• 访存高效并行求解(l,d)-Motif发现问题

    Cache-Efficient Parallel Solving(l,d)-Motif Finding Problem

    • 充分利用多核结构的共享三级缓存、私有二级和一级缓存,将采用Modeling算法求解(l,d)-Motif发现问题过程中产生的大量不同位置组合的数据,以多轮方式调度分配到各级缓存中,通过线程绑定以平衡核心负载,设计实现了一种访存高效的(l,d)-Motif发现线程级并行算法.实验结果表明,与已有的并行求解(l,d)-Motif发现算法相比,本文给出的算法更高效、具有较好的加速比和可扩展性,并且能够成功求解更长l的(l,d)-Motif发现问题.

       

      Abstract: By utilizing fully the shared L3 Cache, private L2 Cache and L1 Cache on the multi-core architecture, the produced large-scale data with the different combination of positions are distributed to the multi-level caches while the Modeling algorithm is used to solve (l,d)-Motif finding problem, and a cache-efficient thread-level parallel (l,d)-Motif finding algorithm is designed on multi-core computer by binding the threads to the cores to balance their computational loads. The experimental results show that, compared with the existing parallel algorithm to solve (l,d)-Motif finding problem, the presented algorithm is efficient and has good speedup and scalability, and it can solve successfully the (l,d)-Motif finding problem with longer l.

       

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