Implications of Merging Phases on Scalability of Multi-core Architectures
Paper i proceeding, 2011

Amdahl's Law dictates that in parallel applications serial sections establish an upper limit on the scalability. Asymmetric chip multiprocessors with a large core in addition to several small cores have been advocated for recently as a promising design paradigm because the large core can accelerate the execution of serial sections and hence mitigate the scalability bottlenecks due to large serial sections. This paper studies the scalability of a set of data mining workloads that have negligible serial sections. The formulation of Amdahl's Law, that optimistically assumes constant serial sections, estimates these workloads to scale to hundreds of cores in a chip multiprocessor (CMP). However the overhead in carrying out merging (or reduction) operations makes scalability to peak at lesser number. We establish this by extending the Amdahl's speedup model to factor in the impact of reduction operations on the speedup of applications on symmetric as well as asymmetric CMP designs. Our analytical model estimates that asymmetric CMPs with one large and many tiny cores are only optimal for applications with a low reduction overhead. However, as the overhead starts to increase, the balance is shifted towards using fewer but more capable cores. This eventually limits the performance advantage of asymmetric over symmetric CMPs.

Redcution operations

Amdahl's Law

Chip multiprocessor

Författare

Madhavan Manivannan

Chalmers, Data- och informationsteknik, Datorteknik

Ben Juurlink

Chalmers

Per Stenström

Chalmers, Data- och informationsteknik, Datorteknik

Proceedings of the International Conference on Parallel Processing. 40th International Conference on Parallel Processing, ICPP 2011, Taipei City, 13-16 September 2011

0190-3918 (ISSN)

622-631

Styrkeområden

Informations- och kommunikationsteknik

Ämneskategorier

Data- och informationsvetenskap

DOI

10.1109/ICPP.2011.74

ISBN

978-076954510-3

Mer information

Senast uppdaterat

2018-09-10