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Loops: A Programming Model for GPU Load Balancing

Authors: Osama, Muhammad; Porumbescu, Serban D.; Owens, John D.;

Loops: A Programming Model for GPU Load Balancing

Abstract

loops is our new GPU Load Balancing library. For more information, please check out our paper: @inproceedings{Osama:2023:PMF, author = {Muhammad Osama and Serban D. Porumbescu and John D. Owens}, title = {Programming Model for {GPU} Load Balancing}, booktitle = {Proceedings of the 28th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming}, series = {PPoPP 2023}, year = 2023, month = feb # "\slash " # mar, acceptance = {31 of 131 submissions, 23.7\%}, code = {https://github.com/gunrock/loops}, } What's Changed Update README.md by @neoblizz in https://github.com/gunrock/loops/pull/1 Tile-Mapped load-balancing schedule. by @neoblizz in https://github.com/gunrock/loops/pull/2 work-oriented loop structures. by @neoblizz in https://github.com/gunrock/loops/pull/3 New Schedules: Work-Oriented and Tile-Mapped. by @neoblizz in https://github.com/gunrock/loops/pull/4 Huge clean-up and reducing code in examples. by @neoblizz in https://github.com/gunrock/loops/pull/5 Benchmarking, Convertor, CSR Generator, Timer Utilities and more. by @neoblizz in https://github.com/gunrock/loops/pull/6 docs folder for pages. by @neoblizz in https://github.com/gunrock/loops/pull/7 [skip ci] let's improve docs. by @neoblizz in https://github.com/gunrock/loops/pull/8 Cleaning up the container interface. by @neoblizz in https://github.com/gunrock/loops/pull/9 Format improvements for CSR, CSC, COO. by @neoblizz in https://github.com/gunrock/loops/pull/10 Update CMAKE_CUDA_ARCHITECTURES=75 for testing. by @neoblizz in https://github.com/gunrock/loops/pull/11 Apache 2.0 license per Gunrock. by @neoblizz in https://github.com/gunrock/loops/pull/12 Known Issue: nvbench breaks loaders. (resolved) by @neoblizz in https://github.com/gunrock/loops/pull/13 Publish dev changes; benchmarking, cleanup, license. by @neoblizz in https://github.com/gunrock/loops/pull/14 Tile -> Group mapped and minor fix. by @neoblizz in https://github.com/gunrock/loops/pull/15 Flat merge-path; pushing PPoPP23 changes. by @neoblizz in https://github.com/gunrock/loops/pull/16 Getting ready to merge changes for AE. by @neoblizz in https://github.com/gunrock/loops/pull/17 Preparing for release. by @neoblizz in https://github.com/gunrock/loops/pull/18 Adding a dockerfile for ease-of-use. by @neoblizz in https://github.com/gunrock/loops/pull/19 Adding a dockerfile for ease-of-use. by @neoblizz in https://github.com/gunrock/loops/pull/20 AE feedback; more instructions on experimentation. by @neoblizz in https://github.com/gunrock/loops/pull/21 AE reviewer's feedback to reproduce results. by @neoblizz in https://github.com/gunrock/loops/pull/22 [skip ci] forgot to mention ipynb. by @neoblizz in https://github.com/gunrock/loops/pull/23 [skip ci] gitignore ignored the mtx file. by @neoblizz in https://github.com/gunrock/loops/pull/24 Fixed chart [skip ci] by @neoblizz in https://github.com/gunrock/loops/pull/25 run.sh process only N datasets. by @neoblizz in https://github.com/gunrock/loops/pull/26 New Contributors @neoblizz made their first contribution in https://github.com/gunrock/loops/pull/1 Full Changelog: https://github.com/gunrock/loops/commits/v0.1.0-alpha

Related Organizations
Keywords

sparse matrices, GPU, SPMV, sparse linear algebra, programming model, Load Balancing

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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