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  • NVIDIA
    4
    • DGX Spark

    LLaMA Factory

    Install and fine-tune models with LLaMA Factory
    Playbook
    DGX
    9mo
    DGX Spark
    Items per page
    of 1 pages
    30 MIN

    Run models with llama.cpp on DGX Spark

    Build llama.cpp with CUDA and serve models via an OpenAI-compatible API
    Playbook
    DGX Spark
    3mo
    DGX Station
    2 HRS

    Profiler-Driven Kernel Optimization for Fine-Tuning

    Use torch.profiler to find training bottlenecks, then write custom Triton kernels to optimize LLaMA 8B fine-tuning
    Playbook
    Training
    1mo
    DGX Station
    30 MIN

    NVFP4 Pretraining with Megatron Bridge

    Pretrain Llama 3.1 8B with NVFP4 mixed precision on DGX Station using Megatron Bridge
    Playbook
    Training
    1mo