Scalar Processing Overhead on SIMD-Only Architectures

A. Azevedo, B. Juurlink
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引用次数: 9

Abstract

The Cell processor consists of a general-purpose core and eight cores with a complete SIMD instruction set. Although originally designed for multimedia and gaming, it is currently being used for a much broader range of applications.In this paper we evaluate if the Cell SPEs could benefit significantly from a scalar processing unit using two methodologies. In the first methodology the scalar processing overhead is eliminated by replacing all scalar data types by the quadword data type. This methodology is feasible only for relatively small kernels. In the second methodology SPE performance is compared to the performance of a similarly configured PPU, which supports scalar operations. Experimental results show that the scalar processing overhead ranges from 19% to 57% for small kernels and from 12% to 39% for large kernels. Solutions to eliminate this overhead are also discussed.
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纯simd架构上的标量处理开销
Cell处理器由一个通用核心和八个核心组成,具有完整的SIMD指令集。虽然最初是为多媒体和游戏设计的,但它目前被用于更广泛的应用程序。在本文中,我们评估了单元spe是否可以使用两种方法从标量处理单元中显著获益。在第一种方法中,通过用四字数据类型替换所有标量数据类型来消除标量处理开销。这种方法只适用于相对较小的内核。在第二种方法中,将SPE性能与配置类似的PPU的性能进行比较,后者支持标量操作。实验结果表明,小核的标量处理开销为19% ~ 57%,大核为12% ~ 39%。还讨论了消除这种开销的解决方案。
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