環境適応ソフトウェアの再構成の評価

山登, 庸次

doi:10.51094/jxiv.910

##article.authors##

山登, 庸次 NTT

DOI:

https://doi.org/10.51094/jxiv.910

キーワード:

環境適応ソフトウェア、自動オフロード、最適配置、運用中再構成

抄録

異種ハードウェアを利用するためには、プログラマにOpenMP（Open Multi-Processing）、CUDA（Compute Unified Device Architecture）、OpenCL（Open Computing Language）などの十分な技術力が必要である。そこで私は、一度書いたコードを自動的に変換・構成することで高性能な動作を可能にする環境適応型ソフトウェアを提案し、自動変換や適正配置に取り組んでた。しかし、これまでは、変換したアプリケーションを最初にどこに配置するかは検討されていたものの、他のユーザーの配置状況を考慮した全体の最適配置は検討されていなかった。本稿では、環境適応型ソフトウェアの新しい要素として、他のユーザーの配置状況を考慮することで全体的なユーザー満足度を向上させる動作中の再配置を線形計画法を用いて検討し、シミュレーション実験により適切に再配置できることを確認した。

"(c) ACM 2022. This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in ACM, https://dl.acm.org/doi/10.1145/3560089.3560102"

山登庸次，"環境適応ソフトウェアの再構成の評価," IECC 2022, pp.80-86, 2022年7月

利益相反に関する開示

著者は，この原稿と競合する利害関係がないことを宣言する．

ダウンロード *前日までの集計結果を表示します

ダウンロード実績データは、公開の翌日以降に作成されます。

引用文献

A. Putnam, A. M. Caulfield, E. S. Chung, D. Chiou, K. Constantinides, J. Demme, H. Esmaeilzadeh, J. Fowers, G. P. Gopal, J. Gray, M. Haselman, S. Hauck, S. Heil, A. Hormati, J.-Y. Kim, S. Lanka, J. Larus, E. Peterson, S. Pope, A. Smith, J. Thong, P. Y. Xiao and D. Burger, "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.

Amazon Web Services EC2 web site, https://aws.amazon.com/ec2/instance-types/

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

Y. Yamato, "Automatic system test technology of virtual machine software patch on IaaS cloud," IEEJ Transactions on Electrical and Electronic Engineering, Vol.10, Issue.S1, pp.165-167, Oct. 2015.

Y. Yamato, "Server Structure Proposal and Automatic Verification Technology on IaaS Cloud of Plural Type Servers," International Conference on Internet Studies (NETs2015), July 2015.

Y. Yamato, Y. Nishizawa and S. Nagao, "Fast Restoration Method of Virtual Resources on OpenStack," IEEE Consumer Communications and Networking Conference (CCNC2015), Las Vegas, pp.607-608, Jan. 2015.

Y. Yamato, "Automatic verification for plural virtual machines patches," The 7th International Conference on Ubiquitous and Future Networks (ICUFN 2015), pp.837-838, Sapporo, July 2015.

Y. Yamato, "Proposal of Optimum Application Deployment Technology for Heterogeneous IaaS Cloud," 2016 6th International Workshop on Computer Science and Engineering (WCSE 2016), pp.34-37, June 2016.

Y. Yamato, Y. Nishizawa, S. Nagao and K. Sato, "Fast and Reliable Restoration Method of Virtual Resources on OpenStack," IEEE Transactions on Cloud Computing, DOI: 10.1109/TCC.2015.2481392, Sep. 2015.

M. Hermann, T. Pentek and B. Otto, "Design Principles for Industrie 4.0 Scenarios," Rechnische Universitat Dortmund. 2015.

Y. Yamato, "Proposal of Vital Data Analysis Platform using Wearable Sensor," 5th IIAE International Conference on Industrial Application Engineering 2017 (ICIAE2017), pp.138-143, Mar. 2017.

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

Y. Yamato, Y. Fukumoto and H. Kumazaki, "Proposal of Real Time Predictive Maintenance Platform with 3D Printer for Business Vehicles," International Journal of Information and Electronics Engineering, Vol.6, No.5, pp.289-293, Sep. 2016.

Y. Yamato, Y. Fukumoto and H. Kumazaki, "Security Camera Movie and ERP Data Matching System to Prevent Theft," IEEE Consumer Communications and Networking Conference (CCNC 2017), pp.1021-1022, Jan. 2017.

Y. Yamato, Y. Fukumoto and H. Kumazaki, "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, Y. Fukumoto and H. Kumazaki, "Analyzing Machine Noise for Real Time Maintenance," 2016 8th International Conference on Graphic and Image Processing (ICGIP 2016), Oct. 2016.

Y. Yamato, "Experiments of posture estimation on vehicles using wearable acceleration sensors," The 3rd IEEE International Conference on Big Data Security on Cloud (BigDataSecurity 2017), pp.14-17, May 2017.

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, M. Anderson and M. Brodowicz, "High performance computing : modern systems and practices," Cambridge, MA : Morgan Kaufmann, ISBN 9780124202153, 2018.

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

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

J. Gosling, B. Joy and G. Steele, "The Java language specification, third edition," Addison-Wesley, 2005. ISBN 0-321-24678-0.

Y. Yamato, T. Demizu, H. Noguchi and M. Kataoka, "Automatic GPU Offloading Technology for Open IoT Environment," IEEE Internet of Things Journal, DOI: 10.1109/JIOT.2018.2872545, Sep. 2018.

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, "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.

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 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, "Study of parallel processing area extraction and data transfer number reduction for automatic GPU offloading of IoT applications," Journal of Intelligent Information Systems, Springer, DOI:10.1007/s10844-019-00575-8, 2019.

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.

Xilinx SDK web site, https://japan.xilinx.com/html_docs/xilinx2017_4/sdaccel_doc/lyx1504034296578.html

E. Su, X. Tian, M. Girkar, G. Haab, S. Shah and P. Petersen, "Compiler support of the workqueuing execution model for Intel SMP architectures," In Fourth European Workshop on OpenMP, Sep. 2002.

S. Wienke, P. Springer, C. Terboven and D. an Mey, "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.

C. C. Wang, Y. D. Lin, J. J. Wu, P. C. Lin and R. H. Hwang, "Toward optimal resource allocation of virtualized network functions for hierarchical datacenters," IEEE Transactions on Network and Service Management, Vol.15, No.4, pp.1532-1544, 2018.

Clang website, http://llvm.org/

J. H. Holland, "Genetic algorithms," Scientific american, Vol.267, No.1, pp.66-73, 1992.

NVIDIA vGPU software web site, https://docs.nvidia.com/grid/index.html

NAS.FT website, https://www.nas.nasa.gov/publications/npb.html

MRI-Q website, http://impact.crhc.illinois.edu/parboil/