GPGPU-MiniBench: Accelerating GPGPU Micro-Architecture Simulation
文献类型：期刊论文
| 作者 | Zhibin Yu; Lieven Eeckhout; Nilanjan Goswami; Tao Li; Lizy K John; Hai Jin; Chengzhong Xu; Junmin Wu |
| 刊名 | IEEE Transactions on Computers
 |
| 出版日期 | 2015 |
| 英文摘要 | Graphics processing units (GPU), due to their massive computational power with up to thousands of concurrent threads and general-purpose GPU (GPGPU) programming models such as CUDA and OpenCL, have opened up new opportunities for speeding up general-purpose parallel applications. Unfortunately, pre-silicon architecturalsimulation of modern-day GPGPU architectures and workloads is extremely time-consuming. This paper addresses the GPGPU simulation challenge by proposing a framework, called GPGPU-MiniBench, for generating miniature, yet representativeGPGPU workloads. GPGPU-MiniBench first summarizes the inherent execution behavior of existing GPGPU workloads in a profile. The central component in the profile is the Divergence Flow Statistics Graph (DFSG), which characterizes the dynamic control flow behavior including loops and branches of a GPGPU kernel. GPGPU-MiniBench generates a synthetic miniature GPGPU kernel that exhibits similar execution characteristics as the original workload, yet its execution time is much shorter thereby dramatically speeding up architectural simulation. Our experimental results show that GPGPU-MiniBench can speed up GPGPU architectural simulation by a factor of 49 on average and up to 589, with an average IPC error of 4.7% across a broad set of GPGPU benchmarks from the CUDA SDK, Rodinia and Parboil benchmark suites. We also demonstrate the usefulness of GPGPU-MiniBench for driving GPUarchitecture exploration. |
| 收录类别 | SCI |
| 原文出处 | http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7018049&queryText=GPGPU-MiniBench%3A+Accelerating+GPGPU+Micro-Architecture+Simulation&newsearch=true&searchField=Search_All |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/6881]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | IEEE Transactions on Computers |
| 推荐引用方式 GB/T 7714 | Zhibin Yu,Lieven Eeckhout,Nilanjan Goswami,et al. GPGPU-MiniBench: Accelerating GPGPU Micro-Architecture Simulation[J]. IEEE Transactions on Computers,2015. |
| APA | Zhibin Yu.,Lieven Eeckhout.,Nilanjan Goswami.,Tao Li.,Lizy K John.,...&Junmin Wu.(2015).GPGPU-MiniBench: Accelerating GPGPU Micro-Architecture Simulation.IEEE Transactions on Computers. |
| MLA | Zhibin Yu,et al."GPGPU-MiniBench: Accelerating GPGPU Micro-Architecture Simulation".IEEE Transactions on Computers (2015). |
入库方式： OAI收割
来源：深圳先进技术研究院
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