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index.html
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<h1 id="homeHeading">GraphScope</h1>
<h2>A One-Stop Large-Scale Graph Computing System</h2>
</div>
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</div>
</header>
<section class="intro-section gray-section" id="intro-brief">
<div class="section-content">
<div class="section-content-inner text-center">
<img src="./img/logo.png" id="intro-logo" alt="graphscope logo"/>
<h3>What is GraphScope</h3>
<p>
GraphScope is a unified distributed graph computing platform that provides a one-stop environment
for performing diverse graph operations on a cluster through a user-friendly Python
interface. GraphScope makes multi-staged processing of large-scale graph data on compute clusters
simple by combining several important pieces of Alibaba technology: including GRAPE, MaxGraph, and
Graph-Learn (GL) for analytics, interactive, and graph neural networks (GNN) computation,
respectively, and the vineyard store that offers efficient in-memory data transfers.
</p>
<p class="social-icons">
<a href="https://graphscope.io/journey" target="_blank">
<i class="fab">
<svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 512 512"><!--!Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path d="M438.6 155.7c-7.2 11.5-15 22.6-22.6 32.7c-7.5-10.1-15.4-21.2-22.6-32.7C375.7 127.3 368 106.3 368 96c0-26.5 21.5-48 48-48s48 21.5 48 48c0 10.3-7.7 31.3-25.4 59.7zM427.4 251C452.9 221.1 512 146.2 512 96c0-53-43-96-96-96s-96 43-96 96c0 33.3 25.9 77.3 50.8 112L328 208c-48.6 0-88 39.4-88 88s39.4 88 88 88l96 0c22.1 0 40 17.9 40 40s-17.9 40-40 40l-246.2 0c-2.7 3.8-5.5 7.6-8.2 11.2c-10.7 14.2-21.3 26.9-30 36.8L424 512c48.6 0 88-39.4 88-88s-39.4-88-88-88l-96 0c-22.1 0-40-17.9-40-40s17.9-40 40-40l84.9 0c5.1 1.1 10.7-.6 14.5-5zM118.9 408.4c-7.3 11-15.3 21.7-22.9 31.2c-7.6-9.5-15.6-20.2-22.9-31.2C55.4 381.7 48 361.9 48 352c0-26.5 21.5-48 48-48s48 21.5 48 48c0 9.9-7.4 29.7-25.1 56.4zm19 55.6c25.9-33.1 54.1-77.3 54.1-112c0-53-43-96-96-96s-96 43-96 96c0 50.5 59.8 121 85 148.4c6 6.5 16 6.5 21.9 0c.1-.1 .2-.2 .3-.3c.3-.3 .6-.7 .9-1c2.8-3.1 6-6.7 9.5-10.7c.1-.1 .1-.1 .2-.2c6.1-7 13-15.2 20-24.2z"/></svg>
</i>Journey</a>
<a href="https://slack.graphscope.io" target="_blank">
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<svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 448 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M94.12 315.1c0 25.9-21.16 47.06-47.06 47.06S0 341 0 315.1c0-25.9 21.16-47.06 47.06-47.06h47.06v47.06zm23.72 0c0-25.9 21.16-47.06 47.06-47.06s47.06 21.16 47.06 47.06v117.84c0 25.9-21.16 47.06-47.06 47.06s-47.06-21.16-47.06-47.06V315.1zm47.06-188.98c-25.9 0-47.06-21.16-47.06-47.06S139 32 164.9 32s47.06 21.16 47.06 47.06v47.06H164.9zm0 23.72c25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06H47.06C21.16 243.96 0 222.8 0 196.9s21.16-47.06 47.06-47.06H164.9zm188.98 47.06c0-25.9 21.16-47.06 47.06-47.06 25.9 0 47.06 21.16 47.06 47.06s-21.16 47.06-47.06 47.06h-47.06V196.9zm-23.72 0c0 25.9-21.16 47.06-47.06 47.06-25.9 0-47.06-21.16-47.06-47.06V79.06c0-25.9 21.16-47.06 47.06-47.06 25.9 0 47.06 21.16 47.06 47.06V196.9zM283.1 385.88c25.9 0 47.06 21.16 47.06 47.06 0 25.9-21.16 47.06-47.06 47.06-25.9 0-47.06-21.16-47.06-47.06v-47.06h47.06zm0-23.72c-25.9 0-47.06-21.16-47.06-47.06 0-25.9 21.16-47.06 47.06-47.06h117.84c25.9 0 47.06 21.16 47.06 47.06 0 25.9-21.16 47.06-47.06 47.06H283.1z"/></svg>
</i>Slack</a>
<a href="https://graphscope.oss-cn-beijing.aliyuncs.com/graphscope_whitepaper.pdf"
target="_blank">
<i class="fab">
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</i>Whitepaper</a>
<a href="https://github.com/alibaba/GraphScope/discussions" target="_blank">
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</i>Discussions</a>
<a href="https://github.com/alibaba/GraphScope" target="_blank">
<i class="fab ">
<svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 496 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
</i>Github</a>
</p>
</div>
</div>
</section>
<aside id="features">
<div class="container">
<div class="row">
<div class="hero">
<h3>Features</h3>
</div>
<div class="col-lg-3 col-md-3 text-center">
<div class="feature-box">
<div class="text-primary sr-icons">
<img class="feature-icon" src="img/shuttle.png" alt="graphscope features, high-performance" />
</div>
<h3>High Performance</h3>
<p class="text-muted">
Superior performance compared with state-of-the-art graph systems.</p>
</div>
</div>
<div class="col-lg-3 col-md-3 text-center">
<div class="feature-box">
<div class="text-primary sr-icons">
<img class="feature-icon" src="img/power-station.png" alt="graphscope features, one-stop processing"/>
</div>
<h3>One-Stop Processing</h3>
<p class="text-muted"> Performing diverse parallel graph operations in a cluster in one unified
system.</p>
</div>
</div>
<div class="col-lg-3 col-md-3 text-center">
<div class="feature-box">
<div class="text-primary sr-icons">
<img class="feature-icon" src="img/cloud.png" alt="graphscope features, cloud-native"/>
</div>
<h3>Cloud Native</h3>
<p class="text-muted">Fully integrated with Kubernetes for processing big graphs across
thousands of workers.</p>
</div>
</div>
<div class="col-lg-3 col-md-3 text-center">
<div class="feature-box">
<div class="text-primary sr-icons">
<img class="feature-icon" src="img/puzzle.png" alt="graphscope features, easy to use"/>
</div>
<h3>Easy to Use</h3>
<p class="text-muted"> Making distributed graph computing as easy
as writing local python scripts.</p>
</div>
</div>
</div>
</div>
</aside>
<section class="intro-section gray-section" id="intro-termynal">
<div class="section-content">
<div class="section-content-inner text-center">
<h3>Playground</h3>
<p class="as-text"> GraphScope provides ease-of-use Python interface. <br />
Users are enabled to process computation over very large graphs in a Jupyter Notebook.
</p>
<a href="https://graphscope.io/docs" target="_blank"
class="btn btn-primary btn-xl page-scroll with-other-btn">Read the
docs</a>
<a href="https://try.graphscope.app/" target="_blank"
class="btn btn-primary btn-xl page-scroll with-other-btn">Try it
online</a>
<div id="termynal" data-termynal>
<span data-ty="input">pip install graphscope</span>
<span data-ty="progress"></span>
<span data-ty>Successfully installed graphscope</span>
<span data-ty="input">python</span>
<span data-ty="input" data-ty-prompt=">>>">import graphscope</span>
<span data-ty="input" data-ty-prompt=">>>">sess = graphscope.session()</span>
<span data-ty="input" data-ty-prompt=">>>">from graphscope.dataset.ogbn_mag import
load_ogbn_mag</span>
<span data-ty="input" data-ty-prompt=">>>">g = load_ogbn_mag(sess, "testing_data")</span>
</div>
</div>
</div>
</section>
<section class="intro-section" id="intro-app">
<div class="section-content">
<div class="section-content-inner text-center">
<h3>Latest Blogs</h3>
<p class="as-text"> Stay tuned with our latest news and tech blogs. <br />
</p>
<div id="owl-slides" class="owl-carousel">
<a href="blog/tech/2025/03/25/GOpt-Optimization-Process.html" class="link-2-post">
<div class="item app-card">
<img src="/blog/assets/images/2025-03-25-title-picture.jpg"
alt="GOpt Optimization Process: An In-depth Case Study Based on LDBC SNB Queries" />
<div class="desc">
<h2>GOpt Optimization Process: An In-depth Case Study Based on LDBC SNB Queries</h2>
<p> The GraphScope team's work on graph-native query optimization framework has been accepted by SIGMOD 2025 Industry. This article introduces the optimization process of GOpt. </p>
<p class="posted-date">Posted on 25-March-2025</p>
</div>
</div>
</a>
<a href="blog/tech/2025/03/10/RelGo-Optimizing-Relational-Databases-with-GOpt.html" class="link-2-post">
<div class="item app-card">
<img src="/blog/assets/images/2025-03-10-title-picture.jpg"
alt="RelGo: Optimizing Relational Databases with GOpt" />
<div class="desc">
<h2>RelGo: Optimizing Relational Databases with GOpt</h2>
<p> The GraphScope team's work on proposing RelGo for optimizing SQL/PGQ queries has been accepted by SIGMOD 2025. This article introduces the main content of RelGo. </p>
<p class="posted-date">Posted on 10-March-2025</p>
</div>
</div>
</a>
<a href="blog/tech/2024/08/05/GraphScope-Flex-LEGO-like-Graph-Computing-Stack.html" class="link-2-post">
<div class="item app-card">
<img src="blog/assets/images/flex-title.jpg"
alt="GraphScope Flex: LEGO-like Graph Computing Stack" />
<div class="desc">
<h2>GraphScope Flex: LEGO-like Graph Computing Stack</h2>
<p> The GraphScope team presented GraphScope Flex at the SIGMOD 2024 Industry Session.
This article introduces the main content of this presentation. </p>
<p class="posted-date">Posted on 5-Aug-2024</p>
</div>
</div>
</a>
<a href="blog/tech/2024/07/16/GraphScope-Perspective-Sharing-at-SIGMOD-2024-Panel.html" class="link-2-post">
<div class="item app-card">
<img src="blog/assets/images/sigmod-panel.png"
alt="GraphScope's Perspective Sharing at the SIGMOD 2024 Panel" />
<div class="desc">
<h2>GraphScope's Perspective Sharing at the SIGMOD 2024 Panel</h2>
<p> GraphScope is invited to share perspectives on graph conputation at the SIGMOD 2024 Panel titled "The Future of Graph Analytics". </p>
<p class="posted-date">Posted on 16-Jul-2024</p>
</div>
</div>
</a>
</div>
</div>
</div>
</section>
<section class="intro-section gray-section" id="intro-award">
<div class="section-content">
<div class="section-content-inner text-center">
<h3>Awards</h3>
<p class="as-text"> GraphScope is the receipent of <br />the Best Paper Award of SIGMOD 2017,
the Best Demo Award of VLDB 2017, <br />
Super AI Leader(SAIL) Award 2019 and
the Best Paper Runner Up of VLDB 2020. <br />
GraphScope receives Int’l recognition by both academia and industry. </p>
<a href="publications.html" class="btn btn-primary btn-xl page-scroll">View our publications</a>
<div>
<div class="award" id="award-sigmod">
<img src="img/awards-sigmod-g.png" alt="graphscope awards, best paper award sigmod 2017" />
<div class="desc"><i class="fas fa-trophy"><svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 576 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M400 0H176c-26.5 0-48.1 21.8-47.1 48.2c.2 5.3 .4 10.6 .7 15.8H24C10.7 64 0 74.7 0 88c0 92.6 33.5 157 78.5 200.7c44.3 43.1 98.3 64.8 138.1 75.8c23.4 6.5 39.4 26 39.4 45.6c0 20.9-17 37.9-37.9 37.9H192c-17.7 0-32 14.3-32 32s14.3 32 32 32H384c17.7 0 32-14.3 32-32s-14.3-32-32-32H357.9C337 448 320 431 320 410.1c0-19.6 15.9-39.2 39.4-45.6c39.9-11 93.9-32.7 138.2-75.8C542.5 245 576 180.6 576 88c0-13.3-10.7-24-24-24H446.4c.3-5.2 .5-10.4 .7-15.8C448.1 21.8 426.5 0 400 0zM48.9 112h84.4c9.1 90.1 29.2 150.3 51.9 190.6c-24.9-11-50.8-26.5-73.2-48.3c-32-31.1-58-76-63-142.3zM464.1 254.3c-22.4 21.8-48.3 37.3-73.2 48.3c22.7-40.3 42.8-100.5 51.9-190.6h84.4c-5.1 66.3-31.1 111.2-63 142.3z"/></svg></i>
Best Paper Award</div>
</div>
<div class="award" id="award-vldb">
<img src="img/awards-vldb2017.png" alt="graphscope awards, best demo award vldb 2017"/>
<div class="desc"><i class="fas fa-trophy"><svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 576 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M400 0H176c-26.5 0-48.1 21.8-47.1 48.2c.2 5.3 .4 10.6 .7 15.8H24C10.7 64 0 74.7 0 88c0 92.6 33.5 157 78.5 200.7c44.3 43.1 98.3 64.8 138.1 75.8c23.4 6.5 39.4 26 39.4 45.6c0 20.9-17 37.9-37.9 37.9H192c-17.7 0-32 14.3-32 32s14.3 32 32 32H384c17.7 0 32-14.3 32-32s-14.3-32-32-32H357.9C337 448 320 431 320 410.1c0-19.6 15.9-39.2 39.4-45.6c39.9-11 93.9-32.7 138.2-75.8C542.5 245 576 180.6 576 88c0-13.3-10.7-24-24-24H446.4c.3-5.2 .5-10.4 .7-15.8C448.1 21.8 426.5 0 400 0zM48.9 112h84.4c9.1 90.1 29.2 150.3 51.9 190.6c-24.9-11-50.8-26.5-73.2-48.3c-32-31.1-58-76-63-142.3zM464.1 254.3c-22.4 21.8-48.3 37.3-73.2 48.3c22.7-40.3 42.8-100.5 51.9-190.6h84.4c-5.1 66.3-31.1 111.2-63 142.3z"/></svg></i>
Best Demo Award</div>
</div>
<div class="award" id="award-sail">
<img src="img/awards-sail.png" alt="graphscope awards, sail, super AI leader award"/>
<div class="desc"><i class="fas fa-trophy"><svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 576 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M400 0H176c-26.5 0-48.1 21.8-47.1 48.2c.2 5.3 .4 10.6 .7 15.8H24C10.7 64 0 74.7 0 88c0 92.6 33.5 157 78.5 200.7c44.3 43.1 98.3 64.8 138.1 75.8c23.4 6.5 39.4 26 39.4 45.6c0 20.9-17 37.9-37.9 37.9H192c-17.7 0-32 14.3-32 32s14.3 32 32 32H384c17.7 0 32-14.3 32-32s-14.3-32-32-32H357.9C337 448 320 431 320 410.1c0-19.6 15.9-39.2 39.4-45.6c39.9-11 93.9-32.7 138.2-75.8C542.5 245 576 180.6 576 88c0-13.3-10.7-24-24-24H446.4c.3-5.2 .5-10.4 .7-15.8C448.1 21.8 426.5 0 400 0zM48.9 112h84.4c9.1 90.1 29.2 150.3 51.9 190.6c-24.9-11-50.8-26.5-73.2-48.3c-32-31.1-58-76-63-142.3zM464.1 254.3c-22.4 21.8-48.3 37.3-73.2 48.3c22.7-40.3 42.8-100.5 51.9-190.6h84.4c-5.1 66.3-31.1 111.2-63 142.3z"/></svg></i>
Super AI Leader Award</div>
</div>
<div class="award" id="award-vldb-2">
<img src="img/awards-vldb2020.png" alt="graphscope awards, best paper award, vldb2020"/>
<div class="desc"><i class="fas fa-trophy"><svg xmlns="http://www.w3.org/2000/svg" height="1em" viewBox="0 0 576 512"><!--! Font Awesome Free 6.4.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2023 Fonticons, Inc. --><path d="M400 0H176c-26.5 0-48.1 21.8-47.1 48.2c.2 5.3 .4 10.6 .7 15.8H24C10.7 64 0 74.7 0 88c0 92.6 33.5 157 78.5 200.7c44.3 43.1 98.3 64.8 138.1 75.8c23.4 6.5 39.4 26 39.4 45.6c0 20.9-17 37.9-37.9 37.9H192c-17.7 0-32 14.3-32 32s14.3 32 32 32H384c17.7 0 32-14.3 32-32s-14.3-32-32-32H357.9C337 448 320 431 320 410.1c0-19.6 15.9-39.2 39.4-45.6c39.9-11 93.9-32.7 138.2-75.8C542.5 245 576 180.6 576 88c0-13.3-10.7-24-24-24H446.4c.3-5.2 .5-10.4 .7-15.8C448.1 21.8 426.5 0 400 0zM48.9 112h84.4c9.1 90.1 29.2 150.3 51.9 190.6c-24.9-11-50.8-26.5-73.2-48.3c-32-31.1-58-76-63-142.3zM464.1 254.3c-22.4 21.8-48.3 37.3-73.2 48.3c22.7-40.3 42.8-100.5 51.9-190.6h84.4c-5.1 66.3-31.1 111.2-63 142.3z"/></svg></i>
Best Paper Award</div>
</div>
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