publications

2024

1. PAL: A Variability-Aware Policy for Scheduling ML Workloads in GPU Clusters

   Rutwik Jain, Brandon Tran, Keting Chen, and 2 more authors

   In Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis, Atlanta, GA, USA, 2024

   DOI Bib PDF

   @inproceedings{Jain-SC24-PAL,
     author = {Jain, Rutwik and Tran, Brandon and Chen, Keting and Sinclair, Matthew D. and Venkataraman, Shivaram},
     title = {PAL: A Variability-Aware Policy for Scheduling ML Workloads in GPU Clusters},
     year = {2024},
     isbn = {9798350352917},
     publisher = {IEEE Press},
     url = {https://doi.org/10.1109/SC41406.2024.00032},
     doi = {10.1109/SC41406.2024.00032},
     booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis},
     articleno = {26},
     numpages = {18},
     keywords = {Cluster Scheduling, GPGPU, Machine Learning, Performance Variability, Power Management},
     location = {Atlanta, GA, USA},
     bibtex_show = true,
     selected = true,
     series = {SC '24}
   }

2023

1. Fifty Years of the International Symposium on Computer Architecture: A Data-Driven Retrospective

   Matthew D. Sinclair, Parthasarathy Ranganathan, Gaurang Upasani, and 5 more authors

   IEEE Micro, 2023

   DOI Bib

   @article{Sinclair-Micro23-ISCA,
     author = {Sinclair, Matthew D. and Ranganathan, Parthasarathy and Upasani, Gaurang and Sampson, Adrian and Patterson, David and Jain, Rutwik and Parthasarathy, Nidhi and Shah, Shaan},
     journal = {IEEE Micro},
     title = {Fifty Years of the International Symposium on Computer Architecture: A Data-Driven Retrospective},
     year = {2023},
     volume = {43},
     number = {6},
     pages = {109-124},
     keywords = {},
     doi = {10.1109/MM.2023.3324465},
     bibtex_show = true
   }

2022

1. Not All GPUs Are Created Equal: Characterizing Variability in Large-Scale, Accelerator-Rich Systems

   Prasoon Sinha, Akhil Guliani, Rutwik Jain, and 3 more authors

   In SC22: International Conference for High Performance Computing, Networking, Storage and Analysis , Nov 2022

   DOI Bib

   @inproceedings{Sinha-SC22-GPUVar,
     author = {Sinha, Prasoon and Guliani, Akhil and Jain, Rutwik and Tran, Brandon and Sinclair, Matthew D. and Venkataraman, Shivaram},
     booktitle = { SC22: International Conference for High Performance Computing, Networking, Storage and Analysis },
     title = {{ Not All GPUs Are Created Equal: Characterizing Variability in Large-Scale, Accelerator-Rich Systems }},
     year = {2022},
     volume = {},
     issn = {},
     pages = {1-15},
     doi = {10.1109/SC41404.2022.00070},
     url = {https://doi.ieeecomputersociety.org/10.1109/SC41404.2022.00070},
     publisher = {IEEE Computer Society},
     address = {Los Alamitos, CA, USA},
     bibtex_show = true,
     selected = true,
     month = nov
   }