Work

Analysis Of Superlu Solvers On Intel® Mic Architecture

Year: 2014

Type: article

Abstract: Intel Xeon Phi is a coprocessor with sixty-one cores in a single chip. The chip has a more powerful FPU that contains 512-bit SIMD registers. Intel Xeon Phi chip can benefit from the algorithms that operate with the large vectors. In this work, sequential, multithreaded and distributed versions of SuperLU solvers are tested on the Intel Xeon Phi using offload programming model and they work well. There are several offload programming alternatives depending on where to place pragma directives. We find that the sequential SuperLU benefited up to 45% performance improvement from the offload programming depending on the sparse matrix type and the size of transferred and processed data. On the other hand, the partitioning method of SuperLU_DIST and SuperLU_MT generates very small sized submatrices. Therefore, we observe that the matrix partitioning method and several other tradeoffs influence their performance via the Xeon Phi architecture.

Source: Istanbul Technical University Academic Open Archive (Istanbul Technical University)

DOI: 10.5281/zenodo.822643

Author: Duran, Ahmet

Institutions: İstanbul Teknik Üniversitesi Ulusal Yüksek Başarımlı Hesaplama Merkezi, Istanbul Technical University

Language: English

Topic: Parallel Computing and Optimization Techniques

Subfield: Hardware and Architecture

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

Funder: European Commission

Award: PRACE - First Implementation Phase Project