Democratizing Domain-Specific Computing

Democratizing Domain-Specific Computing

In the past few years, domain-specific accelerators (DSAs), such as Google's Tensor Processing Units, have shown to offer significant performance and energy efficiency over general-purpose CPUs. An important question is whether typical software developers can design and implement their own cust...

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Hauptverfasser: Chi, Yuze, Qiao, Weikang, Sohrabizadeh, Atefeh, Wang, Jie, Cong, Jason
Format: Artikel
Sprache:eng
Schlagworte:
Computer Science - Hardware Architecture
Computer Science - Programming Languages
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Beschreibung
Zusammenfassung:In the past few years, domain-specific accelerators (DSAs), such as Google's Tensor Processing Units, have shown to offer significant performance and energy efficiency over general-purpose CPUs. An important question is whether typical software developers can design and implement their own customized DSAs, with affordability and efficiency, to accelerate their applications. This article presents our answer to this question.
DOI:10.48550/arxiv.2209.02951