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基于DPCT的序列比对软件迁移与性能评估

李沛桢 张洋 陈文波

计算机工程与科学2024,Vol.46Issue(8):1372-1380,9.
计算机工程与科学2024,Vol.46Issue(8):1372-1380,9.DOI:10.3969/j.issn.1007-130X.2024.08.005

基于DPCT的序列比对软件迁移与性能评估

Sequence alignment software migration and performance evaluation based on DPCT

李沛桢 1张洋 1陈文波1

作者信息

  • 1. 兰州大学信息科学与工程学院,甘肃 兰州 730000
  • 折叠

摘要

Abstract

This paper explores the process of migrating CUDA programs to DPC++using the GASAL2 sequence alignment software.The DPCT tool is utilized during the migration process to auto-matically convert CUDA APIs to DPC++APIs.However,the migrated code still requires adaptation and modification to compile and run correctly.This paper evaluates the effectiveness of the DPCT tool in migrating CUDA programs to DPC++and demonstrates the high-efficiency performance of DPC++across different architectures.Experiments show that the migrated program maintains the accuracy of the original program and can run on heterogeneous devices with the Intel GPU architecture without code modification.At the same time,the migrated DPC++-based GASAL2 heterogeneous computing per-formance can reach approximately 90%~95%of the original CUDA-based GASAL2 computing per-formance,fully demonstrating the feasibility of DPC++heterogeneous programming.The results pro-vide a promising solution for cross-platform heterogeneous programming to fully utilize a wider range of hardware support.

关键词

异构计算/oneAPI/生物信息学/序列比对

Key words

heterogeneous computing/oneAPI/bioinformatics/sequence alignment

分类

信息技术与安全科学

引用本文复制引用

李沛桢,张洋,陈文波..基于DPCT的序列比对软件迁移与性能评估[J].计算机工程与科学,2024,46(8):1372-1380,9.

计算机工程与科学

OA北大核心CSTPCD

1007-130X

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