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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
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    • 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
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    • Multi-modal Inference
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    • LM Studio on DGX Spark

    Connect Two Sparks

    1 HR

    Connect two Spark devices and setup them up for inference and fine-tuning

    • DGX
    • Spark
    View on GitHub
    OverviewOverviewRun on Two SparksRun on Two SparksTroubleshootingTroubleshooting

    Basic idea

    Configure two DGX Spark systems for high-speed inter-node communication using 200GbE direct QSFP connections. This setup enables distributed workloads across multiple DGX Spark nodes by establishing network connectivity and configuring SSH authentication.

    What you'll accomplish

    You will physically connect two DGX Spark devices with a QSFP cable, configure network interfaces for cluster communication, and establish passwordless SSH between nodes to create a functional distributed computing environment.

    What to know before starting

    • Basic understanding of distributed computing concepts
    • Working with network interface configuration and netplan
    • Experience with SSH key management

    Prerequisites

    • Two DGX Spark systems
    • One QSFP cable for direct 200GbE connection between two devices
    • SSH access available to both systems
    • Root or sudo access on both systems: sudo whoami
    • The same username on both systems

    Ancillary files

    All required files for this playbook can be found here on GitHub

    • discover-sparks.sh script for automatic node discovery and SSH key distribution

    Time & risk

    • Duration: 1 hour including validation

    • Risk level: Medium - involves network reconfiguration

    • Rollback: Network changes can be reversed by removing netplan configs or IP assignments

    • Last Updated: 7/21/2026

      • Network configuration updates

    Resources

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