Data repository for: Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices (doi:10.18419/darus-3124)

View:

Part 1: Document Description
Part 2: Study Description
Part 5: Other Study-Related Materials
Entire Codebook

(external link)

Document Description

Citation

Title:

Data repository for: Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices

Identification Number:

doi:10.18419/darus-3124

Distributor:

DaRUS

Date of Distribution:

2023-07-11

Version:

1

Bibliographic Citation:

Bechtold, Marvin; Barzen, Johanna; Leymann, Frank; Mandl, Alexander; Obst, Julian; Truger, Felix; Weder, Benjamin, 2023, "Data repository for: Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices", https://doi.org/10.18419/darus-3124, DaRUS, V1

Study Description

Citation

Title:

Data repository for: Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices

Identification Number:

doi:10.18419/darus-3124

Authoring Entity:

Bechtold, Marvin (University of Stuttgart, Institute of Architecture of Application Systems)

Barzen, Johanna (University of Stuttgart, Institute of Architecture of Application Systems)

Leymann, Frank (University of Stuttgart, Institute of Architecture of Application Systems)

Mandl, Alexander (University of Stuttgart, Institute of Architecture of Application Systems)

Obst, Julian (University of Stuttgart, Institute of Architecture of Application Systems)

Truger, Felix (University of Stuttgart, Institute of Architecture of Application Systems)

Weder, Benjamin (University of Stuttgart, Institute of Architecture of Application Systems)

Grant Number:

01MK20005N

Grant Number:

01MQ22007B

Grant Number:

01MQ22009B

Distributor:

DaRUS

Access Authority:

Bechtold, Marvin

Depositor:

Bechtold, Marvin

Date of Deposit:

2023-07-07

Holdings Information:

https://doi.org/10.18419/darus-3124

Study Scope

Keywords:

Computer and Information Science, Quantum Computing, Quantum Circuit Cutting, Quantum Approximate Optimization Algorithm, Noisy Intermediate Scale Quantum, NISQ Computing, MaxCut, Maximum Cut

Abstract:

This dataset contains the replication code for the publication titled "Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices." The provided code represents the version utilized to generate the experimental results documented in the corresponding publication. <br /><br /> An overview of the data, along with supplementary information, is plotted in <code>plots_summary.pdf</code>. The remaining contents of the repository are structured into four zip archives:<br /> <ul> <li><code>cut_qaoa_code.zip</code>: Contains the code employed to generate and evaluate the data.</li> <li><code>experiment_complete.zip</code>: Contains the raw and partially preprocessed experiment data. Please note that the uncompressed data size is approximately 100GB.</li> <li><code>plots.zip</code>: Includes additional plots and visualizations of the obtained results.</li> <li><code>calibration_data.zip</code>: Comprises the calibration data of the quantum devices.</li> </ul>

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Bechtold, M., Barzen, J., Leymann, F., Mandl, A., Obst, J., Truger, F., & Weder, B. (2023). Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices. arXiv preprint.

Identification Number:

2302.01792

Bibliographic Citation:

Bechtold, M., Barzen, J., Leymann, F., Mandl, A., Obst, J., Truger, F., & Weder, B. (2023). Investigating the effect of circuit cutting in QAOA for the MaxCut problem on NISQ devices. arXiv preprint.

Other Study-Related Materials

Label:

calibration_data.zip

Text:

This archive contains the calibration data of the quantum devices utilized during the time period when the experiments were conducted.

Notes:

application/zip

Other Study-Related Materials

Label:

cut_qaoa_code.zip

Text:

This archive contains the Python code used to conduct the experiments and evaluate their results. To execute the code, please refer to the instructions provided in the readme file located within the archive.

Notes:

application/zip

Other Study-Related Materials

Label:

experiment_complete.zip

Text:

This archive encompasses both the raw and partially processed data generated during the experiments. To analyze and evaluate the data, please utilize the code provided in the cut_qaoa_code.zip archive and refer to the instructions outlined in the accompanying readme file.

Notes:

application/zip

Other Study-Related Materials

Label:

plots.zip

Text:

This archive contains supplementary plots and visualizations. Within the archive, each graph is allocated its own dedicated folder that conveniently stores all the relevant plots associated with that specific graph.

Notes:

application/zip

Other Study-Related Materials

Label:

plots_summary.pdf

Text:

This document presents five supplementary plots that provide a comprehensive summary of the data across all graphs in all experiments. Please refer to the plots.zip archive for plots specific to each graph.

Notes:

application/pdf