---
name: dgx-spark-llama-factory
description: Install and fine-tune models with LLaMA Factory — on NVIDIA DGX Spark. Use when setting up llama-factory on Spark hardware.
---

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# LLaMA Factory

> Install and fine-tune models with LLaMA Factory

LLaMA Factory is an open-source framework that simplifies the process of training and fine
tuning large language models. It offers a unified interface for a variety of cutting edge
methods such as SFT, RLHF, and QLoRA techniques. It also supports a wide range of LLM
architectures such as LLaMA, Mistral and Qwen. This playbook demonstrates how to fine-tune
large language models using LLaMA Factory CLI on your NVIDIA Spark device.

**Outcome**: You'll set up LLaMA Factory on NVIDIA Spark with Blackwell architecture to fine-tune large
language models using LoRA, QLoRA, and full fine-tuning methods. This enables efficient
model adaptation for specialized domains while leveraging hardware-specific optimizations.

**Full playbook**: `/Users/jkneen/Documents/GitHub/dgx-spark-playbooks/nvidia/llama-factory/README.md`
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