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my student Seong-Heon talking about one of our new projects at NYU!
(We’re at NJPLS today, come say hi)
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Now we can easily peek inside a computation, even deeply across library boundaries. This is great for finding performance issues buried in places you did not expect.
For example, using just a few lines of code we can identify a granularity control issue inside of a library we did not author ourselves. We describe a case study in detail in the paper.
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This paper is all about making it easy to dynamically observe the computation graph of a parallel execution (for profiling purposes, dynamic analyses, etc)
Customization is easy: just define a notion of vertex-local data and functions to update this data across forks and joins.
These custom vertices are handed off to an “augmented” scheduler, which incrementally maintains the computation graph und
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🔥 Top post: delighted to announce that our SPAA paper received an outstandin · 17 likes + reposts
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RE: https://discuss.systems/@shwestrick/116872683907627841
getting some cool visuals going…
https://github.com/nyu-parcour/scheduler-augmentation/tree/graph-viz
Critically, none of these analyses incur major overhead: just a few percent in typical applications and use-cases, and fully parallelized, with almost no impact on scalability.
Scheduler augmentation is easily deactivated when not in use, …
In another case study, we measure the impact of a subtle space optimization.
With just a few lines of code, we can empirically confirm that the optimization works as intended, by measuring peak memory consumption as an abstract property on…
Now we can easily peek inside a computation, even deeply across library boundaries. This is great for finding performance issues buried in places you did not expect.
For example, using just a few lines of code we can identify a granularity…
This paper is all about making it easy to dynamically observe the computation graph of a parallel execution (for profiling purposes, dynamic analyses, etc)
Customization is easy: just define a notion of vertex-local data and functions to u…
We've extended the deadline for the ML Family Workshop 2026! The new deadline is
** July 1, AoE **
The submission requirements are fairly minimal: only 2 pages. Please consider submitting, and encourage your friends to do so too!
https:…
the ML Family Workshop (@ ICFP'26) submission deadline is approaching -- **Wednesday June 24**
Please consider submitting! We especially welcome works-in-progress. Submission requirements are minimal -- just 2 pages.
https://icfp26.sigplan…
my student Seong-Heon talking about one of our new projects at NYU!
(We’re at NJPLS today, come say hi)
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