DynaSpAM: Dynamic spatial architecture mapping using out of order instruction schedules

Feng Liu, Heejin Ahn, Stephen R. Beard, Taewook Oh, David I. August

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

10 Scopus citations

Abstract

Spatial architectures are more efficient than traditional Out-of-Order (OOO) processors for computationally intensive programs. However, spatial architectures require mapping a program, either statically or dynamically, onto the spatial fabric. Static methods can generate efficient mappings, but they cannot adapt to changing workloads and are not compatible across hardware generations. Current dynamic methods are adaptive and compatible, but do not optimize as well due to their limited use of speculation and small mapping scopes. To overcome the limitations of existing dynamic mapping methods for spatial architectures, while minimizing the inefficiencies inherent in OOO superscalar processors, this paper presents DynaSpAM (Dynamic Spatial Architecture Mapping), a framework that tightly couples a spatial fabric with an OOO pipeline. DynaSpAM coaxes the OOO processor into producing an optimized mapping with a simple modification to the processor's scheduler. The insight behind DynaSpAM is that today's powerful OOO processors do for themselves most of the work necessary to produce a highly optimized mapping for a spatial architecture, including aggressively speculating control and memory dependences, and scheduling instructions using a large window. Evaluation of DynaSpAM shows a geomean speedup of 1.42x for 11 benchmarks from the Rodinia benchmark suite with a geomean 23.9% reduction in energy consumption compared to an 8-issue OOO pipeline.

Original languageEnglish (US)
Title of host publicationISCA 2015 - 42nd Annual International Symposium on Computer Architecture, Conference Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages541-553
Number of pages13
ISBN (Electronic)9781450334020
DOIs
StatePublished - Jun 13 2015
Event42nd Annual International Symposium on Computer Architecture, ISCA 2015 - Portland, United States
Duration: Jun 13 2015Jun 17 2015

Publication series

NameProceedings - International Symposium on Computer Architecture
Volume13-17-June-2015
ISSN (Print)1063-6897

Other

Other42nd Annual International Symposium on Computer Architecture, ISCA 2015
CountryUnited States
CityPortland
Period6/13/156/17/15

All Science Journal Classification (ASJC) codes

  • Hardware and Architecture

Fingerprint Dive into the research topics of 'DynaSpAM: Dynamic spatial architecture mapping using out of order instruction schedules'. Together they form a unique fingerprint.

  • Cite this

    Liu, F., Ahn, H., Beard, S. R., Oh, T., & August, D. I. (2015). DynaSpAM: Dynamic spatial architecture mapping using out of order instruction schedules. In ISCA 2015 - 42nd Annual International Symposium on Computer Architecture, Conference Proceedings (pp. 541-553). (Proceedings - International Symposium on Computer Architecture; Vol. 13-17-June-2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1145/2749469.2750414