REGIMap: Register-aware application mapping on coarse-grained reconfigurable architectures (CGRAs)

Research output: Chapter in Book/Report/Conference proceedingConference contribution

49 Scopus citations

Abstract

Coarse-Grained Reconfigurable Architectures (CGRAs) are an extremely attractive platform when both performance and power efficiency are paramount. Although the power-efficiency of CGRAs can be very high, their performance critically hinges upon the capabilities of the compiler. This is because a CGRA compiler has to perform explicit pipelining, scheduling, placement, and routing of operations. Existing CGRA compilers struggle with two main problems: 1) effectively utilizing the local register files in the PEs, and 2) high compilation times. This paper significantly improves the state-of-the-art in CGRA compilers by first creating a precise and general formulation of the problem of loop mapping on CGRAs, considering the local registers, and from the insights gained from the problem formulation, distilling an efficient and constructive heuristic solution. We show that the mapping problem, once characterized, can be reduced to the problem of finding maximal weighted clique in the product graph of the time-extended CGRA and the data dependence graph of the kernel. The heuristic we've developed results in average of 1.89 X better performance than the state-of-the-art methods when applied to several kernels from multimedia and SPEC2006 benchmarks. A unique feature of our heuristic is that it learns from failed attempts and constructively changes the schedule to achieve better mappings at lower compilation times.

Original languageEnglish (US)
Title of host publicationProceedings of the 50th Annual Design Automation Conference, DAC 2013
DOIs
StatePublished - Jul 12 2013
Event50th Annual Design Automation Conference, DAC 2013 - Austin, TX, United States
Duration: May 29 2013Jun 7 2013

Publication series

NameProceedings - Design Automation Conference
ISSN (Print)0738-100X

Other

Other50th Annual Design Automation Conference, DAC 2013
CountryUnited States
CityAustin, TX
Period5/29/136/7/13

ASJC Scopus subject areas

  • Computer Science Applications
  • Control and Systems Engineering
  • Electrical and Electronic Engineering
  • Modeling and Simulation

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    Hamzeh, M., Shrivastava, A., & Vrudhula, S. (2013). REGIMap: Register-aware application mapping on coarse-grained reconfigurable architectures (CGRAs). In Proceedings of the 50th Annual Design Automation Conference, DAC 2013 [18] (Proceedings - Design Automation Conference). https://doi.org/10.1145/2463209.2488756