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Efficient Utilization of SIMD Engines for General-Purpose Processors.
- Source :
- Computer Journal; Aug2014, Vol. 57 Issue 8, p1141-1154, 14p
- Publication Year :
- 2014
-
Abstract
- This paper proposes stream model execution (SME), a new architectural technique that supports the efficient utilization of single-instruction multiple-data (SIMD) engines on general-purpose processors. SME adopts lightweight streaming processing as the intermediate representation. This process uses a hardware–software co-design approach to support efficient SIMD compilation and utilization. From a hardware perspective, the micro-architecture of SIMD engines is enabled for stream support to provide the key components to address the limitations of SIMD utilization, such as data rearrangement and non-consecutive memory access. Thus, sequential code can be compiled efficiently through a two-step procedure (i.e. C code → SME C code → vectorized code) and then executed by the SME hardware. Our experimental evaluation shows that SME can outperform previous optimization techniques by an average of 58% for multimedia kernels and 26% for applications. [ABSTRACT FROM AUTHOR]
- Subjects :
- DATA
COMPUTER software
COMPUTERS
SEQUENTIAL codes
MATHEMATICAL optimization
Subjects
Details
- Language :
- English
- ISSN :
- 00104620
- Volume :
- 57
- Issue :
- 8
- Database :
- Complementary Index
- Journal :
- Computer Journal
- Publication Type :
- Academic Journal
- Accession number :
- 97327663
- Full Text :
- https://doi.org/10.1093/comjnl/bxt049