Non quia difficilia sunt non audemus, sed quia non audemus difficilia sunt
Home -> Publications
Home
  Publications
    
edited volumes
  Awards
  Research
  Teaching
  BLOG
  Miscellaneous
  Full CV [pdf]
  blog






  Events








  Past Events





Publications of Torsten Hoefler
Maciej Besta, F. Marending, Edgar Solomonik, Torsten Hoefler:

 SlimSell: A Vectorized Graph Representation for Breadth-First Search

(In Proceedings of the 31st IEEE International Parallel & Distributed Processing Symposium (IPDPS'17), presented in Orlando, FL, USA, IEEE, May 2017)

Abstract

Vectorization and GPUs will profoundly change graph processing. Traditional graph algorithms tuned for 32- or 64-bit based memory accesses will be inefficient on architectures with 512-bit wide (or larger) instruction units that are already present in the Intel Knights Landing (KNL) manycore CPU. Anticipating this shift, we propose SlimSell: a vectorizable graph representation to accelerate Breadth-First Search (BFS) based on sparse-matrix dense-vector (SpMV) products. SlimSell extends and combines the state-of-the-art SIMD-friendly Sell-C-σ matrix storage format with tropical, real, boolean, and sel-max semiring operations. The resulting design reduces the necessary storage (by up to 50%) and thus pressure on the memory subsystem. We augment SlimSell with the SlimWork and SlimChunk schemes that reduce the amount of work and improve load balance, further accelerating BFS. We evaluate all the schemes on Intel Haswell multicore CPUs, the state-of-the-art Intel Xeon Phi KNL manycore CPUs, and NVIDIA Tesla GPUs. Our experiments indicate which semiring offers highest speedups for BFS and illustrate that SlimSell accelerates a tuned Graph500 BFS code by up to 33%. This work shows that vectorization can secure high-performance in BFS based on SpMV products; the proposed principles and designs can be extended to other graph algorithms.

Documents

download article:
download slides:


Recorded talk (best effort)

 

BibTeX

@inproceedings{slimsell,
  author={Maciej Besta and F. Marending and Edgar Solomonik and Torsten Hoefler},
  title={{SlimSell: A Vectorized Graph Representation for Breadth-First Search}},
  year={2017},
  month={May},
  booktitle={Proceedings of the 31st IEEE International Parallel \& Distributed Processing Symposium (IPDPS'17)},
  location={Orlando, FL, USA},
  publisher={IEEE},
  source={http://www.unixer.de/~htor/publications/},
}


serving: 3.237.67.179:46280© Torsten Hoefler