Code + tutorial on using PyTorch-Lightning + QLoRA/peft to fine tune a LLM from Huggingface

jjung · November 8, 2023, 7:35pm

Here is where the code and detailed explanations are:

zjohn77/lightning-mlflow-hf/blob/main/README.md

# 🔥 Build Your Custom AI/LLM With PyTorch Lightning

## Introduction

Processes and information are at the heart of every business. The vulnerability and
opportunity of this moment is the question of whether your business can automate your
processes using AI, and reap the rewards of doing so. ChatGPT, a general purpose AI, has
opened our eyes to what AI can do. What matters now is directing the power of AI to *your*
business problems and unlock the value of *your* proprietary data. In this document, I will
show you how.

## Table of Contents

1. [Overview of LLM Fine Tuning](#1-overview-of-llm-fine-tuning)
2. [Problem Background](#2-problem-background)
3. [Architecture of the AI System](#3-architecture-of-the-ai-system)
4. [Code Deep Dive](#4-code-deep-dive)
5. [Model Results](#5-model-results)
6. [Installation and Quick Start](#6-installation-and-quick-start)
7. [Contribute](#7-contribute)

This file has been truncated. show original

Topic		Replies	Views
How to fine-tune a pretrained LLM on custom code libraries? Beginners	2	6063	April 29, 2024
Using hugging face models with private company data? Beginners	7	25182	January 11, 2024
Training LLM using local application Community Calls	2	968	May 1, 2024
Hugging Face Trainer class with accelerate 🤗Accelerate	2	375	May 21, 2024
Fine-Tuning Help for Personal Project Beginners	1	38	March 28, 2025

Code + tutorial on using PyTorch-Lightning + QLoRA/peft to fine tune a LLM from Huggingface

Related topics