A comprehensive open-source benchmarking suite is presented. It can be used to evaluate the performance and functionality of various quantum software development kits for manipulating and compiling quantum circuits.
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References
-
Zhu, Q. et al. Sci. Bull. 67, 240–245 (2022).
Google Scholar
-
Morvan, A. et al. Nature 634, 328–333 (2024).
Google Scholar
-
Liu, M. et al. Nature 640, 343–348 (2025).
-
Google Quantum AI and Collaborators. Nature 638, 920–926 (2024).
-
Nation, P. D. et al. Nat. Comput. Sci. https://doi.org/10.1038/s43588-025-00792-y (2025).
Google Scholar
-
Dongarra, J. J., Luszczek, P. & Petitet, A. Concurr. Comput. Pract. Exper. 15, 803–820 (2003).
Google Scholar
-
Mattson, P. et al. IEEE Micro 40, 8–16 (2020).
Google Scholar
-
Chong, F. T., Franklin, D. & Martonosi, M. Nature 549, 180–187 (2017).
Google Scholar
-
Nils, Q., Burgholzer, L. & Wille, R. Quantum 7, 1062 (2023).
Google Scholar
-
Benchpress. https://github.com/qiskit/benchpress (accessed 8 April 2025).
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Zhu, C., Zhang, L. & Wang, X. A quest toward comprehensive benchmarking of quantum computing software.
Nat Comput Sci (2025). https://doi.org/10.1038/s43588-025-00803-y
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Published: 29 April 2025
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DOI: https://doi.org/10.1038/s43588-025-00803-y