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<html> | ||
<!-- page style ADOPTED from Stephen Chang's POPL 2017 page https://www.ccs.neu.edu/home/stchang/popl2017/index.html THANK YOU --> | ||
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<div id="contents"> | ||
<div class="box"> | ||
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<span style="font-weight: bold;">FlowFPX</span>. | ||
<br/> | ||
Taylor Allred, Xinyi Li, Ashton Wiersdorf, Ben Greenman, Ganesh Gopalakrishnan | ||
<br/> | ||
<img src="./src/title.png" width=100% /> | ||
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<blockquote> | ||
Reliable numerical computations are central to scientific computing, but the floating-point arithmetic that enables large-scale models is error-prone. Numeric exceptions are a common occurrence | ||
and can propagate through code, leading to flawed results. This | ||
paper presents FlowFPX, a toolkit for systematically debugging | ||
floating-point exceptions by recording their flow, coalescing exception contexts, and fuzzing in select locations. These tools help | ||
scientists discover when exceptions happen and track down their | ||
origin, smoothing the way to a reliable codebase. | ||
</blockquote> | ||
</div> | ||
<div class="box"> | ||
Components: | ||
<ul> | ||
<li> | ||
<tt>FloatTracker.jl</tt> for logging and fuzzing exceptional values in Julia code: | ||
<br /> | ||
<a href="https://github.com/utahplt/FloatTracker.jl"><tt>https://github.com/utahplt/FloatTracker.jl</tt></a> | ||
<ul> | ||
<li>Examples: <a href="https://github.com/utahplt/FloatTrackerExamples"><tt>https://github.com/utahplt/FloatTrackerExamples</tt></a></li> | ||
</ul> | ||
</li> | ||
<li> | ||
<tt>Coalesced Stack-Trace Graphs</tt> (CSTGs) for summarizing logs: | ||
<br/> | ||
<a href="https://github.com/utahplt/CSTG"><tt>https://github.com/utahplt/CSTG</tt></a> | ||
</li> | ||
<li> | ||
<tt>GPU-FPX</tt> for logging exceptions in NVIDIA GPU kernels: | ||
<br /> | ||
<a href="https://github.com/LLNL/GPU-FPX"><tt>https://github.com/LLNL/GPU-FPX</tt></a> | ||
</li> | ||
</ul> | ||
</div> | ||
<div class="box"> | ||
Resources: | ||
<ul> | ||
<li>JuliaCon 2023: | ||
<ul> | ||
<li> | ||
talk recording: <a href="https://www.youtube.com/live/rMrHCM1Etng?feature=share&t=10146"><tt>https://www.youtube.com/live/rMrHCM1Etng?feature=share&t=10146</tt></a> | ||
</li> <li> | ||
slides: <a href="https://lambdaland.org/files/JuliaCon%202023%20FlowFPX.pdf"><tt>https://lambdaland.org/files/JuliaCon%202023%20FlowFPX.pdf</tt></a> | ||
</li> <li> | ||
paper: <a href="https://github.com/utahplt/juliacon2023-paper"><tt>https://github.com/utahplt/juliacon2023-paper</tt></a> | ||
</li> | ||
</ul> | ||
</li> | ||
<li> Poster: | ||
<a href="https://lambdaland.org/files/flowfpx_poster.pdf"><tt>https://lambdaland.org/files/flowfpx_poster.pdf</tt></a> | ||
</li> | ||
</ul> | ||
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</div> | ||
<br/> | ||
<div class="box"> | ||
<img src="./src/lifetime.png" width=100% /> | ||
</div> | ||
<br/> | ||
<div class="box"> | ||
<h3>CSTG</h3> | ||
<p>Combine stack frames into a tree highlighting common paths:</p> | ||
<img src="./src/cstg_static_diagram.png" width=100% /> | ||
</div> | ||
<br/> | ||
<div class="box"> | ||
<h3>Fuzzing</h3> | ||
<p>Configure an injector, set up a recording file:</p> | ||
<img src="./src/fuzz.png" width=100% /> | ||
</div> | ||
</div> | ||
</body> | ||
</html> | ||
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