Loops: A Programming Model for GPU Load Balancing

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