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.
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For more information on available features, installation steps, and workload profiling and analysis, please refer to the online documentation.
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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.
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Licensing information can be found in the LICENSE file.
Omniperf follows a
main-dev
branching model. As a result, our latest stable release is shipped
from the amd-mainline branch, while new features are developed in our
amd-staging branch.
Users may checkout amd-staging to preview upcoming features.
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: v2.1.0 (27 Sept 2024)},
month = sept,
year = 2024,
publisher = {Zenodo},
version = {v2.1.0},
doi = {10.5281/zenodo.7314631},
url = {https://doi.org/10.5281/zenodo.7314631}
}