decoding
    • Run models with llama.cpp on DGX Spark
    • Nemotron Model Family on DGX Spark
    • Serve LLMs with SGLang
    • TRT LLM for Inference
    • Quantize Models to NVFP4 with NVIDIA Model Optimizer
    • 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

    • DGX
    • Spark
    OverviewOverviewOpen WebUI on Remote SparkOpen WebUI on Remote SparkOpen WebUI on Desktop SparkOpen WebUI on Desktop SparkTroubleshootingTroubleshooting

    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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