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A Survey of General-Purpose Computation on Graphics Hardware

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Abstract

The rapid increase in the performance of graphics hardware, coupled with recent improvements in its programmability, have made graphics hardware a compelling platform for computationally demanding tasks in a wide variety of application domains. In this report, we describe, summarize, and analyze the latest research in mapping general-purpose computation to graphics hardware.

We begin with the technical motivations that underlie general-purpose computation on graphics processors (GPGPU) and describe the hardware and software developments that have led to the recent interest in this field. We then aim the main body of this report at two separate audiences. First, we describe the techniques used in mapping general-purpose computation to graphics hardware. We believe these techniques will be generally useful for researchers who plan to develop the next generation of GPGPU algorithms and techniques. Second, we survey and categorize the latest developments in general-purpose application development on graphics hardware.
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Keywords: D.2.2 Software Engineering: Design tools and techniques; GPGPU; GPU; HPC; I.3.1 Computer Graphics: Hardware architecture; I.3.6 Computer Graphics: Methodology and techniques; SIMD; data-parallel computing; general-purpose computing on graphics hardware; graphics hardware; high-performance computing; parallel computing; stream computing; stream processing

Document Type: Research Article

Affiliations: 1: University of California, Davis, USA, Email: [email protected] 2: NVIDIA {dluebke,mharris,tpurcell}@nvidia.com 3: Many-core Technology Incubation Group, Microsoft Corporation, Email: [email protected] 4: Technische Universität München, Email: [email protected] 5: Neoptica, Email: [email protected]

Publication date: March 1, 2007

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