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
Llama2 fine-tunning with PEFT QLora and testing the model 🤗Transformers	13	15399	December 21, 2023
Training General Pytorch model with HuggingFace's Trainer 🤗Transformers	0	397	May 7, 2023
One Line LLM Fine Tuning PyPI Package 🤗Hub	0	26	August 7, 2024
Implentation of QA-LoRA Intermediate	2	473	June 25, 2024
Finetuning llama-2 for classification 🤗Transformers	2	1935	January 29, 2024

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

Related topics