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<h5 class="panel-title">Loghub</h5>
<hr class="panel-line">
<p class="panel-text">A large collection of system log datasets for AI-driven log analytics [ISSRE'23].
</p>
</div>
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<h5 class="panel-title">Logparser</h5>
<hr class="panel-line">
<p class="panel-text">A machine learning toolkit for log parsing [ICSE'19].</p>
</div>
</a></div>
<div id="panel3" class="panel" style="opacity: 1;"><a href="https://github.com/logpai/loglizer">
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<div class="panel-body">
<hr class="panel-line">
<h5 class="panel-title">Loglizer</h5>
<hr class="panel-line">
<p class="panel-text">A machine learning toolkit for log-based anomaly detection [ISSRE'16].</p>
</div>
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<div class="panel-body">
<hr class="panel-line">
<h5 class="panel-title">Logzip</h5>
<hr class="panel-line">
<p class="panel-text">An optimized log compression tool via iterative clustering
[ASE'19].</p>
</div>
</a></div>
</div>
<div id="buttons" style="opacity: 1">
<a title="Loghub datasets are available for downloading." class=btn
href=https://github.com/logpai/loghub?tab=readme-ov-file#logs-currently-available>DOWNLOAD DATASETS</a>
<a title="Learn more about LogPAI projects." class=btn href=https://github.com/logpai>FOLLOW ON GITHUB</a>
</div>
</main>
<section id="publication" class="bg-light-white">
<div class="container">
<div class="row">
<div class="col-lg-10 col-lg-offset-1">
<h1 class="section-heading">PUBLICATIONS
<hr class="section-heading-spacer">
</h1>
<div class="clearfix"></div>
<ul>
<li>
<p>[<strong>ISSTA'24</strong>] Zhihan Jiang, Jinyang Liu, Junjie Huang, Yichen Li, Yintong Huo,
Jiazhen Gu, Zhuangbin Chen, Jieming Zhu, Michael R. Lyu.
<a target="_blank" href="https://arxiv.org/abs/2308.10828">A Large-Scale Evaluation for Log Parsing Techniques: How Far Are We?</a>, <em>in Proc. of the ACM SIGSOFT
International Symposium on Software Testing and Analysis (ISSTA)</em>,
2024.</p>
</li>
<li>
<p>[<strong>FSE'24</strong>] Zhihan Jiang, Jinyang Liu, Zhuangbin Chen, Yichen Li, Junjie Huang, Yintong Huo, Pinjia He, Jiazhen Gu and Michael R. Lyu.
<a target="_blank" href="https://arxiv.org/pdf/2310.01796">LILAC: Log Parsing using LLMs with Adaptive Parsing Cache</a>, <em>in Proc. of The ACM International Conference on the Foundations of Software Engineering (FSE)</em>,
2024.</p>
</li>
<li>
<p>[<strong>ISSRE'23</strong>] Jieming Zhu, Shilin He, Pinjia He, Jinyang Liu, and Michael R. Lyu.
<a target="_blank" href="https://arxiv.org/abs/2008.06448">Loghub: A Large Collection of
System Log Datasets for AI-driven Log Analytics</a>, <em>in Proc. of IEEE International
Symposium on Software Reliability Engineering (ISSRE)</em>,
2023.</p>
</li>
<li>
<p>[<strong>ArXiv'21</strong>] Zhuangbin Chen, Jinyang Liu, Wenwei Gu, Yuxin Su, and Michael
R. Lyu. <a target="_blank" href="https://arxiv.org/abs/2107.05908">Experience Report:
Deep Learning-based System Log Analysis for Anomaly Detection</a>, <em>arXiv preprint,
arXiv:2107.05908</em>, 2021.</p>
</li>
<li>
<p>[<strong>ASE'19</strong>] Jinyang Liu, Jieming Zhu, Shilin He, Pinjia He, Zibin Zheng,
Michael R. Lyu. <a target="_blank"
href="https://arxiv.org/abs/1910.00409">Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression</a>, <em>in Proc. of
IEEE/ACM International Conference on Automated Software Engineering (ASE)</em>,
2019.</p>
</li>
<li>
<p>[<strong>ICSE'19</strong>] Jieming Zhu, Shilin He, Jinyang Liu, Pinjia He, Qi Xie, Zibin
Zheng, Michael R. Lyu. <a target="_blank"
href="https://arxiv.org/pdf/1811.03509.pdf">Tools and Benchmarks for Automated Log
Parsing</a>, <em>in Proc. of International Conference on Software Engineering
(ICSE)</em>, 2019.</p>
</li>
<li>
<p>[<strong>FSE'18</strong>] Shilin He, Qingwei Lin, Jian-Guang Lou, Hongyu Zhang, Michael
R.Lyu, Dongmei Zhang. <a target="_blank"
href="https://dl.acm.org/citation.cfm?id=3236083">Identifying Impactful Service
System Problems via Log Analysis</a>, <em> in Proc. of the 26th ACM Joint European
Software Engineering Conference and Symposium on the Foundations of Software
Engineering (ESEC/FSE)</em>, 2018.</p>
</li>
<li>
<p>[<strong>ASE'18</strong>] Pinjia He, Zhuangbin Chen, Shilin He, Michael R. Lyu. <a
target="_blank" href="https://dl.acm.org/doi/10.1145/3238147.3238193">Characterizing
the Natural Language Descriptions in Software Logging Statements</a>, <em> in Proc.
of the 33rd ACM/IEEE International Conference on Automated Software Engineering
(ASE)</em>, 2018.</p>
</li>
<li>
<p>[<strong>TDSC'18</strong>] Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu, <a
target="_blank" href="https://ieeexplore.ieee.org/document/8067504/">Towards
Automated Log Parsing for Large-Scale Log Data Analysis</a>, <em>IEEE Transactions
on Dependable and Secure Computing (TDSC)</em>, 2018.</p>
</li>
<li>
<p>[<strong>ICWS'17</strong>] Pinjia He, Jieming Zhu, Zibin Zheng, and Michael R. Lyu. <a
target="_blank" href="https://ieeexplore.ieee.org/document/8029742">Drain: An
Online Log Parsing Approach with Fixed Depth Tree</a>, <em>in Proc. of the 24th
International Conference on Web Services (ICWS)</em>, 2017.</p>
</li>
<li>
<p>[<strong>DSN'16</strong>] Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu. <a
target="_blank" href="https://ieeexplore.ieee.org/document/7579781">An
Evaluation Study on Log Parsing and Its Use in Log Mining</a>, <em>in Proc. of
IEEE/IFIP International Conference on Dependable Systems and Networks (DSN)</em>,
2016.</p>
</li>
<li>
<p>[<strong>ISSRE'16</strong>] Shilin He, Jieming Zhu, Pinjia He, Michael R. Lyu. <a
target="_blank"
href="https://ieeexplore.ieee.org/document/7774521">Experience Report: System
Log Analysis for Anomaly Detection</a>, <em>in Proc. of IEEE International Symposium
on Software Reliability Engineering (ISSRE)</em>, 2016.</p>
</li>
<li>
<p>[<strong>ICSE'15</strong>] Jieming Zhu, Pinjia He, Qiang Fu, Hongyu Zhang, Michael R.
Lyu, Dongmei Zhang. <a target="_blank"
href="https://ieeexplore.ieee.org/document/7194593">Learning to Log: Helping
Developers Make Informed Logging Decisions</a>, <em>in Proc. of International
Conference on Software Engineering (ICSE)</em>, 2015.</p>
</li>
<li>
[<strong>ICSE'14</strong>] Qiang Fu, Jieming Zhu, Wenlu Hu, Jian-Guang Lou, Rui Ding,
Qingwei Lin, Dongmei Zhang, and Tao Xie. <a target="_blank"
href="https://dl.acm.org/doi/10.1145/2591062.2591175">Where Do Developers Log? An
Empirical Study on Logging Practices in Industry</a>, <em>in Proc. of International
Conference on Software Engineering (ICSE)</em>, 2014.
</li>
</ul>
</div>
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</section>
<section id="impact" class="bg-light-white">
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<h1 class="section-heading">IMPACT
<hr class="section-heading-spacer">
</h1>
<div class="clearfix"></div>
<p> The ultimate goal of LogPAI is to build an open-source AI platform for automated log analysis.
Towards this goal, we benchmark a set of research work as well as release open datasets and
tools for log analysis research. With both datasets and source code available, we hope that our
LogPAI project could benefit both researchers and practitioners in the community.</p>
<ul>
<li>The loghub datasets have received a total of <a href="https://doi.org/10.5281/zenodo.1144100"><img src="https://img.shields.io/endpoint?&url=https://cdn.jsdelivr.net/gh/logpai/loghub@zenodo/downloads.json&labelColor=1AE&color=DDEEFF&style=flat&label=Downloads" style="width:115px;height:auto;"></a>
by more than <a
target="_blank" href="https://github.com/logpai/loghub/wiki/Loghub-download-list">450
organizations</a> from both industry and academia. The related publications have been cited more than
<strong>1,500</strong> times according to Google Scholar.
</li>
<li>Our log analysis datasets and tools have been used by industrial teams in <a target="_blank"
href="https://www.microsoft.com/en-us/research/group/software-analytics/">Microsoft</a>,
<a target="_blank" href="https://www.huawei.com">Huawei</a>, <a target="_blank"
href="https://developer.ibm.com/blogs/how-mining-log-templates-can-help-ai-ops-in-cloud-scale-data-centers/">IBM</a>,
<a target="_blank" href="https://mp.weixin.qq.com/s/9cVZUImMIyRUBNJYQg4S1A">Ant Group</a>.
</li>
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</section>
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<h1 class="section-heading">CORE TEAM
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</h1>
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<img src="https://jiemingzhu.github.io/img/jmzhu.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://jiemingzhu.github.io">Jieming Zhu</a>
<p class="text-muted">Researcher, Huawei Noah's Ark Lab<br>Ph.D., CUHK</p>
</div>
</div>
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<div class="team-member">
<img src="https://pinjiahe.github.io/images/profile.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://pinjiahe.github.io">Pinjia He</a>
<p class="text-muted">Assistant Professor, CUHKSZ <br>Ph.D., CUHK</p>
</div>
</div>
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<div class="team-member">
<img src="img/team/slhe.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://shilinhe.github.io/">Shilin He</a>
<p class="text-muted">Researcher, MSRA <br> Ph.D., CUHK</p>
</div>
</div>
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<div class="team-member">
<img src="https://jinyang88.github.io/images/android-chrome-512x512.png" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://jinyang88.github.io/">Jinyang Liu</a>
<p class="text-muted">Researcher, TikTok <br> Ph.D., CUHK</p>
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<div class="team-member">
<img src="img/team/zbchen.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://zbchern.github.io">Zhuangbin Chen</a>
<p class="text-muted">Assistant Professor, Sun Yat-Sen University <br>Ph.D., CUHK</p>
</div>
</div>
<div class="col-sm-2">
<div class="team-member">
<img src="https://yintonghuo.github.io/images/academic_photo.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://yintonghuo.github.io">Yintong Huo</a>
<p class="text-muted">Assistant Professor, Singapore Management University <br>Ph.D., CUHK</p>
</div>
</div>
<div class="col-sm-2">
<div class="team-member">
<img src="img/team/zbzheng.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="https://scholar.google.com/citations?user=zWnsNrkAAAAJ&hl=en">Zibin Zheng</a>
<p class="text-muted">Professor, IEEE Fellow<br> Sun Yat-Sen University<br> Ph.D., CUHK</p>
</div>
</div>
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<div class="team-member">
<img src="img/team/lyu.jpg" class="img-responsive img-circle" alt="">
<a target="_blank" href="http://www.cse.cuhk.edu.hk/lyu/">Michael R. Lyu</a>
<p class="text-muted">Professor, CUHK<br>ACM Fellow, IEEE Fellow, AAAS Fellow</p>
</div>
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