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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- HTML Meta Tags -->
<title>The ML.ENERGY Initiative</title>
<meta name="description" content="Making modern ML energy efficient">
<!-- Opengraph Meta Tags -->
<meta property="og:url" content="https://ml.energy">
<meta property="og:type" content="website">
<meta property="og:title" content="The ML.ENERGY Initiative">
<meta property="og:description" content="Making modern ML energy efficient">
<meta property="og:image" content="https://ml.energy/assets/img/og_image.png">
<!-- Twitter Meta Tags -->
<meta name="twitter:card" content="summary_large_image">
<meta property="twitter:domain" content="ml.energy">
<meta property="twitter:url" content="https://ml.energy">
<meta name="twitter:title" content="The ML.ENERGY Initiative">
<meta name="twitter:description" content="Making modern ML energy efficient">
<meta name="twitter:image" content="https://ml.energy/assets/img/og_image.png">
<!-- Favicon -->
<link rel="apple-touch-icon" sizes="180x180" href="/assets/img/favicon/apple-touch-icon.png">
<link rel="icon" type="image/png" sizes="32x32" href="/assets/img/favicon/favicon-32x32.png">
<link rel="icon" type="image/png" sizes="16x16" href="/assets/img/favicon/favicon-16x16.png">
<link rel="manifest" href="/assets/img/favicon/site.webmanifest">
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-C013T57GV2"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-C013T57GV2');
</script>
<!-- BOOTSTRAP CSS-->
<link href="assets/css/bootstrap.min.css" rel="stylesheet">
<!-- ALL GOOGLE FONTS -->
<link href="https://fonts.googleapis.com/css?family=Montserrat:400,700|Raleway:400,500,600,700&subset=latin-ext" rel="stylesheet">
<!-- FONT-AWESOME CSS-->
<link href="assets/css/font-awesome.min.css" rel="stylesheet">
<!-- OWL-CAROUSEL CSS-->
<link href="assets/css/owl.carousel.css" rel="stylesheet">
<!-- OWL-TRANSITION CSS-->
<link href="assets/css/owl.transitions.css" rel="stylesheet">
<!-- MAGNIFIC-POPUP CSS-->
<link href="assets/css/magnific-popup.css" rel="stylesheet">
<!-- MAIN STYLE CSS -->
<link href="assets/css/style.css" rel="stylesheet">
<!-- RESPONSIVE CSS-->
<link href="assets/css/responsive.css" rel="stylesheet">
</head>
<body>
<!-- START PRELOADER -->
<div class="preloader">
<div class="status">
<div class="status-mes"></div>
</div>
</div>
<!-- END PRELOADER -->
<!-- START HEADER AREA -->
<header id="home" class="welcome-hero-area">
<div class="header-top-area">
<div class="container">
<div class="row">
<div class="col-md-3">
<!-- START LOGO -->
<div class="logo">
<a href="index.html">ML.ENERGY</a>
</div>
<!-- END LOGO -->
</div>
<div class="col-md-9">
<!-- START MAIN MENU -->
<div class="mainmenu">
<div class="navbar navbar-nobg">
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
</div>
<div class="navbar-collapse collapse">
<ul class="nav navbar-nav navbar-right">
<li class="active"><a class="smoth-scroll" href="#home">home</a>
</li>
<li><a href="https://ml.energy/blog">blog</a>
</li>
<li><a class="smoth-scroll" href="#about">about</a>
</li>
<li><a class="smoth-scroll" href="#projects">projects</a>
</li>
<li><a class="smoth-scroll" href="#members">members</a>
</li>
<li><a class="smoth-scroll" href="#news">news</a>
</li>
<li><a class="smoth-scroll" href="#sponsors">sponsors</a>
</li>
</ul>
</div>
</div>
</div>
<!-- END MAIN MENU -->
</div>
</div>
</div>
</div>
<!-- END HEADER AREA -->
<!-- START SLIDER AREA -->
<div class="welcome-slider-area">
<div id="welcome-slide-carousel" class="carousel slide carousel-fade" data-ride="carousel">
<ol class="carousel-indicators">
<li data-target="#welcome-slide-carousel" data-slide-to="0" class="active"></li>
<li data-target="#welcome-slide-carousel" data-slide-to="1"></li>
<li data-target="#welcome-slide-carousel" data-slide-to="2"></li>
</ol>
<div class="carousel-inner" role="listbox">
<!-- START SINGLE SLIDE ITEM -->
<div class="item active">
<div class="single-slide-item slide-1">
<div class="single-slide-item-table">
<div class="single-slide-item-table-cell">
<div class="container">
<div class="row">
<div class="col-md-12">
<h2>The ML Energy Initiative</h2>
<p>Modern machine learning consumes enormous amounts of energy.
<br/>How can we make ML systems more energy efficient?
</p>
<a class="slide-btn smoth-scroll" href="#about">about</a>
<a class="slide-btn smoth-scroll" href="#projects">projects</a>
<a class="slide-btn" href="https://ml.energy/blog">blog</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- END SINGLE SLIDE ITEM-->
<!-- START SINGLE SLIDE ITEM-->
<div class="item">
<div class="single-slide-item slide-2">
<div class="single-slide-item-table">
<div class="single-slide-item-table-cell">
<div class="container">
<div class="row">
<div class="col-md-12">
<h2>The ML Energy initiative</h2>
<p>Energy efficiency may not be free.
<br/>What are the tradeoffs associated, and how can we pick good points?
</p>
<a class="slide-btn smoth-scroll" href="#about">about</a>
<a class="slide-btn smoth-scroll" href="#projects">projects</a>
<a class="slide-btn" href="https://ml.energy/blog">blog</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- END SINGLE SLIDE ITEM -->
<!-- START SINGLE SLIDE ITEM-->
<div class="item">
<div class="single-slide-item slide-3">
<div class="single-slide-item-table">
<div class="single-slide-item-table-cell">
<div class="container">
<div class="row">
<div class="col-md-12">
<h2>The ML Energy initiative</h2>
<p>Modern machine learning software is oblivious of where all the energy goes to.
<br/>How can we expose energy consumption to ML developers?
</p>
<a class="slide-btn smoth-scroll" href="#about">about</a>
<a class="slide-btn smoth-scroll" href="#projects">projects</a>
<a class="slide-btn" href="https://ml.energy/blog">blog</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- END SINGLE SLIDE ITEM -->
</div>
<a class="left welcome-control" href="#welcome-slide-carousel" role="button" data-slide="prev"><i class="fa fa-angle-left"></i></a>
<a class="right welcome-control" href="#welcome-slide-carousel" role="button" data-slide="next"><i class="fa fa-angle-right"></i></a>
</div>
</div>
<!-- END SLIDER AREA -->
</header>
<!-- END HEADER AREA -->
<!-- START ABOUT US AREA -->
<section id="about" class="about-us-area section-padding">
<div class="container">
<div class="row">
<!-- START SECTION AREA -->
<div class="col-sm-12">
<div class="section-title text-center">
<h2>about us</h2>
<span></span>
<p>
Our goal is to measure, understand, optimize, and expose the <b>energy consumption</b> of modern machine learning.
</p>
<p>
The ML.ENERGY Initiative is a joint effort of computer scientists across multiple academic institutions, including <a href="https://symbioticlab.org">SymbioticLab</a> where it originally started.
</p>
</div>
</div>
<!-- END SECTION DESIGN AREA -->
</div>
<div class="row">
<!-- START ABOUT FEATURED -->
<div class="featured-area text-center">
<!-- START SINGLE FEATURED -->
<div class="col-md-4 col-sm-4">
<div class="single-featured">
<i class="fa fa-search"></i>
<h4>Understand</h4>
<p>Observing and understanding energy consumption of modern ML</p>
</div>
</div>
<!-- END SINGLE FEATURED -->
<!-- START SINGLE FEATURED -->
<div class="col-md-4 col-sm-4">
<div class="single-featured">
<i class="fa fa-angle-double-down"></i>
<h4>Optimize</h4>
<p>Optimizing ML energy consumption based on understandings</p>
</div>
</div>
<!-- END SINGLE FEATURED -->
<!-- START SINGLE FEATURED -->
<div class="col-md-4 col-sm-4">
<div class="single-featured">
<i class="fa fa-external-link"></i>
<h4>Expose</h4>
<p>Exposing energy to ML developers to encourage optimization</p>
</div>
</div>
<!-- END SINGLE FEATURED -->
</div>
<!-- END ABOUT FEATURED -->
</div>
<!-- END ROW-->
</div>
</section>
<!-- END ABOUT US AREA -->
<!-- START PROJECTS AREA -->
<section id="projects" class="gry-bg section-padding">
<div class="container">
<div class="row">
<div class="col-sm-12">
<div class="section-title text-center">
<h2>Projects</h2>
<span></span>
<!-- <p>Research projects under the ML energy initiative</p> -->
</div>
</div>
</div>
<div class="row">
<!-- START SINGLE PROJECTS BOX -->
<div class="col-md-4 col-sm-6">
<div class="single-project-box">
<div class="project-icon">
<img src="assets/img/projects/leaderboard.png" alt="Leaderboard logo">
</div>
<div class="project-content">
<!-- <h4>Zeus</h4> -->
<p>How much energy do modern large language models (LLMs) consume?</p>
<a class="project-btn" href="https://ml.energy/leaderboard">Website</a>
</div>
</div>
</div>
<!-- END SINGLE PROJECTS BOX -->
<div class="col-md-4 col-sm-6">
<div class="single-project-box">
<div class="project-icon">
<img src="assets/img/projects/zeus.svg" alt="Zeus logo">
</div>
<div class="project-content">
<!-- <h4>Zeus</h4> -->
<p>Deep learning energy measurement and optimization</p>
<a class="project-btn" href="https://ml.energy/zeus">Website</a>
</div>
</div>
</div>
<!-- END SINGLE PROJECTS BOX -->
</div>
</div>
</section>
<!-- END PROJECTS AREA -->
<!-- START TEAM AREA -->
<section id="members" class="our-team-area section-padding">
<div class="container">
<div class="row">
<div class="col-sm-12">
<div class="section-title text-center">
<h2>Members</h2>
<span></span>
</div>
</div>
</div>
<div class="row">
<div class="col-sm-12">
<div class="text-center">
<h3>Faculty</h3>
</div>
</div>
</div>
<div class="row">
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/mosharaf.jpg" style="max-width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Mosharaf Chowdhury</h4>
<p>University of Michigan</p>
<ul class="team-social">
<li><a href="https://mosharaf.com"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/adam.jpeg" style="max-width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Adam Belay</h4>
<p>MIT CSAIL</p>
<ul class="team-social">
<li><a href="http://www.abelay.me/"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/asaf.jpeg" style="max-width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Asaf Cidon</h4>
<p>Columbia University</p>
<ul class="team-social">
<li><a href="https://www.asafcidon.com/"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<div class="clearfix visible-sm-block"></div>
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/beidi.jpeg" style="max-width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Beidi Chen</h4>
<p>CMU</p>
<ul class="team-social">
<li><a href="https://www.andrew.cmu.edu/user/beidic/"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/simon.jpeg" style="max-width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Simon Peter</h4>
<p>University of Washington</p>
<ul class="team-social">
<li><a href="https://homes.cs.washington.edu/~simpeter/"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/tom.jpeg" style="width: 80%;" class="center-block img-circle" />
<h4 class="team-member">Tom Anderson</h4>
<p>University of Washington</p>
<ul class="team-social">
<li><a href="https://www.cs.washington.edu/people/faculty/tom"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
</div>
<div class="row">
<div class="col-sm-12">
<div class="text-center">
<h3>Students</h3>
</div>
</div>
</div>
<div class="row">
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/jae-won.jpg" style="max-width: 80%" class="center-block img-circle" />
<h4 class="team-member">Jae-Won Chung</h4>
<h6>Ph.D. Student</h6>
<p>University of Michigan</p>
<ul class="team-social">
<li><a href="https://jaewonchung.me/about"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/jiachen.jpeg" style="max-width: 80%" class="center-block img-circle" />
<h4 class="team-member">Jiachen Liu</h4>
<h6>Ph.D. Student</h6>
<p>University of Michigan</p>
<ul class="team-social">
<li><a href="http://www-personal.umich.edu/~amberljc/"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
</div>
<div class="row">
<div class="col-sm-12">
<div class="text-center">
<h3>Alumni</h3>
</div>
</div>
</div>
<div class="row">
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/jie.jpg" style="max-width: 80%" class="center-block img-circle" />
<h4 class="team-member">Jie You</h4>
<h6>Alumnus, Ph.D.</h6>
<p></br></p>
<ul class="team-social">
<li><a href="https://jimmyyou.github.io"><i class="fa fa-home"></i></a>
</li>
</ul>
</div>
</div>
<!-- END SINGLE TEAM -->
<!-- START SINGLE TEAM -->
<div class="col-md-3 col-sm-4">
<div class="single-team text-center">
<img src="assets/img/members/luoxi.jpg" style="max-width: 80%" class="center-block img-circle" />
<h4 class="team-member">Luoxi Meng</h4>
<h6>Alumnus, MS</h6>
<p></br></p>
<ul class="team-social">
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<h6>Alumnus, MS</h6>
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<h6>Alumnus, MS</h6>
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<li><a href="#"><i class="fa fa-calendar"></i>August 7th, 2024</a>
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<h4>Perseus → SOSP '24</h4>
<p>Perseus, an energy optimization system for large model training, was accepted to appear at SOSP '24!</p>
<a class="blog-btn" href="https://symbioticlab.org/publications/files/perseus:sosp24/perseus-sosp24.pdf">Paper</a>
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<li><a href="#"><i class="fa fa-calendar"></i>May 11th, 2024</a>
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<h4>PyTorch Ecosystem project</h4>
<p>Zeus is now part of the PyTorch Ecosystem!</p>
<a class="blog-btn" href="https://pytorch.org/blog/zeus/">PyTorch blog</a>
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<h4>Mozilla Tech Fund 2024</h4>
<p>Zeus receives $50,000 for development support from the 2024 Mozilla Technology Fund.</p>
<a class="blog-btn" href="https://foundation.mozilla.org/en/blog/open-source-AI-for-environmental-justice/">Announcement</a>
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<li><a href="#"><i class="fa fa-calendar"></i>October 17th, 2023</a>
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<h4>Talk @ PyTorch conf 2023</h4>
<p>Jae-Won gave a talk about energy-efficient ML at the PyTorch conference 2023!</p>
<a class="blog-btn" href="https://youtu.be/veM3x9Lhw2A">YouTube</a>
<a class="blog-btn" href="/assets/attachments/pytorch_conf_2023_slides.pdf">Slides</a>
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<p>A rich benchmark and comparison of performing inference on modern LLMs with metrics including energy, latency, and model quality!</p>
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<h4>Chase → ICLR Workshop '23</h4>
<p>Based on Carbon-Aware Zeus, <i>Chase</i> was accepted to appear at the ICLR workshop on <a href="https://www.climatechange.ai/events/iclr2023">Tackling Climate Change with Machine Learning!</a></p>
<a class="blog-btn" href="https://github.com/ml-energy/zeus/tree/chase">Repository</a>
<a class="blog-btn" href="https://symbioticlab.org/publications/files/chase:ccai23/chase-ccai23.pdf">Paper</a>
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<li><a href="#"><i class="fa fa-calendar"></i>November 10th, 2022</a>
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<h4>Zeus in Carbon Hack 22</h4>
<p>Carbon-Aware Zeus wins the <i>Second best overall solution prize</i> in <a href="https://taikai.network/gsf/hackathons/carbonhack22">CarbonHack22</a> organized by the <a href="https://greensoftware.foundation/">Green Software Foundation!</a></p>
<a class="blog-btn" href="https://taikai.network/gsf/hackathons/carbonhack22/projects/cl95qxjpa70555701uhg96r0ek6/idea">Project page</a>
<a class="blog-btn" href="https://www.youtube.com/watch?v=dwmVH839D1g">YouTube</a>
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<li><a href="#"><i class="fa fa-calendar"></i>July 8th, 2022</a>
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<h4>Zeus → NSDI '23</h4>
<p>Our first project "Zeus: Understanding and Optimizing GPU Energy Consumption of DNN Training" was accepted to appear at NSDI '23!</p>
<a class="blog-btn" href="https://ml.energy/zeus">Zeus website</a>
<a class="blog-btn" href="https://www.usenix.org/conference/nsdi23/presentation/you">Paper</a>
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