Advances in GPU Research and Practice (Emerging Trends in Computer Science and Applied Computing)
暫譯: GPU 研究與實踐的進展(計算機科學與應用計算的新興趨勢)

Hamid Sarbazi-Azad

  • 出版商: Morgan Kaufmann
  • 出版日期: 2016-09-08
  • 售價: $4,790
  • 貴賓價: 9.5$4,551
  • 語言: 英文
  • 頁數: 774
  • 裝訂: Paperback
  • ISBN: 0128037385
  • ISBN-13: 9780128037386
  • 相關分類: GPUComputer-Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Advances in GPU Research and Practice focuses on research and practices in GPU based systems. The topics treated cover a range of issues, ranging from hardware and architectural issues, to high level issues, such as application systems, parallel programming, middleware, and power and energy issues.

Divided into six parts, this edited volume provides the latest research on GPU computing. Part I: Architectural Solutions focuses on the architectural topics that improve on performance of GPUs, Part II: System Software discusses OS, compilers, libraries, programming environment, languages, and paradigms that are proposed and analyzed to help and support GPU programmers. Part III: Power and Reliability Issues covers different aspects of energy, power, and reliability concerns in GPUs. Part IV: Performance Analysis illustrates mathematical and analytical techniques to predict different performance metrics in GPUs. Part V: Algorithms presents how to design efficient algorithms and analyze their complexity for GPUs. Part VI: Applications and Related Topics provides use cases and examples of how GPUs are used across many sectors.

  • Discusses how to maximize power and obtain peak reliability when designing, building, and using GPUs
  • Covers system software (OS, compilers), programming environments, languages, and paradigms proposed to help and support GPU programmers
  • Explains how to use mathematical and analytical techniques to predict different performance metrics in GPUs
  • Illustrates the design of efficient GPU algorithms in areas such as bioinformatics, complex systems, social networks, and cryptography
  • Provides applications and use case scenarios in several different verticals, including medicine, social sciences, image processing, and telecommunications

商品描述(中文翻譯)

GPU研究與實踐的進展》專注於基於GPU系統的研究與實踐。所討論的主題涵蓋了一系列問題,從硬體和架構問題,到高層次的問題,如應用系統、平行程式設計、中介軟體,以及功率和能源問題。

本書分為六個部分,提供有關GPU計算的最新研究。第一部分:架構解決方案專注於改善GPU性能的架構主題;第二部分:系統軟體討論了操作系統、編譯器、函式庫、程式設計環境、語言和範式,這些都是為了幫助和支持GPU程式設計師而提出和分析的;第三部分:功率和可靠性問題涵蓋了GPU在能源、功率和可靠性方面的不同考量;第四部分:性能分析說明了數學和分析技術如何預測GPU的不同性能指標;第五部分:演算法介紹了如何設計高效的演算法並分析其在GPU上的複雜性;第六部分:應用及相關主題提供了GPU在各個領域的使用案例和範例。

- 討論在設計、建造和使用GPU時如何最大化功率並獲得最佳可靠性
- 涵蓋系統軟體(操作系統、編譯器)、程式設計環境、語言和範式,這些都是為了幫助和支持GPU程式設計師而提出的
- 解釋如何使用數學和分析技術來預測GPU的不同性能指標
- 說明在生物資訊學、複雜系統、社交網路和密碼學等領域設計高效GPU演算法的方法
- 提供在醫學、社會科學、影像處理和電信等多個不同領域的應用和使用案例場景