Full system simulation framework for integrated CPU/GPU architecture

Po-Han Wang, Gen-Hong Liu, J. Yeh, Tse-Min Chen, Hsu-Yao Huang, Chia-Lin Yang, Siyi Liu, James Greensky
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引用次数: 5

Abstract

The integrated CPU/GPU architecture brings performance advantage since the communication cost between the CPU and GPU is reduced, and also imposes new challenges in processor architecture design, especially in the management of shared memory resources, e.g, the last-level cache and memory bandwidth. Therefore, a micro-architecture level simulator is essential to facilitate researches in this direction. In this paper, we develop the first cycle-level full-system simulation framework for CPU-GPU integration with detailed memory models. With the simulation framework, we analyze the communication cost between the CPU and GPU for GPU workloads, and perform memory system characterization running both applications concurrently.
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完整的系统仿真框架集成CPU/GPU架构
CPU/GPU集成架构降低了CPU和GPU之间的通信成本,带来了性能优势,但也对处理器架构设计提出了新的挑战,特别是在共享内存资源的管理方面,如最后一级缓存和内存带宽。因此,一个微架构级模拟器是推动这一方向研究的必要条件。在本文中,我们开发了CPU-GPU集成的第一个周期级全系统仿真框架,并提供了详细的内存模型。通过仿真框架,我们分析了GPU工作负载下CPU和GPU之间的通信成本,并执行内存系统特性。
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