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Titlebook: Compiling Algorithms for Heterogeneous Systems; Steven Bell,Jing Pu,Mark Horowitz Book 2018 Springer Nature Switzerland AG 2018

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书目名称Compiling Algorithms for Heterogeneous Systems
编辑Steven Bell,Jing Pu,Mark Horowitz
视频video
丛书名称Synthesis Lectures on Computer Architecture
图书封面Titlebook: Compiling Algorithms for Heterogeneous Systems;  Steven Bell,Jing Pu,Mark Horowitz Book 2018 Springer Nature Switzerland AG 2018
描述.Most emerging applications in imaging and machine learning must perform immense amounts of computation while holding to strict limits on energy and power. To meet these goals, architects are building increasingly specialized compute engines tailored for these specific tasks. The resulting computer systems are heterogeneous, containing multiple processing cores with wildly different execution models. Unfortunately, the cost of producing this specialized hardware—and the software to control it—is astronomical. Moreover, the task of porting algorithms to these heterogeneous machines typically requires that the algorithm be partitioned across the machine and rewritten for each specific architecture, which is time consuming and prone to error...Over the last several years, the authors have approached this problem using domain-specific languages (DSLs): high-level programming languages customized for specific domains, such as database manipulation, machine learning, or image processing. By giving up generality, these languages are able to provide high-level abstractions to the developer while producing high-performance output. The purpose of this book is to spur the adoption and the cre
出版日期Book 2018
版次1
doihttps://doi.org/10.1007/978-3-031-01758-2
isbn_ebook978-3-031-01758-2Series ISSN 1935-3235 Series E-ISSN 1935-3243
issn_series 1935-3235
copyrightSpringer Nature Switzerland AG 2018
The information of publication is updating

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Margot Esther Borden,Prahlad Singh ShekhawatWe have argued that we must reduce the cost of developing and programming specialized accelerators if silicon computing is to continue improving at the rates we are accustomed to. The question is, how?
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Spirituality and Human EcosystemsUp to this point, we have focused on the problem of creating a “program” for a piece of specialized hardware, whether that is a sequence of instructions, register configuration, FPGA bitstream, or something else. But as we described in the introduction, this is only half the battle.
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