Data Processing on FPGAs (Synthesis Lectures on Data Management)
暫譯: FPGA上的數據處理(數據管理合成講座)
Jens Teubner, Louis Woods
- 出版商: Morgan & Claypool
- 出版日期: 2013-06-01
- 售價: $1,600
- 貴賓價: 9.5 折 $1,520
- 語言: 英文
- 頁數: 118
- 裝訂: Paperback
- ISBN: 1627050604
- ISBN-13: 9781627050609
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相關分類:
FPGA
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商品描述
Roughly a decade ago, power consumption and heat dissipation concerns forced the semiconductor industry to radically change its course, shifting from sequential to parallel computing. Unfortunately, improving performance of applications has now become much more difficult than in the good old days of frequency scaling. This is also affecting databases and data processing applications in general, and has led to the popularity of so-called data appliances—specialized data processing engines, where software and hardware are sold together in a closed box. Field-programmable gate arrays (FPGAs) increasingly play an important role in such systems. FPGAs are attractive because the performance gains of specialized hardware can be significant, while power consumption is much less than that of commodity processors. On the other hand, FPGAs are way more flexible than hard-wired circuits (ASICs) and can be integrated into complex systems in many different ways, e.g., directly in the network for a high-frequency trading application. This book gives an introduction to FPGA technology targeted at a database audience. In the first few chapters, we explain in detail the inner workings of FPGAs. Then we discuss techniques and design patterns that help mapping algorithms to FPGA hardware so that the inherent parallelism of these devices can be leveraged in an optimal way. Finally, the book will illustrate a number of concrete examples that exploit different advantages of FPGAs for data processing.
Table of Contents: Preface / Introduction / A Primer in Hardware Design / FPGAs / FPGA Programming Models / Data Stream Processing / Accelerated DB Operators / Secure Data Processing / Conclusions / Bibliography / Authors' Biographies / Index
Table of Contents: Preface / Introduction / A Primer in Hardware Design / FPGAs / FPGA Programming Models / Data Stream Processing / Accelerated DB Operators / Secure Data Processing / Conclusions / Bibliography / Authors' Biographies / Index
商品描述(中文翻譯)
大約十年前,功耗和散熱問題迫使半導體產業徹底改變其方向,從串行計算轉向並行計算。不幸的是,提升應用程式的性能現在變得比以往的頻率擴展時期困難得多。這也影響了資料庫和一般資料處理應用程式,並導致所謂的資料設備(data appliances)變得流行——這些是專門的資料處理引擎,軟體和硬體一起以封閉的方式銷售。現場可編程閘陣列(FPGAs)在這些系統中扮演著越來越重要的角色。FPGAs 之所以吸引人,是因為專用硬體的性能提升可能非常顯著,而其功耗遠低於一般處理器。另一方面,FPGAs 的靈活性遠超過硬連線電路(ASICs),可以以多種不同方式整合到複雜系統中,例如,直接在網路中用於高頻交易應用。這本書針對資料庫讀者介紹 FPGA 技術。在前幾章中,我們詳細解釋 FPGAs 的內部運作。然後,我們討論幫助將演算法映射到 FPGA 硬體的技術和設計模式,以便最佳化利用這些設備固有的並行性。最後,本書將舉例說明利用 FPGAs 在資料處理中不同優勢的具體案例。
目錄:前言 / 介紹 / 硬體設計入門 / FPGAs / FPGA 程式設計模型 / 資料流處理 / 加速的資料庫運算子 / 安全資料處理 / 結論 / 參考文獻 / 作者簡介 / 索引