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<!doctype html>

<head>

<title>Taskflow: A General-purpose Task-parallel Programming System</title>

<!-- GitHub button

</head>

<body>

</button>

</li>

<a class="nav-link" href="#tag_features">Features</a>

</li>

<a class="nav-link" href="#tag_applications">Applications</a>

</li>

<a class="nav-link" href="#tag_community">Community</a>

</li>

<a class="nav-link" href="#tag_users">Users</a>

</li>

<a class="nav-link" href="#tag_sponsors">Sponsors</a>

</li>

<a class="nav-link" href="#tag_contact">Contact</a>

</li>

<!--<li class="nav-item dropdown">

<a class="nav-link dropdown-toggle" href="http://example.com" id="dropdown01" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Dropdown</a>

<a class="dropdown-item" href="#">Action</a>

<a class="dropdown-item" href="#">Another action</a>

<a class="dropdown-item" href="#">Something else here</a>

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</nav>

<h1><b>Taskflow </b><img src="images/logo.png" alt="Logo" style="width:2.5rem;"></h1>

<p class="mb-0">A General-purpose Task-parallel Programming System</p>

<footer class="blockquote-footer"><cite style="color:#f5f5f5">write high-performance task-parallel programs with high programming productivity</cite></footer>

</blockquote>

<p><a class="btn btn-primary btn-lg mr-2 mt-2" href="https://github.com/taskflow/taskflow" role="button">GitHub»</a>

<a class="btn btn-info btn-lg mr-2 mt-2" href="https://taskflow.github.io/taskflow/index.html" role="button">Handbook»</a>

<a class="btn btn-warning btn-lg mr-2 mt-2" href="https://github.com/taskflow/academy" role="button">Academy»</a></p>

</div>

</main>

<h1 class="badge badge-info">Taskflow in 5 minutes</h4>

</div>

<h1 class="badge badge-info">Taskflow in 15 minutes</h4>

</div>

<hr>

</div>

<br>

<hr>

</div>

<div class="page-header text-center"><h1><i class="fas fa-check-circle"></i> Features</h1></div>

<hr>

<h5 class="card-title">Expressive Programming Model</h5>

<p class="card-text">Taskflow enables developers to express a broad range of computational patterns using task graph-based approaches with minimal programming effort.</p>

</div>

<h5 class="card-title">Parallel Algorithm Primitives</h5>

<p class="card-text">Taskflow offers parallel algorithm primitives for quickly expressing common parallel algorithm patterns.</p>

</div>

<h5 class="card-title">Efficient System Runtime</h5>

<p class="card-text">Taskflow develops a highly efficient system runtime optimized for latency, energy efficiency, and throughput.</p>

</div>

<h5 class="card-title">Scalable to Millions of Tasks</h5>

<p class="card-text">Taskflow has demonstrated promising performance in large parallel applications with millions of CPU and GPU tasks.</p>

</div>

<div class="page-header text-center"><h1><i class="fas fa-tools"></i> Applications</h1></div>

<hr>

<h5 class="card-title">Parallelizing Computer-aided Design (CAD) Software</h5>

<p class="card-text">We have successfully applied Taskflow to assist developers in the implementation and deployment of parallel CAD algorithms and software that scale to millions of tasks on manycore CPUs and GPUs.</p>

<a class="btn btn-success" href="https://taskflow.github.io/taskflow/opentimer.html" role="button">Explore Details »</a>

</div>

<h5 class="card-title">Parallelizing Classical Software for Quantum Computing</h5>

<p class="card-text">We have successfully applied Taskflow to accelerate the simulation of quantum circuits in both static and dynamic environments using scalable task parallelism.</p>

<a class="btn btn-success" href="https://arxiv.org/abs/2210.01076" role="button">Explore Details »</a>

</div>

<h5 class="card-title">Computing Large-scale Machine Learning Workloads</h5>

<p class="card-text">We have successfully applied Taskflow to design efficient model- and data-parallel algorithms for scaling up large-scale machine learning workloads that incorporate billions of parameters.</p>

<a class="btn btn-success" href="https://github.com/dian-lun-lin/SNIG" role="button">Explore Details »</a>

</div>

</div>

<div class="page-header text-center"><h1><i class="fas fa-project-diagram"></i> Community</h1></div>

<hr>

<h2><i class="fab fa-github"></i> GitHub</h2>

<p>Taskflow is open-source on GitHub. Check out the code from <a href="https://github.com/taskflow/taskflow">https://github.com/taskflow/taskflow</a> or download the latest releases.</p>

</div>

<h2><i class="fas fa-book"></i> Documentation</h2>

<p>Taskflow <a href="https://taskflow.github.io/taskflow/index.html">handbook</a> is the primary resource for understanding features, concepts, and application programming interface (API).</p>

</div>

<br>

<h2><i class="fas fa-chart-bar"></i> Profiler</h2>

<p>Taskflow <a href="https://taskflow.github.io/tfprof/">profiler</a> provides the visualization and tooling you need to profile Taskflow programs on the web.</a>

</div>

<h2><i class="fas fa-file-powerpoint"></i> Showcase</h2>

<p>Taskflow <a href="showcase/index.html">showcase presentation</a> gives you a quick head start to understand the project motivation and important features.</a>

</div>

<br>

<h2><i class="fas fa-bug"></i> Issue Tracker</h2>

<p>Taskflow <a href="https://github.com/taskflow/taskflow/issues">issue tracker</a> lets you report bugs, request new features, or contribute to the project by fixing open issues.</a>

</div>

<h2><i class="fas fa-mail-bulk"></i> Mailing List</h2>

<p>Taskflow <a href="#tag_contact">mailing list</a> keeps you in contact with the project community and stay up-to-date with newest features.</p>

</div>

<br>

<h2><i class="fas fa-quote-right"></i> Research</h2>

<p>Please refer to and cite the following paper if you are using Taskflow in your scientific computing projects:</p>

<ul>

<li>T.-W. Huang, D.-L. Lin, C.-X. Lin, and Y Lin, "<a href="papers/tpds21-taskflow.pdf">Taskflow: A Lightweight Parallel and Heterogeneous Task Graph Computing System</a>," <i>IEEE Transactions on Parallel and Distributed Systems (TPDS)</i>, vol. 33, no. 6, pp. 1303-1320, June 2022.</li>

</ol>

</div>

<h2><i class="fas fa-award"></i> Recognition</h2>

<ol>

<li>Best Poster Award at the 2025 Official C++ Conference, voted by hundreds of developers</li>

<li>Second Place of Fast Code Programming Challenge at the 2025 ACM PPoPP (<a href="https://fastcode.org/events/fastcode-challenge/">Link</a>)</li>

<li>Innovation Award of the 2023 IEEE HPEC/MIT/Amazon Stochastic Block Partition Challenge (<a href="https://graphchallenge.mit.edu/champions">Link</a>)</li>

<li>Champion Award of the 2020 IEEE HPEC/MIT/Amazon Sparse Neural Network Graph Challenge (<a href="https://graphchallenge.mit.edu/champions">Link</a>)</li>

<li>Second Place of Open-Source Software Competition at the 2019 ACM Multimedia Conference</li>

<li>ACM SIGDA Outstanding PhD Dissertation Award at the 2019 ACM/IEEE Design Automation Conference (<a href="http://www.sigda.org/awards/opda/">Link</a>)</li>

<li>Best Poster Award at the 2018 Official C++ Conference, voted by hundreds of developers</li>

</ol>

</div>

</div>

</div>

<div class="page-header text-center"><h1><i class="fas fa-users"></i> Users</h1></div>

<hr>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

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</div>

</div>

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</div>

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</div>

</div>

</div>

</div>

</div>

</div>

</div>

<div class="page-header text-center"><h1><i class="fas fa-hands-helping"></i> Sponsors</h1></div>

<hr>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

</div>

<div class="page-header text-center"><h1><i class="fas fa-envelope-open"></i> Contact</h1></div>

<hr>

<p class="lead" align="center">Schedule a meeting and benefit from our experience in parallel and heterogeneous computing</p>

<label for="form_name">First Name *</label>

</div>

</div>

<label for="form_email">Email *</label>

</div>

<label for="form_need">Please specify your need *</label>

<option value="Subscribe">Subscribe me to the mailing list</option>

<option value="Unsubscribe">Unsubscribe me from the mailing list</option>

<option value="Request new features">Request new features</option>

<option value="Schedule presentation">Schedule a technical presentation</option>

<option value="Sponsor taskflow">Sponsor Taskflow (research gift, donation, consulting, etc.)</option>

<option value="Other">Other</option>

</select>

</div>

<label for="form_message">Message</label>

</div>

</div>

</form>

</div>

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