---
name: dgx-spark-pytorch-fine-tune
description: Use Pytorch to fine-tune models locally — on NVIDIA DGX Spark. Use when setting up pytorch-fine-tune on Spark hardware.
---

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# Fine-tune with Pytorch

> Use Pytorch to fine-tune models locally

This playbook guides you through setting up and using Pytorch for fine-tuning large language models on NVIDIA Spark devices.

**Outcome**: You'll establish a complete fine-tuning environment for large language models (1-70B parameters) on your NVIDIA Spark device. 
By the end, you'll have a working installation that supports parameter-efficient fine-tuning (PEFT) and supervised fine-tuning (SFT).

**Full playbook**: `/home/runner/work/dgx-spark-playbooks/dgx-spark-playbooks/nvidia/pytorch-fine-tune/README.md`
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