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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

    Set Up Local Network Access

    5 MIN

    NVIDIA Sync helps set up and configure SSH access

    • DGX
    • Spark
    OverviewOverviewConnect with NVIDIA SyncConnect with NVIDIA SyncConnect with Manual SSHConnect with Manual SSHTroubleshootingTroubleshooting

    Possible issues connecting via NVIDIA Sync

    SymptomCauseFix
    Device name doesn't resolvemDNS blocked on networkUse IP address instead of hostname.local
    Connection refused/timeoutDGX Spark not booted or SSH not readyWait for device boot completion; SSH available after updates finish
    Authentication failedSSH key setup incompleteRe-run device setup in NVIDIA Sync; check credentials

    Possible issues connecting via manual SSH

    SymptomCauseFix
    Device name doesn't resolvemDNS blocked on networkUse IP address instead of hostname.local
    Connection refused/timeoutDGX Spark not booted or SSH not readyWait for device boot completion; SSH available after updates finish
    Port forwarding failsService not running or port conflictVerify remote service is active; try different local port

    Resources

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