A volumetric framework for quantum computer benchmarks
Abstract
We propose a very large family of benchmarks for probing the performance of quantum computers. We call them
- Authors:
-
- Sandia National Laboratories (SNL), Albuquerque, NM, and Livermore, CA (United States). Quantum Performance Lab.
- Publication Date:
- Research Org.:
- Sandia National Lab. (SNL-NM), Albuquerque, NM (United States); Sandia National Lab. (SNL-CA), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1725835
- Report Number(s):
- SAND-2020-12589J
Journal ID: ISSN 2521-327X; 692081
- Grant/Contract Number:
- AC04-94AL85000; NA0003525
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Quantum
- Additional Journal Information:
- Journal Volume: 4; Journal ID: ISSN 2521-327X
- Publisher:
- Quantum Science Open Community
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 97 MATHEMATICS AND COMPUTING
Citation Formats
Blume-Kohout, Robin, and Young, Kevin C. A volumetric framework for quantum computer benchmarks. United States: N. p., 2020.
Web. doi:10.22331/q-2020-11-15-362.
Blume-Kohout, Robin, & Young, Kevin C. A volumetric framework for quantum computer benchmarks. United States. https://doi.org/10.22331/q-2020-11-15-362
Blume-Kohout, Robin, and Young, Kevin C. Sun .
"A volumetric framework for quantum computer benchmarks". United States. https://doi.org/10.22331/q-2020-11-15-362. https://www.osti.gov/servlets/purl/1725835.
@article{osti_1725835,
title = {A volumetric framework for quantum computer benchmarks},
author = {Blume-Kohout, Robin and Young, Kevin C.},
abstractNote = {We propose a very large family of benchmarks for probing the performance of quantum computers. We call them volumetric benchmarks (VBs) because they generalize IBM's benchmark for measuring quantum volume \cite{Cross18}. The quantum volume benchmark defines a family of square circuits whose depth d and width w are the same. A volumetric benchmark defines a family of rectangular quantum circuits, for which d and w are uncoupled to allow the study of time/space performance trade-offs. Each VB defines a mapping from circuit shapes — (w,d) pairs — to test suites C(w,d). A test suite is an ensemble of test circuits that share a common structure. The test suite C for a given circuit shape may be a single circuit C, a specific list of circuits {C1…CN} that must all be run, or a large set of possible circuits equipped with a distribution Pr(C). The circuits in a given VB share a structure, which is limited only by designers' creativity. We list some known benchmarks, and other circuit families, that fit into the VB framework: several families of random circuits, periodic circuits, and algorithm-inspired circuits. The last ingredient defining a benchmark is a success criterion that defines when a processor is judged to have ``passed'' a given test circuit. We discuss several options. Benchmark data can be analyzed in many ways to extract many properties, but we propose a simple, universal graphical summary of results that illustrates the Pareto frontier of the d vs w trade-off for the processor being benchmarked.},
doi = {10.22331/q-2020-11-15-362},
journal = {Quantum},
number = ,
volume = 4,
place = {United States},
year = {Sun Nov 15 00:00:00 EST 2020},
month = {Sun Nov 15 00:00:00 EST 2020}
}
Works referenced in this record:
Validating quantum computers using randomized model circuits
journal, September 2019
- Cross, Andrew W.; Bishop, Lev S.; Sheldon, Sarah
- Physical Review A, Vol. 100, Issue 3
Probing Context-Dependent Errors in Quantum Processors
journal, June 2019
- Rudinger, Kenneth; Proctor, Timothy; Langharst, Dylan
- Physical Review X, Vol. 9, Issue 2
Experimental comparison of two quantum computing architectures
journal, March 2017
- Linke, Norbert M.; Maslov, Dmitri; Roetteler, Martin
- Proceedings of the National Academy of Sciences, Vol. 114, Issue 13
On the complexity and verification of quantum random circuit sampling
journal, October 2018
- Bouland, Adam; Fefferman, Bill; Nirkhe, Chinmay
- Nature Physics, Vol. 15, Issue 2
Time-domain characterization and correction of on-chip distortion of control pulses in a quantum processor
journal, February 2020
- Rol, M. A.; Ciorciaro, L.; Malinowski, F. K.
- Applied Physics Letters, Vol. 116, Issue 5
Randomized benchmarking under different gate sets
journal, March 2019
- Boone, Kristine; Carignan-Dugas, Arnaud; Wallman, Joel J.
- Physical Review A, Vol. 99, Issue 3
Scalable noise estimation with random unitary operators
journal, September 2005
- Emerson, Joseph; Alicki, Robert; Życzkowski, Karol
- Journal of Optics B: Quantum and Semiclassical Optics, Vol. 7, Issue 10
Characterizing quantum supremacy in near-term devices
journal, April 2018
- Boixo, Sergio; Isakov, Sergei V.; Smelyanskiy, Vadim N.
- Nature Physics, Vol. 14, Issue 6
Randomized benchmarking of quantum gates
journal, January 2008
- Knill, E.; Leibfried, D.; Reichle, R.
- Physical Review A, Vol. 77, Issue 1
Optimization of a solid-state electron spin qubit using gate set tomography
journal, October 2016
- Dehollain, Juan P.; Muhonen, Juha T.; Blume-Kohout, Robin
- New Journal of Physics, Vol. 18, Issue 10
Efficient gates for quantum computing
journal, August 2017
- McKay, David C.; Wood, Christopher J.; Sheldon, Sarah
- Physical Review A, Vol. 96, Issue 2
Fast parallel circuits for the quantum Fourier transform
conference, January 2000
- Cleve, R.; Watrous, J.
- Proceedings 41st Annual Symposium on Foundations of Computer Science
Robust calibration of a universal single-qubit gate set via robust phase estimation
journal, December 2015
- Kimmel, Shelby; Low, Guang Hao; Yoder, Theodore J.
- Physical Review A, Vol. 92, Issue 6
Superconducting quantum circuits at the surface code threshold for fault tolerance
journal, April 2014
- Barends, R.; Kelly, J.; Megrant, A.
- Nature, Vol. 508, Issue 7497
A variational eigenvalue solver on a photonic quantum processor
journal, July 2014
- Peruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter
- Nature Communications, Vol. 5, Issue 1
Scalable and Robust Randomized Benchmarking of Quantum Processes
journal, May 2011
- Magesan, Easwar; Gambetta, J. M.; Emerson, Joseph
- Physical Review Letters, Vol. 106, Issue 18
The LINPACK Benchmark: past, present and future
journal, January 2003
- Dongarra, Jack J.; Luszczek, Piotr; Petitet, Antoine
- Concurrency and Computation: Practice and Experience, Vol. 15, Issue 9
When quantum tomography goes wrong: drift of quantum sources and other errors
journal, February 2013
- van Enk, S. J.; Blume-Kohout, Robin
- New Journal of Physics, Vol. 15, Issue 2
Quantum supremacy using a programmable superconducting processor
journal, October 2019
- Arute, Frank; Arya, Kunal; Babbush, Ryan
- Nature, Vol. 574, Issue 7779
Fast scramblers
journal, October 2008
- Sekino, Yasuhiro; Susskind, L.
- Journal of High Energy Physics, Vol. 2008, Issue 10
Characterizing large-scale quantum computers via cycle benchmarking
journal, November 2019
- Erhard, Alexander; Wallman, Joel J.; Postler, Lukas
- Nature Communications, Vol. 10, Issue 1
Algorithms for quantum computation: discrete logarithms and factoring
conference, January 1994
- Shor, P. W.
- Proceedings 35th Annual Symposium on Foundations of Computer Science
Local Random Quantum Circuits are Approximate Polynomial-Designs
journal, August 2016
- Brandão, Fernando G. S. L.; Harrow, Aram W.; Horodecki, Michał
- Communications in Mathematical Physics, Vol. 346, Issue 2
Correction: Publisher Correction: Demonstration of qubit operations below a rigorous fault tolerance threshold with gate set tomography
journal, June 2018
- Blume-Kohout, Robin; Gamble, John King; Nielsen, Erik
- Nature Communications, Vol. 9, Issue 1
Performing quantum computing experiments in the cloud
journal, September 2016
- Devitt, Simon J.
- Physical Review A, Vol. 94, Issue 3
Quantum algorithms revisited
journal, January 1998
- Cleve, R.; Ekert, A.; Macchiavello, C.
- Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, Vol. 454, Issue 1969
Symmetrized Characterization of Noisy Quantum Processes
journal, September 2007
- Emerson, J.; Silva, M.; Moussa, O.
- Science, Vol. 317, Issue 5846
Characterizing quantum gates via randomized benchmarking
journal, April 2012
- Magesan, Easwar; Gambetta, Jay M.; Emerson, Joseph
- Physical Review A, Vol. 85, Issue 4
Direct Randomized Benchmarking for Multiqubit Devices
journal, July 2019
- Proctor, Timothy J.; Carignan-Dugas, Arnaud; Rudinger, Kenneth
- Physical Review Letters, Vol. 123, Issue 3
Demonstration of a small programmable quantum computer with atomic qubits
journal, August 2016
- Debnath, S.; Linke, N. M.; Figgatt, C.
- Nature, Vol. 536, Issue 7614
Quantum Mechanics Helps in Searching for a Needle in a Haystack
journal, July 1997
- Grover, Lov K.
- Physical Review Letters, Vol. 79, Issue 2
Characterization of Addressability by Simultaneous Randomized Benchmarking
journal, December 2012
- Gambetta, Jay M.; Córcoles, A. D.; Merkel, S. T.
- Physical Review Letters, Vol. 109, Issue 24
State preservation by repetitive error detection in a superconducting quantum circuit
journal, March 2015
- Kelly, J.; Barends, R.; Fowler, A. G.
- Nature, Vol. 519, Issue 7541
A blueprint for demonstrating quantum supremacy with superconducting qubits
journal, April 2018
- Neill, C.; Roushan, P.; Kechedzhi, K.
- Science, Vol. 360, Issue 6385
When quantum tomography goes wrong: drift of quantum sources and other errors
text, January 2013
- van Enk, S. J.; Blume-Kohout, Robin
- arXiv
Works referencing / citing this record:
A quantum-classical cloud platform optimized for variational hybrid algorithms
journal, March 2020
- Karalekas, Peter J.; Tezak, Nikolas A.; Peterson, Eric C.
- Quantum Science and Technology, Vol. 5, Issue 2
Benchmarking Quantum Coprocessors in an Application-Centric, Hardware-Agnostic, and Scalable Way
journal, January 2021
- Martiel, Simon; Ayral, Thomas; Allouche, Cyril
- IEEE Transactions on Quantum Engineering, Vol. 2
t$|$ket$\rangle$ : A Retargetable Compiler for NISQ Devices
text, January 2020
- Sivarajah, Seyon; Dilkes, Silas; Cowtan, Alexander
- arXiv