アプリケーション機能ブロックのGPU，FPGA自動オフロード手法の評価

山登, 庸次

doi:10.51094/jxiv.2468

##article.authors##

山登, 庸次 NTT株式会社　ネットワークサービスシステム研究所

DOI:

https://doi.org/10.51094/jxiv.2468

キーワード:

環境適応ソフトウェア、自動オフロード、性能、進化的計算、機能ブロック

抄録

この4，5年で，CPUに比べた電力効率等の長所からFPGA，GPU等を利用したシステムが増えている．しかし，FPGA，GPU等のシステムでの利用には，HDLやCUDA等のハードウェアを意識した技術仕様の理解が必要であり，ハードルは高い．これらの背景から，私は，プログラマーがCPU向けに開発したソースコードを，適用される環境に応じて，自動で変換し，リソース量等を設定して，高い性能で運用可能とする環境適応ソフトウェアのコンセプトを提案している．そのコンセプトの要素として，CPU向けアプリケーションソースコードのループ文を，FPGA，GPUに自動オフロードする方式を提案評価している．本稿では，GPU，FPGAへの自動オフロードでより高速化を実現するため，アプリケーションの中で個々のループ文でなくより大きな単位である機能ブロックをオフロードする手法について，提案，評価を行う．提案手法を既存アプリケーションで評価する．

山登庸次，電子情報通信学会技術報告，SC2019-44，2020年3月

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引用文献

A. Putnam, et al., "A reconfigurable fabric for accelerating large-scale datacenter services," ISCA'14, pp.13-24, 2014.

O. Sefraoui, et al., "OpenStack: toward an open-source solution for cloud computing," International Journal of Computer Applications, Vol.55, 2012.

Y. Yamato, et al., "Fast and Reliable Restoration Method of Virtual Resources on OpenStack," IEEE Transactions on Cloud Computing, Sep. 2015.

Y. Yamato, et al., "Software Maintenance Evaluation of Agile Software Development Method Based on OpenStack," IEICE Transactions on Information & Systems, Vol.E98-D, No.7, pp.1377-1380, July 2015.

Y. Yamato, "Automatic verification technology of software patches for user virtual environments on IaaS cloud," Journal of Cloud Computing, Springer, 2015, 4:4, Feb. 2015.

Y. Yamato, "Optimum Application Deployment Technology for Heterogeneous IaaS Cloud," Journal of Information Processing, Vol.25, No.1, pp.56-58, Jan. 2017.

Y. Yamato, "Performance-Aware Server Architecture Recommendation and Automatic Performance Verification Technology on IaaS Cloud," Service Oriented Computing and Applications, Springer, Nov. 2016.

Y. Yamato, "Server Selection, Configuration and Reconfiguration Technology for IaaS Cloud with Multiple Server Types," Journal of Network and Systems Management, Springer, Aug. 2017.

Y. Yamato, et al., "Evaluation of Agile Software Development Method for Carrier Cloud Service Platform Development," IEICE Transactions on Information & Systems, Vol.E97-D, No.11, pp.2959-2962, Nov. 2014.

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, "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, "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, Sep. 2016.

Y. Yamato, "Use case study of HDD-SSD hybrid storage, distributed storage and HDD storage on OpenStack," 19th International Database Engineering & Applications Symposium (IDEAS15), pp.228-229, July 2015.

Y. Yamato, "OpenStack Hypervisor, Container and Baremetal Servers Performance Comparison," IEICE Communication Express, Vol.4, No.7, pp.228-232, July 2015.

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

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.

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

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

Y. Yamato, et al., "Predictive Maintenance Platform with Sound Stream Analysis in Edges," Journal of Information Processing, Vol.25, pp.317-320, Apr. 2017.

Y. Yamato, Y. Fukumoto and H. Kumazaki, "Proposal of Real Time Predictive Maintenance Platform with 3D Printer for Business Vehicles," 5th International Conference on Software and Information Engineering (ICSIE 2016), May 2016.

Tron project web site, http://www.tron.org/

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

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

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. (in Japanese)

M. Takemoto, et al., "Service Elements and Service Templates for Adaptive Service Composition in a Ubiquitous Computing Environment," The 9th Asia-Pacific Conference on Communications (APCC2003), Vol.1, pp.335-338, Sep. 2003.

Y. Yamato, et al., "Study of Service Processing Agent for Context-Aware Service Coordination," IEEE International Conference on Service Computing (SCC 2008), pp.275-282, July 2008.

Y. Yamato, et al., "Development of Service Control Server for Web-Telecom Coordination Service," IEEE International Conference on Web Services (ICWS 2008), pp.600-607, Sep. 2008.

H. Sunaga, et al., "Service Delivery Platform Architecture for the Next-Generation Network," ICIN2008, Oct. 2008.

Y. Yamato, et al., "Study and Evaluation of Context-Aware Service Composition and Change-Over Using BPEL Engine and Semantic Web Techniques," IEEE Consumer Communications and Networking Conference (CCNC 2008), pp.863-867, Jan. 2008.

H. Sunaga, et al., "Ubiquitous Life Creation through Service Composition Technologies," World Telecommunications Congress 2006 (WTC2006), May 2006.

J. Gosling, et al., "The Java language specification, third edition," Addison-Wesley, 2005. ISBN 0-321-24678-0.

Y. Yamato, et al., "Automatic GPU Offloading Technology for Open IoT Environment," IEEE Internet of Things Journal, Sep. 2018.

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.

K. Shirahata, et al., "Hybrid Map Task Scheduling for GPU-Based Heterogeneous Clusters,"IEEE CloudCom, 2010.

Altera SDK web site, https://www.altera.com/products/design-software/embedded-software-developers/opencl/documentation.html

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

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

K. Ishizaki, "Transparent GPU exploitation for Java," CANDAR 2016, Nov. 2016.

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

Jenkins web site, https://jenkins.io/

Selenium web site, https://www.seleniumhq.org/

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

OpenCV web site, http://opencv.org/

Deckard web site, http://github.com/skyhover/Deckard

Clang website, http://llvm.org/

cuFFT website, https://docs.nvidia.com/cuda/cufft/index.html

cuSOLVER website, https://docs.nvidia.com/cuda/cusolver/index.html

Numerical Recipes in C, https://www.cec.uchile.cl/cinetica/pcordero/MC_libros/NumericalRecipesinC.pdf