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Omniperf

General

Omniperf is a system performance profiling tool for machine learning/HPC workloads running on AMD MI GPUs. The tool presently targets usage on MI100, MI200, and MI300 accelerators.

  • For more information on available features, installation steps, and workload profiling and analysis, please refer to the online documentation.

  • Omniperf is an AMD open source research project and is not supported as part of the ROCm software stack. We welcome contributions and feedback from the community. Please see the CONTRIBUTING.md file for additional details on our contribution process.

  • Licensing information can be found in the LICENSE file.

Development

Omniperf follows a main-dev branching model. As a result, our latest stable release is shipped from the main branch, while new features are developed in our dev branch.

Users may checkout dev to preview upcoming features.

How to Cite

This software can be cited using a Zenodo DOI reference. A BibTex style reference is provided below for convenience:

@software{xiaomin_lu_2022_7314631
  author       = {Xiaomin Lu and
                  Cole Ramos and
                  Fei Zheng and
                  Karl W. Schulz and
                  Jose Santos and
                  Keith Lowery and
                  Nicholas Curtis and
                  Cristian Di Pietrantonio},
  title        = {AMDResearch/omniperf: v2.0.1 (03 June 2024)},
  month        = june,
  year         = 2024,
  publisher    = {Zenodo},
  version      = {v2.0.1},
  doi          = {10.5281/zenodo.7314631},
  url          = {https://doi.org/10.5281/zenodo.7314631}
}

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Advanced Profiling and Analytics for AMD Hardware

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