Mystique: Enabling Accurate and Scalable Generation of Production AI Benchmarks

Author:

Liang Mingyu1ORCID,Fu Wenyin2ORCID,Feng Louis2ORCID,Lin Zhongyi3ORCID,Panakanti Pavani2ORCID,Zheng Shengbao2ORCID,Sridharan Srinivas2ORCID,Delimitrou Christina4ORCID

Affiliation:

1. Cornell University, Ithaca, New York, USA

2. Meta, Menlo Park, California, USA

3. University of California, Davis, Davis, California, USA

4. Massachusetts Institute of Technology, Cambridge, Massachusetts, USA

Publisher

ACM

Reference67 articles.

1. Robert Adolf , Saketh Rama , Brandon Reagen , Gu-Yeon Wei , and David Brooks . Fathom : Reference workloads for modern deep learning methods . In 2016 IEEE International Symposium on Workload Characterization (IISWC) , pages 1 -- 10 . IEEE, 2016 . Robert Adolf, Saketh Rama, Brandon Reagen, Gu-Yeon Wei, and David Brooks. Fathom: Reference workloads for modern deep learning methods. In 2016 IEEE International Symposium on Workload Characterization (IISWC), pages 1--10. IEEE, 2016.

2. ATen. Aten. https://github.com/pytorch/pytorch/tree/master/aten. ATen. Aten. https://github.com/pytorch/pytorch/tree/master/aten.

3. Baidu. Deepbench. https://github.com/baidu-research/DeepBench. Baidu. Deepbench. https://github.com/baidu-research/DeepBench.

4. Colby Banbury , Vijay Janapa Reddi , Peter Torelli, Jeremy Holleman, Nat Jeffries, Csaba Kiraly, Pietro Montino, David Kanter, Sebastian Ahmed, Danilo Pau, et al. Mlperf tiny benchmark. arXiv preprint arXiv:2106.07597 , 2021 . Colby Banbury, Vijay Janapa Reddi, Peter Torelli, Jeremy Holleman, Nat Jeffries, Csaba Kiraly, Pietro Montino, David Kanter, Sebastian Ahmed, Danilo Pau, et al. Mlperf tiny benchmark. arXiv preprint arXiv:2106.07597, 2021.

5. Bradford M Beckmann and Anthony Gutierrez . The amd gem5 apu simulator: Modeling heterogeneous systems in gem5 . In Tutorial at the International Symposium on Microarchitecture (MICRO) , 2015 . Bradford M Beckmann and Anthony Gutierrez. The amd gem5 apu simulator: Modeling heterogeneous systems in gem5. In Tutorial at the International Symposium on Microarchitecture (MICRO), 2015.

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