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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

    Connect Three DGX Spark in a Ring Topology

    1 HR

    Connect and set up three DGX Spark devices in a ring topology

    • DGX
    • Spark
    View on GitHub
    OverviewOverviewRun on Three SparksRun on Three SparksTroubleshootingTroubleshooting
    SymptomCauseFix
    "Network unreachable" errorsNetwork interfaces not configuredVerify netplan config and sudo netplan apply
    SSH authentication failuresSSH keys not properly distributedRe-run ./discover-sparks and enter passwords
    Nodes not visible in clusterNetwork connectivity issueVerify QSFP cable connection, check IP configuration
    "APT update" errors (eg. E: The list of sources could not be read.)APT sources errors, conflicting sources or signing keysCheck APT and Ubuntu documentation to fix the APT sources or keys conflicts

    Resources

    • DGX Spark Documentation
    • DGX Spark Forum
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