Hybrid On-Chip Communication Architectures Heterogeneous Manycore Systems

被引:0
|
作者
Joardar, Biresh Kumar [1 ]
Doppa, Janardhan Rao [1 ]
Pande, Partha Pratim [1 ]
Marculescu, Diana [2 ]
Marculescu, Radu [2 ]
机构
[1] Washington State Univ, Sch EECS, Pullman, WA 99164 USA
[2] Carnegie Mellon Univ, ECE Dept, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会;
关键词
Manycore; Heterogeneous Network-on-Chip; Machine Learning; DESIGN-SPACE EXPLORATION; OPTIMIZATION; ALGORITHM;
D O I
10.1145/3240765.3243480
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The widespread adoption of big data has led to the search for high-performance and low-power computational platforms. Emerging heterogeneous manycore processing platforms consisting of CPU and GPU cores along with various types of accelerators offer power and area -efficient trade-offs for running these applications. However, heterogeneous manycore architectures need to satisfy the communication and memory requirements of the diverse computing elements that conventional Network-on -Chip (NoC) architectures are unable to handle effectively. Further, with increasing system sizes and level of heterogeneity, it becomes difficult to quickly explore the large design space and establish the appropriate design trade-offs. To address these challenges, machine learning -inspired heterogeneous manycore system design is a promising research direction to pursue. In this paper, we highlight various salient features of heterogeneous manycore architectures enabled by emerging
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页数:6
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