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Analyzing OpenCL 2.0 workloads using a heterogeneous CPU-GPU simulator

机译:使用异构CPU-GPU模拟器分析OpenCL 2.0工作负载

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摘要

Heterogeneous CPU-GPU systems have recently emerged as an energy-efficient computing platform. A robust integrated CPU-GPU simulator is essential to facilitate researches in this direction. While few integrated CPU-GPU simulators are available, similar tools that support OpenCL 2.0, a widely used new standard with promising heterogeneous computing features, are currently missing. In this paper, we extend the existing integrated CPU-GPU simulator, gem5-gpu, to support OpenCL 2.0. In addition, we conduct experiments on the extended simulator to see the impact of new features introduced by OpenCL 2.0. Our OpenCL 2.0 compatible simulator is successfully validated against a state-of-the-art commercial product, and is expected to help boost future studies in heterogeneous CPU-GPU systems.
机译:异构CPU-GPU系统最近已成为一种节能计算平台。强大的集成式CPU-GPU模拟器对于促进该方向的研究至关重要。尽管几乎没有集成的CPU-GPU模拟器,但目前缺少支持OpenCL 2.0的类似工具,OpenCL 2.0是一种广泛使用的具有希望的异构计算功能的新标准。在本文中,我们扩展了现有的集成CPU-GPU模拟器gem5-gpu,以支持OpenCL 2.0。此外,我们在扩展模拟器上进行了实验,以了解OpenCL 2.0引入的新功能的影响。我们的OpenCL 2.0兼容模拟器已针对最新的商业产品成功进行了验证,并有望帮助推动对异构CPU-GPU系统的进一步研究。

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