首页 | 本学科首页   官方微博 | 高级检索  
     


StreamTMC: Stream compilation for tiled multi-core architectures
Authors:Haitao Wei  Mingkang Qin  Weiwei Zhang  Junqing Yu  Dongrui Fan  Guang R. Gao
Affiliation:1. School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China;2. Center of Network and Computation, Huazhong University of Science and Technology, Wuhan 430074, China;3. Key Laboratory of Computer Systems and Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China;4. Department of Electrical and Computer Engineering, University of Delaware, Newark, DE 19716, United States
Abstract:Tiled multi-core architectures have become an important kind of multi-core design for its good scalability and low power consumption. Stream programming has been productively applied to a number of important application domains. It provides an attractive way to exploit the parallelism. However, the architecture characteristics of large amounts of cores, memory hierarchy and exposed communication between tiles have presented a performance challenge for stream programs running on tiled multi-cores. In this paper, we present StreamTMC, an efficient stream compilation framework that optimizes the execution of stream applications for the tiled multi-core. This framework is composed of three optimization phases. First, a software pipelining schedule is constructed to exploit the parallelism. Second, an efficient hybrid of SPM and cache buffer allocation algorithm and data copy elimination mechanism is proposed to improve the efficiency of the data access. Last, a communication aware mapping is proposed to reduce the network communication and synchronization overhead. We implement the StreamTMC compiler on Godson-T, a 64-core tiled architecture and conduct an experimental study to verify the effectiveness. The experimental results indicate that StreamTMC can achieve an average of 58% improvement over the performance before optimization.
Keywords:Tiled multi-core   Stream compilation   Godson-T   StreamTMC
本文献已被 ScienceDirect 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号