MMC-based Phase Partitioning for Data Intensive Applications

被引:0
|
作者
Koc, Hakduran [1 ]
Ucar, Mehmet [1 ]
机构
[1] Univ Houston Clear Lake, Houston, TX 77058 USA
关键词
Matrix Model Computation; Scratchpad memory; memory management; embedded systems;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a technique based on Matrix Model Computation (MMC) in order to improve the performance of embedded systems that run data-intensive applications. Unlike traditional techniques that consider a loop nest in a data-intensive application as one execution phase, the proposed technique aims at efficiently dividing a loop nest into multiple execution phases in order to improve the utilization of dynamic memory management schemes in a more efficient way. The target architecture is an embedded processor with software-managed on-chip memory components with multiple levels in the hierarchy. The experimental results presented using single-core embedded architecture show significant performance improvements over available dynamic memory management schemes.
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页数:4
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