The BLIS Framework: Experiments in Portability
文献类型:期刊论文
作者 | Van Zee, FG ; Smith, TM ; Marker, B ; Low, TM ; De Geijn, RAV ; Igual, FD ; Smelyanskiy, M ; Zhang, XY ; Kistler, M ; Austel, V ; Gunnels, JA ; Killough, L |
刊名 | ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE
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出版日期 | 2016 |
卷号 | 42期号:2 |
关键词 | Algorithms Performance Linear algebra libraries high performance matrix multiplication BLAS |
ISSN号 | 0098-3500 |
中文摘要 | BLIS is a new software framework for instantiating high-performance BLAS-like dense linear algebra libraries. We demonstrate how BLIS acts as a productivity multiplier by using it to implement the level-3 BLAS on a variety of current architectures. The systems for which we demonstrate the framework include state-of-the-art general-purpose, low-power, and many-core architectures. We show, with very little effort, how the BLIS framework yields sequential and parallel implementations that are competitive with the performance of ATLAS, OpenBLAS (an effort to maintain and extend the GotoBLAS), and commercial vendor implementations such as AMD's ACML, IBM's ESSL, and Intel's MKL libraries. Although most of this article focuses on single-core implementation, we also provide compelling results that suggest the framework's leverage extends to the multithreaded domain. |
英文摘要 | BLIS is a new software framework for instantiating high-performance BLAS-like dense linear algebra libraries. We demonstrate how BLIS acts as a productivity multiplier by using it to implement the level-3 BLAS on a variety of current architectures. The systems for which we demonstrate the framework include state-of-the-art general-purpose, low-power, and many-core architectures. We show, with very little effort, how the BLIS framework yields sequential and parallel implementations that are competitive with the performance of ATLAS, OpenBLAS (an effort to maintain and extend the GotoBLAS), and commercial vendor implementations such as AMD's ACML, IBM's ESSL, and Intel's MKL libraries. Although most of this article focuses on single-core implementation, we also provide compelling results that suggest the framework's leverage extends to the multithreaded domain. |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000379410700002 |
公开日期 | 2016-12-09 |
源URL | [http://ir.iscas.ac.cn/handle/311060/17325] ![]() |
专题 | 软件研究所_软件所图书馆_期刊论文 |
推荐引用方式 GB/T 7714 | Van Zee, FG,Smith, TM,Marker, B,et al. The BLIS Framework: Experiments in Portability[J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE,2016,42(2). |
APA | Van Zee, FG.,Smith, TM.,Marker, B.,Low, TM.,De Geijn, RAV.,...&Killough, L.(2016).The BLIS Framework: Experiments in Portability.ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE,42(2). |
MLA | Van Zee, FG,et al."The BLIS Framework: Experiments in Portability".ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE 42.2(2016). |
入库方式: OAI收割
来源:软件研究所
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