---
title: "Fine-tuning Llama-3 with ORPO: A Deep Dive"
url: https://daily.dev/posts/fine-tuning-llama-3-with-orpo-a-deep-dive-vnvjoourr
source_url: https://blog.gopenai.com/fine-tuning-llama-3-with-orpo-a-deep-dive-1452bc1b1838
type: article
source: "GoPenAI"
published: 2024-04-26T10:56:40.638Z
updated: 2024-05-09T09:27:15.675Z
tags: ["transformers"]
reading_time: 6
upvotes: 2
comments: 0
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Fine-tuning Llama-3 with ORPO: A Deep Dive

**[GoPenAI](https://daily.dev/sources/gopenai)** · 6 min read · 2 upvotes · 0 comments

## Summary

This post provides a deep dive into fine-tuning Llama-3 with ORPO. It covers the code breakdown, customization, notebook login, defining tasks and preferences, loading tokenizer and model, preparing ORPO trainer, training the model, and merging the QLoRA adapter with the base model. The post also mentions additional considerations such as evaluation and hardware requirements.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://blog.gopenai.com/fine-tuning-llama-3-with-orpo-a-deep-dive-1452bc1b1838>

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---

Tags: [#transformers](https://daily.dev/tags/transformers)

[View this post on daily.dev](https://daily.dev/posts/fine-tuning-llama-3-with-orpo-a-deep-dive-vnvjoourr)