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<head>
<!-- meta -->
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Library for deep learning on graphs">
<meta name="keywords" content="Software, Machine Learning, Deep Learning, Neural Network, Graph">
<meta name="author" content="Themeix">
<!-- Site Title -->
<title>Deep Graph Library</title>
<!-- favicon -->
<link rel="shortcut icon" type="image/x-icon" href="/assets/images/dgl-favicon.png">
<!-- IView CSS -->
<link rel="stylesheet" href="//unpkg.com/iview/dist/styles/iview.css">
<!-- Bootstrap CSS -->
<link href="/assets/css/bootstrap.min.css" rel="stylesheet">
<!-- Font-Awesome CSS -->
<link href="/assets/css/font-awesome.min.css" rel="stylesheet">
<!-- Google Fonts -->
<link href="/assets/css/googlefont.css" rel="stylesheet">
<!-- Animate CSS -->
<link rel="stylesheet" href="/assets/css/animate.min.css">
<!-- Owl Carousel CSS -->
<link rel="stylesheet" href="/assets/css/owl.carousel.min.css">
<link rel="stylesheet" href="/assets/css/owl.theme.default.min.css">
<!--<link rel="stylesheet" href="/assets/css/owl.carousel.min.css">-->
<!-- Mean Menu CSS -->
<link rel="stylesheet" href="/assets/css/meanmenu.min.css">
<!-- Main Stylesheet -->
<link href="/assets/css/style.css" rel="stylesheet">
<!-- Responsive CSS -->
<link href="/assets/css/responsive.css" rel="stylesheet">
<!-- Minima CSS -->
<link href="/assets/main.css" rel="stylesheet">
<!-- Rouge Highlighter CSS -->
<link href="/assets/css/syntax.css" rel="stylesheet">
<link type="application/atom+xml" rel="alternate" href="https://www.dgl.ai/feed.xml" title="Deep Graph Library" />
<!--[if lt IE 9]>
<script src="//oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js"></script>
<script src="//oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-132455605-1"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-132455605-1');
</script>
</head>
<body>
<!-- Preloader starts-->
<div class="preloader">
<div class="loading-center">
<div class="loading-center-absolute">
<div class="object object_one"></div>
<div class="object object_two"></div>
<div class="object object_three"></div>
</div>
</div>
</div>
<!-- Preloader ends -->
<!-- Start Header -->
<header>
<!-- Start Mainmenu -->
<div class="menu-area navbar-fixed-top ">
<div class="container">
<div class="row">
<div class="mainmenu-wrapper">
<!-- Start Header Logo -->
<div class="col-xs-12 col-md-3">
<div class="header-logo">
<a href="https://www.dgl.ai"><img src="/assets/images/logo.png" alt="logo"></a>
</div>
</div>
<!-- End Header Logo -->
<!-- Start Navigation -->
<div class="col-xs-12 col-md-9">
<div class="mainmenu">
<div class="navbar navbar-right">
<div class="navbar-header visible-xs">
<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="collapse navbar-collapse top-menu">
<!-- Static Dropdown Menu
<nav>
<ul class="nav navbar-nav">
<li class="active"><a href="https://www.dgl.ai">Home<span>Get everything</span></a>
<ul class="dropdown">
<li><a href="index.html">Home Version 1</a></li>
<li><a href="index-2.html">Home Version 2</a></li>
</ul>
</li>
<li><a href="about-us.html">About<span>Know about us</span></a></li>
<li><a href="questions.html">Questions<span>Ask Your Question</span></a>
<ul class="dropdown">
<li>
<a href="questions.html"> <span><i class="fa fa-question-circle"></i></span>All Questions</a>
</li>
<li><a href="ask-question.html"><span><i class="fa fa-question-circle-o"></i></span>Ask Questions</a></li>
<li><a href="answers.html"><span><i class="fa fa-reply-all"></i></span>Answers</a></li>
<li><a href="login.html"><span><i class="fa fa-sign-in"></i></span>Login</a></li>
<li><a href="register.html"><span><i class="fa fa-registered"></i></span>Register</a></li>
</ul>
</li>
<li><a href="#">Pages<span>See All Pages</span></a>
<ul class="dropdown">
<li><a href="index-2.html">Home 2</a></li>
<li><a href="blog.html">Blog</a></li>
<li><a href="blog-details.html">Blog Details</a></li>
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<li><a href="contact.html">Contact</a></li>
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<li><a href="right-sidebar.html">Right Sidebar</a></li>
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</ul>
</li>
<li><a href="blog.html">Blog<span>All Blog Posts</span></a></li>
<li><a href="updates.html">Updates<span>Latest releases</span></a></li>
<li><a href="contact.html">Contact<span>Let us contact</span></a></li>
</ul>
</nav>
End Static Dropdown Menu -->
<nav>
<ul class="nav navbar-nav">
<li>
<a href="/pages/about.html">about
<!--<span>About DGL</span>-->
</a>
</li>
<li>
<a href="/pages/start.html">Get Started
<!--<span>Install</span>-->
</a>
</li>
<li>
<a href="https://docs.dgl.ai/tutorials/blitz/index.html">Tutorials
</a>
</li>
<li>
<a href="/pages/index.html">Blogs
</a>
</li>
<li>
<a href="https://docs.dgl.ai">Docs
</a>
</li>
<li>
<a href="https://discuss.dgl.ai">Forum
</a>
</li>
<li>
<a href="https://github.com/dmlc/dgl">GitHub
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
</div>
<!-- End Navigation -->
</div>
</div>
</div>
</div>
<!-- End Mainmenu -->
<!-- Start Mobile Menu Area -->
<div class="col-xs-12 visible-xs">
<div class="mobile-menu">
<nav>
<ul>
<li><a href="/index.html">Home</a></li>
<li>
<a href="/pages/about.html">about
</a>
</li>
<li>
<a href="/pages/start.html">Get Started
</a>
</li>
<!--
<li><a href="#">Questions</a>
<ul>
<li><a href="questions.html"> Questions</a></li>
<li><a href="ask-question.html">Ask Questions</a></li>
<li><a href="answers.html">Answers</a></li>
<li><a href="login.html">Login</a></li>
<li><a href="register.html">Register</a></li>
</ul>
</li>
<li><a href="#">Pages</a>
<ul>
<li><a href="blog.html">Blog</a></li>
<li><a href="blog-details.html">Blog Details</a></li>
<li><a href="questions.html">Questions</a></li>
<li><a href="answers.html">Answers</a></li>
<li><a href="updates.html">Updates</a></li>
<li><a href="contact.html">Contact</a></li>
<li><a href="left-sidebar.html">Left Sidebar</a></li>
<li><a href="right-sidebar.html">Right Sidebar</a></li>
<li><a href="login.html">login</a></li>
<li><a href="register.html">Register</a></li>
<li><a href="404.html">404</a></li>
</ul>
</li>
-->
<li><a href="https://docs.dgl.ai/tutorials/blitz/index.html">Tutorials</a></li>
<li><a href="/pages/index.html">Blogs</a></li>
<li><a href="https://docs.dgl.ai">Docs</a></li>
<li><a href="https://discuss.dgl.ai">Forum</a></li>
<li><a href="https://github.com/dmlc/dgl">GitHub</a></li>
</ul>
</nav>
</div>
</div>
<!-- End MObile Menu Area
</header>
<!-- End Header -->
<!-- Start Slider Area -->
<div class="slider-area">
<div class="container-fluid">
<div class="row">
<div class="slider-wrapper-2">
<div id="particles-js">
<div class="slider-fixed-text">
<h1>Deep Graph Library</h1>
<p>Easy Deep Learning on Graphs</p>
<div class="slider-buttons">
<a href="/pages/start.html" class="themeix-btn primary-bg">Install</a>
<a href="https://github.com/dmlc/dgl/" class="themeix-btn white-bg">GitHub</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!--End Slider Area -->
<!-- Start HighLights -->
<div class="our-community-area themeix-pt">
<div class="container">
<div class="row">
<div class="col-sm-4">
<div class="single-community">
<h3>Framework Agnostic</h3>
<p>Build your models with PyTorch, TensorFlow or Apache MXNet.</p>
<img src="/assets/images/framework.jpg" alt="framework" width=50% />
</div>
</div>
<div class="col-sm-4">
<div class="single-community">
<h3>Efficient and Scalable</h3>
<p>Fast and memory-efficient message passing primitives for training
Graph Neural Networks. Scale to giant graphs via multi-GPU acceleration
and distributed training infrastructure.</p>
</div>
</div>
<div class="col-sm-4">
<div class="single-community">
<h3>Diverse Ecosystem</h3>
<p>DGL empowers a variety of domain-specific projects including <a href="https://github.com/awslabs/dgl-ke">DGL-KE</a> for learning
large-scale knowledge graph embeddings, <a href="https://github.com/awslabs/dgl-lifesci">DGL-LifeSci</a> for
bioinformatics and cheminformatics, and many others.</p>
</div>
</div>
</div>
<!--
<div class="row">
<div class="col-sm-4">
<div class="single-community">
<img src="/assets/images/framework.jpg" alt="framework" width=70% />
</div>
</div>
<div class="col-sm-4">
<div class="single-community">
<img src="/assets/images/vspyg.jpg" alt="vspyg" width=70% />
</div>
</div>
<div class="col-sm-4">
<div class="single-community">
<img src="/assets/images/dgl-app.jpg" alt="dglapp" width=70% />
</div>
</div>
</div>
-->
</div>
</div>
<!-- End HighLights -->
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min.js"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/datatables/1.10.21/css/dataTables.jqueryui.min.css">
<script src="https://cdnjs.cloudflare.com/ajax/libs/wordcloud2.js/1.2.2/wordcloud2.min.js"></script>
<!-- import Vue.js -->
<script src="https://cdnjs.cloudflare.com/ajax/libs/vue/2.6.14/vue.min.js"></script>
<!-- import Vue.multiselect -->
<script src="https://unpkg.com/vue-multiselect@2.1.0"></script>
<link rel="stylesheet" href="https://unpkg.com/vue-multiselect@2.1.0/dist/vue-multiselect.min.css">
<style>
.dataTables_scrollBody {
overflow-x: hidden !important;
}
#table_filter {
display: none !important;
}
.multiselect--active {
z-index: 10;
}
</style>
<div class="our-community-area themeix-ptb">
<div class="container">
<div class="row">
<div class="themeix-section-title text-center">
<h2>Find an example to get started</h2>
</div>
</div>
<!--<div class="col-sm-6">
<canvas id="wordcloud-canvas" class="wordcloud-canvas" width="600" height="300"></canvas>
</div>-->
<div class="row">
<div class="col-md-offset-1 col-md-10">
<div style="margin-bottom: 10px;">
<multiselect v-model="value" :options="options" :close-on-select="false" :clear-on-select="false"
:multiple="true" :hide-selected="true" :preserve-search="true"
placeholder="Select tags: heterogeneous graph, ..." label="name" track-by="name" :preselect-first="false"
id="multiselect-paper" @input="onChange">
</multiselect>
</div>
<table id="table" width="100%"> </table>
</div>
</div>
</div>
</div>
<script>
// Run after the Document DOM tree is constructed
var multiselect;
$(document).ready(function () { // or shorthand of $( function () {
// Your jQuery scripts here!
$.get("/assets/README.md", function (data) {
var text = data;
/* get the nth capturing group for each match: */
function getMatches(string, regex, index) {
index || (index = 1); // default to the first capturing group
var matches = [];
var match;
while (match = regex.exec(string)) {
matches.push(match[index]);
}
return matches;
}
//Match or replace using some regex
const tags_regex = /\b(Tags:\s)(.*)/g;
var tags = getMatches(data, tags_regex, 2);
// get all current tags
var all_tags = new Set();
var tag_count = {}
for (var i = 0; i < tags.length; i++) {
var subtags = tags[i].split(", ");
for (var j = 0; j < subtags.length; j++) {
var clean_tag = subtags[j].trim().toLowerCase();
all_tags.add(clean_tag);
if (!(clean_tag in tag_count)) {
tag_count[clean_tag] = 0
}
tag_count[clean_tag] = tag_count[clean_tag] + 1;
}
}
// console.log(tag_count)
var count_array = Object.entries(tag_count)
// console.log(count_array)
var tag_lists = []
for (let item of all_tags) {
tag_lists.push({ "name": item })
};
tag_lists.sort(function (first, second) {
return first["name"].localeCompare(second["name"])
})
const papers_regex = /(<a\s)(.*)(\n)/g;
// debugger;
var papers = getMatches(data, papers_regex, 2);
var paper_lists = []
for (let paper of papers) {
var anchor = paper.split("\"")[1]
var paper_title = paper.split(".")[1].trim()
paper_lists.push({ "title": paper_title, "anchor": anchor })
}
//console.log(paper_lists);
//console.log(tags);
/* document.write(papers); */
function to_anchor_link(title, anchor) {
return "<a href=\"https://github.com/dmlc/dgl/blob/master/examples/README.md#" + anchor + "\">" + title + "</a>";
}
// Create a obj list where each obj is a matching of the Title and Tags
var obj = [];
for (var i = 0; i < paper_lists.length; i++) {
obj.push({
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