A Design of FPGA Acceleration System for Myers bit-vector based on OpenCL

Liangwei Cai, Qi Wu, Tongsheng Tang, Zhi Zhou, Yuan Xu
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引用次数: 6

Abstract

A FPGA-based acceleration system has been designed based on OpenCL framework. The acceleration of Myers bit-vector algorithm in system is achieved by a dynamic programming way, and it has been applied to the high-throughput sequencing technology. The heterogeneous computing between X86 platform and FPGA platform, similar to heterogeneous computing between between X86 platform and FPGA platform, eliminates the bandwidth limitations of data transmission between two platforms with the third-generation PCI Express X8. As the internal data transmission bus in the FPGA, the Advanced Extensible Interface(AXI) bus can make full use of the bandwidth of dynamic random access memory(DRAM), because its clock frequency can reach 240Mhz after optimization and the data-width increases to 512bit. Furthermore, the acceleration system completes a global alignment in one clock cycle in pipeline working mode. These advantages allow this design to achieve 70 million global alignments of short gene sequence per second with only one MBV module.
基于OpenCL的Myers位矢量FPGA加速系统设计
设计了基于OpenCL框架的fpga加速系统。采用动态规划方法实现了Myers位矢量算法在系统中的加速,并将其应用于高通量测序技术中。采用第三代PCI Express X8, X86平台与FPGA平台之间的异构计算类似于X86平台与FPGA平台之间的异构计算,消除了两个平台之间数据传输的带宽限制。高级可扩展接口(Advanced Extensible Interface, AXI)总线作为FPGA内部的数据传输总线,可以充分利用动态随机存储器(DRAM)的带宽,其时钟频率经过优化后可以达到240Mhz,数据宽度提高到512bit。此外,在管道工作模式下,加速系统在一个时钟周期内完成全局对准。这些优点使得该设计只需一个MBV模块即可实现每秒7000万次短基因序列的全局比对。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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