特定計算処理の量子コンピュータ処理オフロードの検討

山登, 庸次

doi:10.51094/jxiv.956

##article.authors##

山登, 庸次 NTT

DOI:

https://doi.org/10.51094/jxiv.956

キーワード:

環境適応ソフトウェア、自動オフロード、量子コンピュータ、 Qiskit、類似性検知

抄録

私達は，プログラマーが通常CPU向けに記述したコードを，配置される環境に応じて，自動で変換等をして，高性能に運用可能とする環境適応ソフトウェアを提案してきた．本稿は，新しいハードウェアへの自動オフロードの中で特に量子コンピュータを対象とする．オフロードしたい既存のアプリケーションを分析して，量子コンピュータに向いた計算として固有値解析問題等の特定の計算処理を発見し，その部分を量子コンピュータを利用する処理に置換することで，自動オフロードを実現する．提案方式で量子コンピュータに自動オフロードして実行できることを，Microsoft Azure Quantumで実際の処理時間を計測して確認する．

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引用文献

O. Sefraoui, et al., "OpenStack: toward an open-source solution for cloud computing," International Journal of Computer Applications, Vol.55, No.3, 2012.

Y. Yamato, "Automatic Verification for Plural Virtual Machines Patches," The 7th International Conference on Ubiquitous and Future Networks (ICUFN 2015), pp.837-838, July 2015.

Y. Yamato, "Cloud Storage Application Area of HDD-SSD Hybrid Storage, Distributed Storage and HDD Storage," IEEJ Transactions on Electrical and Electronic Engineering, Vol.11, Issue.5, pp.674-675, DOI:10.1002/tee.22287, Sep. 2016.

Y. Yamato, et al., "Development of Template Management Technology for Easy Deployment of Virtual Resources on OpenStack," Journal of Cloud Computing, Springer, Vol.3, No.1, DOI: 10.1186/s13677-014-0007-3, June 2014.

Y. Yamato, "Use Case Study of HDD-SSD Hybrid Storage, Distributed Storage and HDD Storage on OpenStack," 19th International Database Engineering & Applications Symposium (IDEAS '15), pp.228-229, July 2015.

Y. Yamato, et al., "Fast Restoration Method of Virtual Resources on OpenStack," IEEE Consumer Communications and Networking Conference (CCNC 2015), pp.607-608, Jan. 2015.

AWS EC2 web site, https://aws.amazon.com/ec2/instance-types/

A. Putnam, et al., "A reconfigurable fabric for accelerating large-scale datacenter services," Proceedings of the 41th Annual International Symposium on Computer Architecture (ISCA'14), pp.13-24, June 2014.

M. Hermann, et al., "Design Principles for Industrie 4.0 Scenarios," Rechnische Universitat Dortmund. 2015.

H. Noguchi, et al., "Autonomous Device Identification Architecture for Internet of Things," 2018 IEEE 4th World Forum on Internet of Things (WF-IoT 2018), pp.407-411, Feb. 2018.

H. Noguchi, et al., "Distributed Search Architecture for Object Tracking in the Internet of Things," IEEE Access, DOI: 10.1109/ACCESS.2018.2875734, Oct. 2018.

M. Takemoto, et al.,"Service-composition method and its implementation in service-provision architecture for ubiquitous computing environments," IPSJ Journal, Vol.46, No.2, pp.418-433, Feb. 2005.

Y. Yamato, et al., "Proposal of Shoplifting Prevention Service Using Image Analysis and ERP Check," IEEJ Transactions on Electrical and Electronic Engineering, Vol.12, Issue.S1, pp.141-145, June 2017.

Y. Yamato, et al., "Method of Service Template Generation on a Service Coordination Framework," 2nd International Symposium on Ubiquitous Computing Systems (UCS 2004), Nov. 2004.

Y. Yamato, et al., "Ubiquitous Service Composition Technology for Ubiquitous Network Environments," IPSJ Journal, Vol.48, No.2, pp.562-577, Feb. 2007.

P. C. Evans and M. Annunziata, "Industrial Internet: Pushing the Boundaries of Minds and Machines," Technical report of General Electric (GE), Nov. 2012.

T. Sterling, et al., "High performance computing : modern systems and practices," Cambridge, MA : Morgan Kaufmann, ISBN 9780124202153, 2018.

J. Sanders and E. Kandrot, "CUDA by example : an introduction to general-purpose GPU programming," Addison-Wesley, 2011.

J. E. Stone, et al., "OpenCL: A parallel programming standard for heterogeneous computing systems," Computing in science & engineering, Vol.12, No.3, pp.66-73, 2010.

Y. Yamato, "Automatic Offloading Method of Loop Statements of Software to FPGA," International Journal of Parallel, Emergent and Distributed Systems, Taylor and Francis, DOI: 10.1080/17445760.2021.1916020, Apr. 2021.

Y. Yamato, "Study and Evaluation of Automatic GPU Offloading Method from Various Language Applications," International Journal of Parallel, Emergent and Distributed Systems, Taylor and Francis, DOI: 10.1080/17445760.2021.1971666, Sep. 2021.

Y. Yamato, "Improvement Proposal of Automatic GPU Offloading Technology," The 8th International Conference on Information and Education Technology (ICIET 2020), pp.242-246, Mar. 2020.

Y. Yamato, "Proposal and evaluation of GPU offloading parts reconfiguration during applications operations for environment adaptation," Journal of Network and Systems Management, Springer, DOI: 10.1007/s10922-023-09789-2, Nov. 2023.

Y. Yamato, "Study and Evaluation of Automatic Offloading Method in Mixed Offloading Destination Environment," Cogent Engineering, Taylor & Francis, Vol.9, Issue 1, DOI: 10.1080/23311916.2022.2080624, June 2022.

Y. Yamato, "Proposal of Automatic Offloading for Function Blocks of Applications," The 8th IIAE International Conference on Industrial Application Engineering 2020 (ICIAE 2020), pp.4-11, Mar. 2020.

Y. Yamato, "Proposal of Automatic GPU Offloading Method from Various Language Applications," The 9th International Conference on Information and Education Technology (ICIET 2021), pp.400-404, Mar. 2021.

Y. Yamato, "Study and Evaluation of Improved Automatic GPU Offloading Method," International Journal of Parallel, Emergent and Distributed Systems, Taylor and Francis, DOI: 10.1080/17445760.2021.1941010, June 2021.

Azure quantum website, https://azure.microsoft.com/products/quantum/

J. Fung and M. Steve, "Computer vision signal processing on graphics processing units," 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol. 5, pp.93-96, 2004.

S. Wienke, et al., "OpenACC-first experiences with real-world applications," Euro-Par 2012 Parallel Processing, pp.859-870, 2012.

M. Wolfe, "Implementing the PGI accelerator model," ACM the 3rd Workshop on General-Purpose Computation on Graphics Processing Units, pp.43-50, Mar. 2010.

E. Su, et al., "Compiler support of the workqueuing execution model for Intel SMP architectures," In Fourth European Workshop on OpenMP, Sep. 2002.

NVIDIA BlueField website, https://www.nvidia.com/networking/products/data-processing-unit/

Clang website, http://llvm.org/

Lark website, https://lark-parser.readthedocs.io/en/stable/

Deckard website, http://github.com/skyhover/Deckard

CloneDigger website, https://pypi.org/project/clonedigger/

Qiskit website, https://www.ibm.com/quantum/qiskit

Eigenvalue Solver website, https://learning.quantum.ibm.com/course/variational-algorithm-design/instances-and-extensions