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abstract

Resolved: specialized architectures, languages, and system software should supplant general-purpose alternatives within a decade

Published: 24 February 2014 Publication History

Abstract

The field of computing has struggled since its inception with the tension between specialization and generalization. Specialized architectures, programming languages, and system software promise better performance (across many metrics, including efficiency, productivity, etc.) for workloads that match their specialization objective. General-purpose architectures, languages, and system software sacrifice extremes of performance for specific workloads, seeking acceptable performance across a much wider range. While specialized alternatives have always had their place, general-purpose architectures, languages, and system software have dominated main-stream computing systems for the past several decades. But with Dennard scaling already gone and the end of Moore's Law looming, some have argued that general-purpose computing platforms must naturally give way to specialization.
In this debate, two teams of highly-opinionated experts will debate the proposition that specialized architectures, languages, and system software should largely supplant general-purpose alternatives within the next decade. Arguments in favor of specialization include energy efficiency in the post-Dennard scaling era, performance scaling in the post-Moore's law era, and improvements in programmer productivity. Arguments against include the large investment needed to create specialized hardware and software components, lack of tools and interfaces to create reusable components, the semantic gap from overspecialization, and security vulnerabilities and general correctness issues due to interoperation of specialized components.

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Published In

cover image ACM SIGARCH Computer Architecture News
ACM SIGARCH Computer Architecture News  Volume 42, Issue 1
ASPLOS '14
March 2014
729 pages
ISSN:0163-5964
DOI:10.1145/2654822
Issue’s Table of Contents
  • cover image ACM Conferences
    ASPLOS '14: Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
    February 2014
    780 pages
    ISBN:9781450323055
    DOI:10.1145/2541940
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 24 February 2014
Published in SIGARCH Volume 42, Issue 1

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  1. domain-specific
  2. general-purpose
  3. special-purpose

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