Efficient dense and sparse matrix multiplication on GP-SIMD

Amir Morad; Leonid Yavits; Ran Ginosar

doi:10.1109/patmos.2014.6951895

Efficient dense and sparse matrix multiplication on GP-SIMD

Amir Morad, Leonid Yavits, Ran Ginosar

Technion-Israel Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

7 Scopus citations

Abstract

We present efficient Dense and Sparse Matrix Multiplication on GP-SIMD, a hybrid general purpose SIMD computer architecture that eliminates synchronization by in-memory computing, combining data storage and massively parallel processing. Cycle-accurate simulation of on a large set of matrices shows enhanced power efficiency relative to conventional architectures.

Original language	English
Title of host publication	2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781479954124
DOIs	https://doi.org/10.1109/patmos.2014.6951895
State	Published - 10 Nov 2014
Externally published	Yes
Event	2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014 - Palma de Mallorca, Spain Duration: 29 Sep 2014 → 1 Oct 2014

Publication series

Name	2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014

Conference

Conference	2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014
Country/Territory	Spain
City	Palma de Mallorca
Period	29/09/14 → 1/10/14

Bibliographical note

Publisher Copyright:
© 2014 IEEE.

Keywords

Associative Processor
GP-SIMD
In-Memory Computing
Memory Intensive Computing
Sparse Linear Algebra

Access to Document

10.1109/patmos.2014.6951895

Cite this

Morad, A., Yavits, L., & Ginosar, R. (2014). Efficient dense and sparse matrix multiplication on GP-SIMD. In 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014 Article 6951895 (2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/patmos.2014.6951895

Morad, Amir ; Yavits, Leonid ; Ginosar, Ran. / Efficient dense and sparse matrix multiplication on GP-SIMD. 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014. Institute of Electrical and Electronics Engineers Inc., 2014. (2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014).

@inproceedings{33a9487b0d6f446db6f3b5054bbb589f,

title = "Efficient dense and sparse matrix multiplication on GP-SIMD",

abstract = "We present efficient Dense and Sparse Matrix Multiplication on GP-SIMD, a hybrid general purpose SIMD computer architecture that eliminates synchronization by in-memory computing, combining data storage and massively parallel processing. Cycle-accurate simulation of on a large set of matrices shows enhanced power efficiency relative to conventional architectures.",

keywords = "Associative Processor, GP-SIMD, In-Memory Computing, Memory Intensive Computing, Sparse Linear Algebra",

author = "Amir Morad and Leonid Yavits and Ran Ginosar",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014 ; Conference date: 29-09-2014 Through 01-10-2014",

year = "2014",

month = nov,

day = "10",

doi = "10.1109/patmos.2014.6951895",

language = "אנגלית",

series = "2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014",

address = "ארצות הברית",

}

Morad, A, Yavits, L & Ginosar, R 2014, Efficient dense and sparse matrix multiplication on GP-SIMD. in 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014., 6951895, 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014, Institute of Electrical and Electronics Engineers Inc., 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014, Palma de Mallorca, Spain, 29/09/14. https://doi.org/10.1109/patmos.2014.6951895

Efficient dense and sparse matrix multiplication on GP-SIMD. / Morad, Amir; Yavits, Leonid; Ginosar, Ran.
2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014. Institute of Electrical and Electronics Engineers Inc., 2014. 6951895 (2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Efficient dense and sparse matrix multiplication on GP-SIMD

AU - Morad, Amir

AU - Yavits, Leonid

AU - Ginosar, Ran

PY - 2014/11/10

Y1 - 2014/11/10

N2 - We present efficient Dense and Sparse Matrix Multiplication on GP-SIMD, a hybrid general purpose SIMD computer architecture that eliminates synchronization by in-memory computing, combining data storage and massively parallel processing. Cycle-accurate simulation of on a large set of matrices shows enhanced power efficiency relative to conventional architectures.

AB - We present efficient Dense and Sparse Matrix Multiplication on GP-SIMD, a hybrid general purpose SIMD computer architecture that eliminates synchronization by in-memory computing, combining data storage and massively parallel processing. Cycle-accurate simulation of on a large set of matrices shows enhanced power efficiency relative to conventional architectures.

KW - Associative Processor

KW - GP-SIMD

KW - In-Memory Computing

KW - Memory Intensive Computing

KW - Sparse Linear Algebra

UR - http://www.scopus.com/inward/record.url?scp=84916887443&partnerID=8YFLogxK

U2 - 10.1109/patmos.2014.6951895

DO - 10.1109/patmos.2014.6951895

M3 - ???researchoutput.researchoutputtypes.contributiontobookanthology.conference???

AN - SCOPUS:84916887443

T3 - 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014

BT - 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014

Y2 - 29 September 2014 through 1 October 2014

ER -

Morad A, Yavits L, Ginosar R. Efficient dense and sparse matrix multiplication on GP-SIMD. In 2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014. Institute of Electrical and Electronics Engineers Inc. 2014. 6951895. (2014 24th International Workshop on Power and Timing Modeling, Optimization and Simulation, PATMOS 2014). doi: 10.1109/patmos.2014.6951895

Efficient dense and sparse matrix multiplication on GP-SIMD

Abstract

Publication series

Conference

Bibliographical note

Keywords

Access to Document

Other files and links

Fingerprint

Cite this