Parameter-Efficient LLM Finetuning With Low-Rank Adaptation (LoRA)

1.0Lightning AIhttps://lightning.ai/pagesJP Hennessyhttps://lightning.ai/pages/author/jplightning-ai/Parameter-Efficient LLM Finetuning With Low-Rank Adaptation (LoRA) - Lightning AIrich600338<blockquote class="wp-embedded-content" data-secret="ddPBjcuGE6"><a href="https://lightning.ai/pages/community/tutorial/lora-llm/">Parameter-Efficient LLM Finetuning With Low-Rank Adaptation (LoRA)</a></blockquote><iframe sandbox="allow-scripts" security="restricted" src="https://lightning.ai/pages/community/tutorial/lora-llm/embed/#?secret=ddPBjcuGE6" width="600" height="338" title="“Parameter-Efficient LLM Finetuning With Low-Rank Adaptation (LoRA)” — Lightning AI" data-secret="ddPBjcuGE6" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" class="wp-embedded-content"></iframe><script type="text/javascript"> /* <![CDATA[ */ /*! This file is auto-generated */ !function(d,l){"use strict";l.querySelector&&d.addEventListener&&"undefined"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!/[^a-zA-Z0-9]/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret="'+t.secret+'"]'),o=l.querySelectorAll('blockquote[data-secret="'+t.secret+'"]'),c=new RegExp("^https?:$","i"),i=0;i<o.length;i++)o[i].style.display="none";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute("style"),"height"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):"link"===t.message&&(r=new URL(s.getAttribute("src")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener("message",d.wp.receiveEmbedMessage,!1),l.addEventListener("DOMContentLoaded",function(){for(var e,t,s=l.querySelectorAll("iframe.wp-embedded-content"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute("data-secret"))||(t=Math.random().toString(36).substring(2,12),e.src+="#?secret="+t,e.setAttribute("data-secret",t)),e.contentWindow.postMessage({message:"ready",secret:t},"*")},!1)))}(window,document); /* ]]> */ </script> https://lightningaidev.wpengine.com/wp-content/uploads/2023/04/lora-thumbnail.png1902886In the rapidly evolving field of AI, using large language models in an efficient and effective manner is becoming more and more important. In this article, you will learn how to tune an LLM with Low-Rank Adaptation (LoRA) computationally efficiently!