DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Gate Set Tomography

Abstract

Gate set tomography (GST) is a protocol for detailed, predictive characterization of logic operations (gates) on quantum computing processors. Early versions of GST emerged around 2012-13, and since then it has been refined, demonstrated, and used in a large number of experiments. This paper presents the foundations of GST in comprehensive detail. The most important feature of GST, compared to older state and process tomography protocols, is that it is calibration-free . GST does not rely on pre-calibrated state preparations and measurements. Instead, it characterizes all the operations in a gate set simultaneously and self-consistently, relative to each other. Long sequence GST can estimate gates with very high precision and efficiency, achieving Heisenberg scaling in regimes of practical interest. In this paper, we cover GST's intellectual history, the techniques and experiments used to achieve its intended purpose, data analysis, gauge freedom and fixing, error bars, and the interpretation of gauge-fixed estimates of gate sets. Our focus is fundamental mathematical aspects of GST, rather than implementation details, but we touch on some of the foundational algorithmic tricks used in the pyGSTi implementation.

Authors:
 [1];  [2];  [1];  [3];  [1];  [1]
  1. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  2. Microsoft Research, Redmond, WA (United States)
  3. IBM, Yorktown Heights, NY (United States). Thomas J. Watson Research Center
Publication Date:
Research Org.:
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
Sponsoring Org.:
USDOE National Nuclear Security Administration (NNSA); USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); USDOE Laboratory Directed Research and Development (LDRD) Program
OSTI Identifier:
1828793
Report Number(s):
SAND-2021-10706J
Journal ID: ISSN 2521-327X; 699056
Grant/Contract Number:  
NA0003525
Resource Type:
Accepted Manuscript
Journal Name:
Quantum
Additional Journal Information:
Journal Volume: 5; Journal ID: ISSN 2521-327X
Publisher:
Quantum Science Open Community
Country of Publication:
United States
Language:
English
Subject:
97 MATHEMATICS AND COMPUTING

Citation Formats

Nielsen, Erik, Gamble, John King, Rudinger, Kenneth, Scholten, Travis, Young, Kevin, and Blume-Kohout, Robin. Gate Set Tomography. United States: N. p., 2021. Web. doi:10.22331/q-2021-10-05-557.
Nielsen, Erik, Gamble, John King, Rudinger, Kenneth, Scholten, Travis, Young, Kevin, & Blume-Kohout, Robin. Gate Set Tomography. United States. https://doi.org/10.22331/q-2021-10-05-557
Nielsen, Erik, Gamble, John King, Rudinger, Kenneth, Scholten, Travis, Young, Kevin, and Blume-Kohout, Robin. Tue . "Gate Set Tomography". United States. https://doi.org/10.22331/q-2021-10-05-557. https://www.osti.gov/servlets/purl/1828793.
@article{osti_1828793,
title = {Gate Set Tomography},
author = {Nielsen, Erik and Gamble, John King and Rudinger, Kenneth and Scholten, Travis and Young, Kevin and Blume-Kohout, Robin},
abstractNote = {Gate set tomography (GST) is a protocol for detailed, predictive characterization of logic operations (gates) on quantum computing processors. Early versions of GST emerged around 2012-13, and since then it has been refined, demonstrated, and used in a large number of experiments. This paper presents the foundations of GST in comprehensive detail. The most important feature of GST, compared to older state and process tomography protocols, is that it is calibration-free. GST does not rely on pre-calibrated state preparations and measurements. Instead, it characterizes all the operations in a gate set simultaneously and self-consistently, relative to each other. Long sequence GST can estimate gates with very high precision and efficiency, achieving Heisenberg scaling in regimes of practical interest. In this paper, we cover GST's intellectual history, the techniques and experiments used to achieve its intended purpose, data analysis, gauge freedom and fixing, error bars, and the interpretation of gauge-fixed estimates of gate sets. Our focus is fundamental mathematical aspects of GST, rather than implementation details, but we touch on some of the foundational algorithmic tricks used in the pyGSTi implementation.},
doi = {10.22331/q-2021-10-05-557},
journal = {Quantum},
number = ,
volume = 5,
place = {United States},
year = {Tue Oct 05 00:00:00 EDT 2021},
month = {Tue Oct 05 00:00:00 EDT 2021}
}

Works referenced in this record:

Microwave-driven coherent operation of a semiconductor quantum dot charge qubit
journal, February 2015


Nuclear spin effects in semiconductor quantum dots
journal, May 2013

  • Chekhovich, E. A.; Makhonin, M. N.; Tartakovskii, A. I.
  • Nature Materials, Vol. 12, Issue 6
  • DOI: 10.1038/nmat3652

Error-compensation measurements on polarization qubits
journal, January 2016

  • Hou, Zhibo; Zhu, Huangjun; Xiang, Guo-Yong
  • Journal of the Optical Society of America B, Vol. 33, Issue 6
  • DOI: 10.1364/JOSAB.33.001256

Robust online Hamiltonian learning
journal, October 2012


Direct Characterization of Quantum Dynamics
journal, October 2006


Hamiltonian Tomography in an Access-Limited Setting without State Initialization
journal, May 2009


Detector tomography on IBM quantum computers and mitigation of an imperfect measurement
journal, November 2019


What Randomized Benchmarking Actually Measures
journal, September 2017


Randomized benchmarking of quantum gates
journal, January 2008


Suppression of Qubit Crosstalk in a Tunable Coupling Superconducting Circuit
journal, November 2019


Self-consistent tomography of the state-measurement Gram matrix
journal, May 2014


Superconducting quantum circuits at the surface code threshold for fault tolerance
journal, April 2014


Detecting crosstalk errors in quantum information processors
journal, September 2020


Tomography of quantum detectors
journal, November 2008

  • Lundeen, J. S.; Feito, A.; Coldenstrodt-Ronge, H.
  • Nature Physics, Vol. 5, Issue 1
  • DOI: 10.1038/nphys1133

Experimental demonstration of loop state-preparation-and-measurement tomography
journal, April 2017


Resilient Entangling Gates for Trapped Ions
journal, November 2018


Self-calibration for self-consistent tomography
journal, September 2012


Process Tomography of Ion Trap Quantum Gates
journal, December 2006


Randomized benchmarking with gate-dependent noise
journal, January 2018


Gauge invariant information concerning quantum channels
journal, April 2018


Measurement of qubits
journal, October 2001


Complete randomized benchmarking protocol accounting for leakage errors
journal, October 2015


Direct Estimations of Linear and Nonlinear Functionals of a Quantum State
journal, May 2002


Demonstration of a parametrically activated entangling gate protected from flux noise
journal, January 2020

  • Hong, Sabrina S.; Papageorge, Alexander T.; Sivarajah, Prasahnt
  • Physical Review A, Vol. 101, Issue 1
  • DOI: 10.1103/PhysRevA.101.012302

Demonstration of qubit operations below a rigorous fault tolerance threshold with gate set tomography
journal, February 2017

  • Blume-Kohout, Robin; Gamble, John King; Nielsen, Erik
  • Nature Communications, Vol. 8, Issue 1
  • DOI: 10.1038/ncomms14485

High posterior density ellipsoids of quantum states
journal, February 2014


Ancilla-Assisted Quantum Process Tomography
journal, May 2003


Quantum Tomography for Measuring Experimentally the Matrix Elements of an Arbitrary Quantum Operation
journal, May 2001


Quantum process tomography of a universal entangling gate implemented with Josephson phase qubits
journal, April 2010

  • Bialczak, R. C.; Ansmann, M.; Hofheinz, M.
  • Nature Physics, Vol. 6, Issue 6
  • DOI: 10.1038/nphys1639

Characterizing universal gate sets via dihedral benchmarking
journal, December 2015


Operational, gauge-free quantum tomography
journal, November 2020


Quantum Chemistry Calculations on a Trapped-Ion Quantum Simulator
journal, July 2018


Pauli semigroups and unistochastic quantum channels
journal, July 2019


Spectral quantum tomography
journal, September 2019

  • Helsen, Jonas; Battistel, Francesco; Terhal, Barbara M.
  • npj Quantum Information, Vol. 5, Issue 1
  • DOI: 10.1038/s41534-019-0189-0

Practical Quantum Error Mitigation for Near-Future Applications
journal, July 2018


Practical Experimental Certification of Computational Quantum Gates Using a Twirling Procedure
journal, August 2012


Nonparametric estimates of standard error: The jackknife, the bootstrap and other methods
journal, January 1981


Adaptive Quantum State Tomography Improves Accuracy Quadratically
journal, October 2013


Randomized benchmarking with confidence
journal, October 2014


Experimental quantum Hamiltonian learning
journal, March 2017

  • Wang, Jianwei; Paesani, Stefano; Santagati, Raffaele
  • Nature Physics, Vol. 13, Issue 6
  • DOI: 10.1038/nphys4074

Holistic Quantum State and Process Tomography
conference, January 2013

  • Quesada, Nicolás; Brańczyk, Agata M.; James, Daniel F. V.
  • Frontiers in Optics 2013
  • DOI: 10.1364/FIO.2013.FW1C.6

Fidelity benchmarks for two-qubit gates in silicon
journal, May 2019


Optimization of quantum state tomography in the presence of experimental constraints
journal, January 2014


Fibonacci scheme for fault-tolerant quantum computation
journal, January 2009


Validating quantum computers using randomized model circuits
journal, September 2019


Probing Context-Dependent Errors in Quantum Processors
journal, June 2019


Performance Optimization for Drift-Robust Fidelity Improvement of Two-Qubit Gates
journal, January 2021


Practical Bayesian tomography
journal, March 2016


Estimating the fidelity of T gates using standard interleaved randomized benchmarking
journal, March 2017


Self-Consistent Calibration of Quantum-Gate Sets
journal, April 2020


Restless Tuneup of High-Fidelity Qubit Gates
journal, April 2017


Experimental Demonstration of a Cheap and Accurate Phase Estimation
journal, May 2017


Decoherence and control of a qubit in spin baths: an exact master equation study
journal, January 2018


Optimal, reliable estimation of quantum states
journal, April 2010


Sample-optimal tomography of quantum states
journal, January 2017


A trapped-ion-based quantum byte with 10−5 next-neighbour cross-talk
journal, August 2014

  • Piltz, C.; Sriarunothai, T.; Varón, A. F.
  • Nature Communications, Vol. 5, Issue 1
  • DOI: 10.1038/ncomms5679

Robust calibration of a universal single-qubit gate set via robust phase estimation
journal, December 2015


Benchmarking an 11-qubit quantum computer
journal, November 2019


Density-matrix simulation of small surface codes under current and projected experimental noise
journal, September 2017


Subsystem Fault Tolerance with the Bacon-Shor Code
journal, May 2007


Quantum computing with realistically noisy devices
journal, March 2005


Experimental Hamiltonian identification for controlled two-level systems
journal, May 2004


Optimal error regions for quantum state estimation
journal, December 2013


Quantum tomography via compressed sensing: error bounds, sample complexity and efficient estimators
journal, September 2012


Quantum supremacy using a programmable superconducting processor
journal, October 2019


Reliable Quantum State Tomography
journal, September 2012


Estimating the coherence of noise
journal, November 2015


Quantum Tomography under Prior Information
journal, February 2013

  • Heinosaari, Teiko; Mazzarella, Luca; Wolf, Michael M.
  • Communications in Mathematical Physics, Vol. 318, Issue 2
  • DOI: 10.1007/s00220-013-1671-8

An invitation to quantum tomography
journal, February 2005

  • Artiles, L. M.; Gill, R. D.; Guta, M. I.
  • Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol. 67, Issue 1
  • DOI: 10.1111/j.1467-9868.2005.00491.x

Detecting correlated errors in state-preparation-and-measurement tomography
journal, October 2015


Quantum-state estimation
journal, March 1997


The Large-Sample Distribution of the Likelihood Ratio for Testing Composite Hypotheses
journal, March 1938


Characterizing quantum gates via randomized benchmarking
journal, April 2012


Complete Characterization of a Quantum Process: The Two-Bit Quantum Gate
journal, January 1997


Robust Extraction of Tomographic Information via Randomized Benchmarking
journal, March 2014


Direct Randomized Benchmarking for Multiqubit Devices
journal, July 2019


Process verification of two-qubit quantum gates by randomized benchmarking
journal, March 2013


Quantification and characterization of leakage errors
journal, March 2018


Determination of the Quantum State by Measurements
journal, January 1968


Realization of quantum process tomography in NMR
journal, June 2001


Hedged Maximum Likelihood Quantum State Estimation
journal, November 2010


Complete Characterization of Quantum-Optical Processes
journal, October 2008


A blueprint for demonstrating quantum supremacy with superconducting qubits
journal, April 2018


Permutationally Invariant Quantum Tomography
journal, December 2010


Quantum Information Scrambling in a Trapped-Ion Quantum Simulator with Tunable Range Interactions
journal, June 2020


Quantum State Tomography via Compressed Sensing
journal, October 2010


Benchmarking gate-based quantum computers
journal, November 2017

  • Michielsen, Kristel; Nocon, Madita; Willsch, Dennis
  • Computer Physics Communications, Vol. 220
  • DOI: 10.1016/j.cpc.2017.06.011

Convex Optimization
book, January 2004


Self-calibrating tomography for angular Schmidt modes in spontaneous parametric down-conversion
journal, April 2013


States, Effects, and Operations Fundamental Notions of Quantum Theory
book, January 1983


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
  • DOI: 10.1073/pnas.1618020114

Quantum control and process tomography of a semiconductor quantum dot hybrid qubit
journal, July 2014


Self-calibrating tomography for multidimensional systems
journal, June 2013


Robust Characterization of Loss Rates
journal, August 2015


Characterizing quantum supremacy in near-term devices
journal, April 2018


Self-consistent quantum process tomography
journal, June 2013


Efficient error characterization in quantum information processing
journal, February 2007


Self-consistent measurement and state tomography of an exchange-only spin qubit
journal, September 2013


Optimization of a solid-state electron spin qubit using gate set tomography
journal, October 2016


Focus on quantum tomography
journal, December 2013


Quantum process fidelity bounds from sets of input states
journal, November 2018


Characterizing errors on qubit operations via iterative randomized benchmarking
journal, January 2016


Maximum-likelihood estimation of quantum processes
journal, January 2001


Predicting many properties of a quantum system from very few measurements
journal, June 2020


Scalable and Robust Randomized Benchmarking of Quantum Processes
journal, May 2011


Practical and Reliable Error Bars in Quantum Tomography
journal, July 2016


Compressed sensing for Hamiltonian reconstruction
journal, November 2015


Characterizing large-scale quantum computers via cycle benchmarking
journal, November 2019


Tight informationally complete quantum measurements
journal, October 2006


Behavior of the maximum likelihood in quantum state tomography
journal, February 2018


Linear transformations which preserve trace and positive semidefiniteness of operators
journal, December 1972


Practical Characterization of Quantum Devices without Tomography
journal, November 2011


How to best sample a periodic probability distribution, or on the accuracy of Hamiltonian finding strategies
journal, April 2012

  • Ferrie, Christopher; Granade, Christopher E.; Cory, D. G.
  • Quantum Information Processing, Vol. 12, Issue 1
  • DOI: 10.1007/s11128-012-0407-6

Selective and Efficient Estimation of Parameters for Quantum Process Tomography
journal, May 2008


Experimental quantum verification in the presence of temporally correlated noise
journal, February 2018


Optimal Control of a Qubit Coupled to a Non-Markovian Environment
journal, March 2009


Efficient Measurement of Quantum Gate Error by Interleaved Randomized Benchmarking
journal, August 2012


Quantum Process Tomography of a Controlled-NOT Gate
journal, August 2004


Symmetrized Characterization of Noisy Quantum Processes
journal, September 2007


Experimental Pauli-frame randomization on a superconducting qubit
journal, April 2021


Quantum Hamiltonian Identification from Measurement Time Traces
journal, August 2014


Characterization of Addressability by Simultaneous Randomized Benchmarking
journal, December 2012


Hamiltonian tomography: the quantum (system) measurement problem
journal, September 2015


Identifying an experimental two-state Hamiltonian to arbitrary accuracy
journal, June 2005


Quantum computation with universal error mitigation on a superconducting quantum processor
journal, September 2019


Complete Characterization of Arbitrary Quantum Measurement Processes
journal, November 1999


Three-Qubit Randomized Benchmarking
journal, May 2019


Shadow tomography of quantum states
conference, January 2018

  • Aaronson, Scott
  • Proceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing - STOC 2018
  • DOI: 10.1145/3188745.3188802

Completely positive linear maps on complex matrices
journal, June 1975


Quantum process tomography of the quantum Fourier transform
journal, October 2004

  • Weinstein, Yaakov S.; Havel, Timothy F.; Emerson, Joseph
  • The Journal of Chemical Physics, Vol. 121, Issue 13
  • DOI: 10.1063/1.1785151

Scalar quantum field theories as a benchmark for near-term quantum computers
journal, March 2019

  • Yeter-Aydeniz, Kübra; Dumitrescu, Eugene F.; McCaskey, Alex J.
  • Physical Review A, Vol. 99, Issue 3
  • DOI: 10.1103/PhysRevA.99.032306

Error-mitigated quantum gates exceeding physical fidelities in a trapped-ion system
journal, January 2020


Tomography of a spin qubit in a double quantum dot
journal, August 2013


Testing the context-independence of quantum gates
journal, December 2020

  • Veitia, Andrzej; van Enk, Steven J.
  • quantum Information and Computation, Vol. 20, Issue 15&16
  • DOI: 10.26421/QIC20.15-16-3

Quantum chemistry as a benchmark for near-term quantum computers
journal, November 2019

  • McCaskey, Alexander J.; Parks, Zachary P.; Jakowski, Jacek
  • npj Quantum Information, Vol. 5, Issue 1
  • DOI: 10.1038/s41534-019-0209-0

Direct Fidelity Estimation from Few Pauli Measurements
journal, June 2011


Probing quantum processor performance with pyGSTi
journal, July 2020

  • Nielsen, Erik; Rudinger, Kenneth; Proctor, Timothy
  • Quantum Science and Technology, Vol. 5, Issue 4
  • DOI: 10.1088/2058-9565/ab8aa4

Machine Learning of Noise-Resilient Quantum Circuits
journal, February 2021


Efficient Measurement of Quantum Dynamics via Compressive Sensing
journal, March 2011


Generative model benchmarks for superconducting qubits
journal, June 2019

  • Hamilton, Kathleen E.; Dumitrescu, Eugene F.; Pooser, Raphael C.
  • Physical Review A, Vol. 99, Issue 6
  • DOI: 10.1103/PhysRevA.99.062323

A volumetric framework for quantum computer benchmarks
journal, November 2020


Randomized Benchmarking of Multiqubit Gates
journal, June 2012


Self-calibrating tomography for non-unitary processes
conference, January 2013

  • Quesada, Nicolás; Brańczyk, Agata M.; James, Daniel F. V.
  • The Rochester Conferences on Coherence and Quantum Optics and the Quantum Information and Measurement meeting
  • DOI: 10.1364/QIM.2013.W6.38

Self-calibrating quantum state tomography
journal, August 2012


Experimental Demonstration of Self-Guided Quantum Tomography
journal, July 2016


Quantum accuracy threshold for concatenated distance-3 code
journal, March 2006

  • Aliferis, P.; Gottesman, D.; Preskill, J.
  • Quantum Information and Computation, Vol. 6, Issue 2
  • DOI: 10.26421/QIC6.2-1

Demonstration of a small programmable quantum computer with atomic qubits
journal, August 2016


Robust characterization of leakage errors
journal, April 2016


Systematic Errors in Current Quantum State Tomography Tools
journal, February 2015


Implementing and Characterizing Precise Multiqubit Measurements
journal, September 2016


Prescription for experimental determination of the dynamics of a quantum black box
journal, November 1997


Stochastic estimation of dynamical variables
journal, May 2019

  • Krastanov, Stefan; Zhou, Sisi; Flammia, Steven T.
  • Quantum Science and Technology, Vol. 4, Issue 3
  • DOI: 10.1088/2058-9565/ab18d5

Optimal Strategies for Estimating the Average Fidelity of Quantum Gates
journal, November 2013


Efficient Method for Computing the Maximum-Likelihood Quantum State from Measurements with Additive Gaussian Noise
journal, February 2012


Detecting and tracking drift in quantum information processors
journal, October 2020


QInfer: Statistical inference software for quantum applications
journal, April 2017


On the freedom in representing quantum operations
journal, February 2019

  • Lin, Junan; Buonacorsi, Brandon; Laflamme, Raymond
  • New Journal of Physics, Vol. 21, Issue 2
  • DOI: 10.1088/1367-2630/ab075a

Hamiltonian tomography for quantum many-body systems with arbitrary couplings
journal, September 2015


Accomplishments, malfeasances, misfeasances and nonfeasances
journal, April 2016

  • Ferrie, Jane E.
  • International Journal of Epidemiology, Vol. 45, Issue 2
  • DOI: 10.1093/ije/dyw068

On discrete structures in finite Hilbert spaces
preprint, January 2017


Detecting and tracking drift in quantum information processors
text, January 2019


Robust and efficient algorithms for high-dimensional black-box quantum optimization
preprint, January 2019