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---
layout: default
permalink: /
---
<main id="content">
<section id="why">
<div class="container">
<div class="sectionHead">
<div>
<h2>Why WFCommons</h2>
<p>
Workflow research is evolving: heterogeneous nodes (CPU/GPU), data-intensive AI pipelines, and
autonomous “agentic” control loops
demand datasets and benchmarks that reflect reality.
</p>
</div>
</div>
<div class="grid3">
<div class="card">
<h3>HPC + data at scale</h3>
<p>
Study scheduling, throughput, and robustness for complex workflows with thousands of tasks and
diverse I/O footprints—across clusters,
clouds, and supercomputers.
</p>
</div>
<div class="card">
<h3>AI-ready workflow data</h3>
<p>
Build training and evaluation corpora for anomaly detection, runtime prediction, and
resource-aware optimization by working from a
consistent, validated schema.
</p>
</div>
<div class="card">
<h3>Agentic workflows & autonomy</h3>
<p>
Test LLM/agent planners that adapt DAGs on the fly (replanning, retries, provenance-aware
decisions) using realistic workflow “digital twins”
derived from production traces.
</p>
</div>
</div>
</div>
</section>
<section id="ecosystem">
<div class="container">
<div class="sectionHead">
<div>
<h2>Ecosystem components</h2>
<p>WFCommons is organized as interoperable building blocks—each useful on its own, stronger
together.</p>
</div>
<a class="btn ghost" href="https://docs.WFCommons.org/en/latest/introduction.html" target="_blank"
rel="noreferrer">Architecture docs →</a>
</div>
<div class="grid2">
<div class="card">
<h3>WfFormat — a common schema</h3>
<p>
A JSON specification for representing workflow execution instances and synthetic workflows,
enabling tools and simulators to consume data consistently.
</p>
<div style="margin-top:12px">
<a class="btn" href="https://github.com/WFCommons/WfFormat" target="_blank"
rel="noreferrer">WfFormat schema</a>
</div>
</div>
<div class="card">
<h3>WfInstances — open workflow executions</h3>
<p>
A curated collection of real workflow runs (instances), shared in WfFormat so they can be
analyzed, simulated, or used to derive generators and benchmarks.
</p>
<div style="margin-top:12px">
<a class="btn primary" href="https://wfinstances.ics.hawaii.edu/" target="_blank"
rel="noreferrer">WfInstances browser</a>
<a class="btn" href="https://github.com/WFCommons/WfInstances" target="_blank"
rel="noreferrer">WfInstances repo</a>
</div>
</div>
<div class="card">
<h3>WfChef — derive recipes automatically</h3>
<p>
Analyze real instances to discover recurring dependency patterns and statistical distributions,
producing “recipes” that capture workflow structure and behavior.
</p>
</div>
<div class="card">
<h3>WfGen / WfBench / WfSim — generate & evaluate</h3>
<p>
Generate synthetic workflows from recipes, produce benchmark specs for repeatable experiments,
and run simulations in compatible frameworks.
</p>
</div>
</div>
</div>
</section>
<section id="cite">
<div class="container">
<div class="sectionHead">
<div>
<h2>Cite WFCommons</h2>
<p>Use these references in papers, reports, and benchmark artifacts.</p>
</div>
</div>
<div class="grid2">
<div class="card">
<h3>Primary paper</h3>
<p class="small" style="margin-top:8px">Future Generation Computer Systems (FGCS), 2022.</p>
<pre style="margin-top:12px"><code>@article{WFCommons,
title = {WFCommons: A Framework for Enabling Scientific Workflow Research and Development},
author = {Coleman, Taina and Casanova, Henri and Pottier, Loic and Kaushik, Manav and Deelman, Ewa and Ferreira da Silva, Rafael},
journal = {Future Generation Computer Systems},
volume = {128},
pages = {16--27},
year = {2022},
doi = {10.1016/j.future.2021.09.043}
}</code></pre>
<div style="margin-top:12px; display:flex; gap:10px; flex-wrap:wrap">
<a class="btn" href="https://doi.org/10.1016/j.future.2021.09.043" target="_blank"
rel="noreferrer">DOI</a>
<button class="btn ghost" data-copy="bibtex">Copy BibTeX</button>
</div>
</div>
<div class="card">
<h3>Docs & repositories</h3>
<p class="small">These are the canonical entry points for users and reviewers.</p>
<div class="divider"></div>
<div class="footLinks">
<a href="https://docs.WFCommons.org/" target="_blank" rel="noreferrer">Documentation</a>
<a href="https://github.com/WFCommons/WFCommons" target="_blank" rel="noreferrer">WFCommons
(Python package)</a>
<a href="https://github.com/WFCommons/WfInstances" target="_blank" rel="noreferrer">WfInstances
(datasets)</a>
<a href="https://github.com/WFCommons/WfFormat" target="_blank" rel="noreferrer">WfFormat (JSON
schema)</a>
</div>
<div class="divider"></div>
<div class="small">
Contact: <a href="mailto:support@WFCommons.org">support@WFCommons.org</a>
</div>
</div>
</div>
</div>
</section>
{% assign total_usage = site.data.usages | size %}
<section id="usage">
<div class="container">
<div class="sectionHead">
<div>
<h2>Research Outcomes Enabled by WFCommons</h2>
<p>
WFCommons has enabled research in <strong>{{ total_usage }} research articles.</strong> These
articles include research outcomes produced by our own team as well as other researchers from
the workflows community.
</p>
</div>
</div>
<aside class="heroCard" aria-label="Quick start">
<div class="heroCardInner">
<div class="cardTitle"></div>
<canvas id="usageChart" style="max-height: 23em; max-width: 100%"></canvas>
<div class="pre" style="max-height: 20em">
<ol style="margin: 0 2em; padding: 0;">
{% assign usages = site.data.usages | sort: "year" | reverse %}
{% for n in usages %}
<li>{{n.authors}}, <strong><a href="{{n.link}}" target="_blank">{{n.title}}</a></strong>, {{n.book}}, {{n.year}}</li>
<br />
{% endfor %}
</ol>
</div>
</div>
</aside>
</div>
</section>
</main>
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let data = {
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if (burger && mobileMenu){
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// Data for catalog (keep this lightweight + link to canonical sources)
const catalog = [
{
title: "WfInstances — curated workflow execution instances",
desc: "Open-access production workflow executions, represented in WfFormat for analysis and simulation.",
tags: ["datasets","hpc","ai"],
meta: ["GitHub repo","WfFormat JSON"],
link: "https://github.com/wfcommons/WfInstances"
},
{
title: "WfFormat — JSON schema for instances & generators",
desc: "Common format enabling tools and simulators to use real and synthetic workflows interchangeably.",
tags: ["datasets","hpc"],
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{
title: "WfChef — automated recipe construction",
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meta: ["Python API"],
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tags: ["recipes","hpc"],
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link: "https://docs.wfcommons.org/en/latest/generating_workflows.html"
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{
title: "WfBench — benchmark specifications",
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tags: ["benchmarks","hpc","ai"],
meta: ["reproducible runs"],
link: "https://github.com/wfcommons/WfCommons"
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desc: "Use WfFormat instances and synthetic workflows with simulators that support the schema (e.g., WRENCH).",
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