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Docker Image - STONNE and OMEGA

ASPLOS 2023 Tutorial

docker run -it stonnesimulator/stonne-simulators

Github codebases

STONNE ([Simulator for DNN accelerators and dataflows])

https://github.com/stonne-simulator/stonne

OMEGA (Cost model for GNN Dataflows)

https://github.com/stonne-simulator/omega

SST-STONNE

https://github.com/stonne-simulator/sst-elements-with-stonne

Publications

STONNE

Francisco Muñoz-Matrínez, José L. Abellán, Manuel E. Acacio, and Tushar Krishna. Stonne: Enabling cycle-level microarchitectural simulation for dnn inference accelerators. In 2021 IEEE International Symposium on Workload Characterization (IISWC), 2021. (pdf)

OMEGA

Raveesh Garg, Eric Qin, Francisco Muñoz-Martínez, Robert Guirado, Akshay Jain, Sergi Abadal, José L Abellán, Manuel E Acacio, Eduard Alarcón, Sivasankaran Rajamanickam, and Tushar Krishna. Understanding the Design-Space of Sparse/Dense Multiphase GNN dataflows on Spatial Accelerators. In 2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2022. (pdf)

Flexagon

Francisco Muñoz-Martínez, Raveesh Garg, Michael Pellauer, José L. Abellán, Manuel E. Acacio, and Tushar Krishna. 2023. Flexagon: A Multi-dataflow Sparse-Sparse Matrix Multiplication Accelerator for Efficient DNN Processing. In Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3 (ASPLOS 2023). Association for Computing Machinery, New York, NY, USA, 252–265. https://doi.org/10.1145/3582016.3582069 .(pdf)

Bibtex

STONNE

@INPROCEEDINGS{STONNE21,
  author =       {Francisco Mu{\~n}oz-Matr{\'i}nez and Jos{\'e} L. Abell{\'a}n and Manuel E. Acacio and Tushar Krishna},
  title =        {STONNE: Enabling Cycle-Level Microarchitectural Simulation for DNN Inference Accelerators},
  booktitle =    {2021 IEEE International Symposium on Workload Characterization (IISWC)}, 
  year =         {2021},
  volume =       {},
  number =       {},
  pages =        {},
}

OMEGA

@inproceedings{garg2021understanding,
  title={Understanding the Design-Space of Sparse/Dense Multiphase GNN dataflows on Spatial Accelerators},
  author={Garg, Raveesh and Qin, Eric and Mu{\~n}oz-Mart{\'\i}nez, Francisco and Guirado, Robert and Jain, Akshay and Abadal, Sergi and Abell{\'a}n, Jos{\'e} L and Acacio, Manuel E and Alarc{\'o}n, Eduard and Rajamanickam, Sivasankaran and Krishna, Tushar},
  booktitle={2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)},
  year={2022}
  }

Flexagon

@inproceedings{munoz2023flexagon,
  title={Flexagon: A Multi-Dataflow Sparse-Sparse Matrix Multiplication Accelerator for Efficient DNN Processing},
  author={Mu{\~n}oz-Mart{\'\i}nez, Francisco and Garg, Raveesh and Pellauer, Michael and Abell{\'a}n, Jos{\'e} L and Acacio, Manuel E and Krishna, Tushar},
  booktitle={Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3},
  pages={252--265},
  year={2023}
}