Intel cpu上PoCL开源OpenCL实现的性能评估与改进

Tobias Baumann, M. Noack, T. Steinke
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引用次数: 2

摘要

便携式计算语言(PoCL)是一种独立于供应商的开源OpenCL实现,旨在在单一平台上支持各种计算设备。将PoCL与英特尔OpenCL实现进行比较,可以发现PoCL在英特尔cpu上的显著性能缺陷——英特尔cpu占据了TOP500榜单的92%。使用一系列基准,我们识别和分析了PoCL中的性能问题,重点是调度和向量化。我们提出了一种基于英特尔线程构建块(TBB)的新的CPU设备驱动程序,并评估了LLVM在PoCL中跨工作项的自动编译器矢量化方面的性能。使用TBB驱动程序,有可能缩小与英特尔OpenCL的差距,甚至在我们的代理应用程序基准测试中,通过手动向量化策略,可以比它高出1.3倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance Evaluation and Improvements of the PoCL Open-Source OpenCL Implementation on Intel CPUs
The Portable Computing Language (PoCL) is a vendor independent open-source OpenCL implementation that aims to support a variety of compute devices in a single platform. Evaluating PoCL versus the Intel OpenCL implementation reveals significant performance drawbacks of PoCL on Intel CPUs – which run 92 % of the TOP500 list. Using a selection of benchmarks, we identify and analyse performance issues in PoCL with a focus on scheduling and vectorisation. We propose a new CPU device-driver based on Intel Threading Building Blocks (TBB), and evaluate LLVM with respect to automatic compiler vectorisation across work-items in PoCL. Using the TBB driver, it is possible to narrow the gap to Intel OpenCL and even outperform it by a factor of up to 1.3 × in our proxy application benchmark with a manual vectorisation strategy.
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