Hardware-in-the-loop simulation for CPU/GPU heterogeneous platforms

Youngsub Ko, Taeyoung Kim, Youngmin Yi, Myungsun Kim, S. Ha
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引用次数: 8

Abstract

Multi-core CPU/GPU heterogeneous platforms became popular in embedded systems. A full system simulator is typically used to observe the internal system behavior by running complete software stacks without modification on simulation models of CPUs and other devices in the system. However, there are few known full system simulators for CPU/GPU heterogeneous platforms and existent GPU simulators are prohibitively slow for running application software. In this paper, we propose a hardware-in-the-loop simulation technique that integrates GPU hardware into a full system simulator. A novel interfacing mechanism between CPU simulator and the development board, where GPU hardware is integrated, is devised. In the experiments, we took Exynos 4412 as a case study, where gem5 simulator is used to simulate mainly a quad-core ARM CPU in the platform and an Exynos development board is used to run the Mali GPU hardware. We could successfully run Android apps on the proposed hardware-in-the-loop simulation framework with up to 1.5 M cycles per second performance.
CPU/GPU异构平台的硬件在环仿真
多核CPU/GPU异构平台在嵌入式系统中越来越流行。完整的系统模拟器通常用于通过运行完整的软件堆栈来观察系统内部行为,而无需修改系统中cpu和其他设备的仿真模型。然而,很少有已知的CPU/GPU异构平台的完整系统模拟器,并且现有的GPU模拟器在运行应用软件时速度非常慢。在本文中,我们提出了一种硬件在环仿真技术,将GPU硬件集成到一个完整的系统模拟器中。设计了一种集成GPU硬件的CPU模拟器与开发板的接口机制。在实验中,我们以Exynos 4412为例,使用gem5模拟器主要模拟平台中的四核ARM CPU,使用Exynos开发板运行Mali GPU硬件。我们可以在提议的硬件在环模拟框架上成功运行Android应用程序,其性能高达每秒1.5 M个周期。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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