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Design space exploration of dataflow-based Smith-Waterman FPGA implementations

机译:基于数据流的史密斯水手FPGA实现的设计空间探索

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The paper presents the results of design space explorations for the implementation of the Smith-Waterman (S-W) algorithm performing DNA and protein sequences alignment. Both design explorations studies and FPGA implementations are obtained by developing a dynamic dataflow program implementing the algorithm and by direct high-level synthesis (HLS) to FPGA HDL. The main feature of the obtained implementation is a low-latency, pipelinable multistage processing element (PE), providing a substantial decrease in resource utilization and increase in computation throughput when compared to state of the art solutions. The implementation solution is also fully scalable and can be efficiently reconfigured according to the DNA sequence sizes and performance requirements of the system architecture. The implementation solution presented in the paper can efficiently scale up to 250MHz obtaining 14746 Alignments/s using a single S-W core with 4 PEs, and up to 31.8 Mega-Alignments/min using 36 S-W cores on the same FPGA for sequences of 160×100 nucleotides.
机译:本文介绍了设计空间探索的结果,用于执行DNA和蛋白质序列对准的史密斯水曼(S-W)算法。通过开发实现算法的动态数据流程和直接高级合成(HLS)至FPGA HDL来获得设计探索性研究和FPGA实现。所获得的实现的主要特征是低潜伏的流水不流的多级处理元件(PE),在与最先进的解决方案相比时,提供资源利用率的实质性降低和计算吞吐量的增加。实现解决方案也完全可扩展,可以根据系统架构的DNA序列尺寸和性能要求有效地重新配置。纸张中提出的实施解决方案可以有效地使用单个SW芯的14746对准,使用4 PES获得14746对准,并且在同一FPGA上使用36 SW核心为160×100的序列,最高可达31.8mmga对准/ min核苷酸。

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