書誌情報 : 山登庸次,電子情報通信学会技術報告,SC2020-13,2020年11月
DOI: https://ken.ieice.org/ken/paper/202011138CaP/
多様な移行元言語からの共通的GPU自動オフロード検討
DOI:
https://doi.org/10.51094/jxiv.2466キーワード:
環境適応ソフトウェア、 GPGPU、 自動オフロード、 進化的計算、 多様言語抄録
近年,少コアCPUだけでなく,GPU,FPGA,メニーコアCPU等のヘテロなデバイスを利用したシステムが増えている.しかし,これらの利用には,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.しかし,従来,オフロードする移行元の言語はC言語のアプリケーションが主流で,複数の言語のアプリケーションに対して共通的にオフロードするための研究は無かった.本稿では,C言語だけでなく,Python,Javaと移行元言語が多様となった場合でも,アプリケーションを自動でオフロードするための共通的方式を検討する.
山登庸次,電子情報通信学会技術報告,SC2020-13,2020年11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
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, "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, et al., "Development of Resource Management Server for Production IaaS Services Based on OpenStack," Journal of Information Processing, Vol.23, No.1, pp.58-66, Jan. 2015.
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, "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, 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, "Optimum Application Deployment Technology for Heterogeneous IaaS Cloud," Journal of Information Processing, Vol.25, No.1, pp.56-58, Jan. 2017.
AWS website, https://aws.amazon.com/ec2/instance-types/
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, et al., "Proposal of Lambda Architecture Adoption for Real Time Predictive Maintenance," 2016 Fourth International Symposium on Computing and Networking (CANDAR2016), pp.713-715, Nov. 2016.
P. C. Evans and M. Annunziata, "Industrial Internet: Pushing the Boundaries of Minds and Machines," Technical report of General Electric (GE), Nov. 2012.
Tron project web site, http://www.tron.org/
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 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, 2003.
Y. Yamato, et al., "Study of Service Processing Agent for Context-Aware Service Coordination," IEEE International Conference on Service Computing (SCC 2008), July 2008.
Y. Nakano, et al., "Method of creating web services from web applications," IEEE International Conference on Service-Oriented Computing and Applications (SOCA 2007), pp.65-71, June 2007.
H. Sunaga, et al., "Service Delivery Platform Architecture for the Next-Generation Network," ICIN2008, Oct. 2008.
Y. Yokohata, et al., "Service Composition Architecture for Programmability and Flexibility in Ubiquitous Communication Networks," IEEE International Symposium on Applications and the Internet Workshops (SAINTW'06), 2006.
Y. Yokohata, et al., "Context-Aware Content-Provision Service for Shopping Malls Based on Ubiquitous Service-Oriented Network Framework and Authentication and Access Control Agent Framework," IEEE Consumer Communications and Networking Conference (CCNC 2006), pp.1330-1331, Jan. 2006.
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., "Development of Service Control Server for Web-Telecom Coordination Service," IEEE International Conference on Web Services (ICWS 2008), Sep. 2008.
T. Sterling, et al., "High performance computing : modern systems and practices," Cambridge, MA : Morgan Kaufmann, ISBN 9780124202153, 2018.
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
Y. Yamato, et al., "Automatic GPU Offloading Technology for Open IoT Environment," IEEE Internet of Things Journal, Sep. 2018.
K. Shirahata, et al., "Hybrid Map Task Scheduling for GPU-Based Heterogeneous Clusters,"IEEE CloudCom, 2010.
J. Chen, et al., "Automatic offloading C++ expression templates to CUDA enabled GPUs," 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum, pp.2359-2368, May 2012.
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.
E. Su, et al., "Compiler support of the workqueuing execution model for Intel SMP architectures," In Fourth European Workshop on OpenMP, Sep. 2002.
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, Aug. 2019.
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 FPGA Offloading for Applications Loop Statements," The 7th Annual Conference on Engineering and Information Technology (ACEAIT 2020), pp.111-123, 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.
J. H. Holland, "Genetic algorithms," Scientific american, Vol.267, No.1, pp.66-73, 1992.
Deckard web site, http://github.com/skyhover/Deckard
CCFinderX web site, http://www.ccfinder.net/ccfinderxos.html
Clang website, http://llvm.org/
Jenkins web site, https://jenkins.io/
Selenium web site, https://www.seleniumhq.org/
Python ast web site, https://docs.python.org/3/library/ast.html
pyCUDA web site, https://developer.nvidia.com/pycuda
K. Ishizaki, "Transparent GPU exploitation for Java," CANDAR 2016, Nov. 2016.
ダウンロード
公開済
投稿日時: 2026-01-01 00:26:48 UTC
公開日時: 2026-01-08 02:01:52 UTC
ライセンス
Copyright(c)2026
山登, 庸次
この作品は、Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Licenseの下でライセンスされています。
