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Data Reuse in Sliding Window Operations Base on Storing Block Targeted Hardware Compilation

机译:基于存储块目标硬件编译的滑动窗口操作中的数据重用

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摘要

A memory architecture is proposed to automatically explore the design space consisting of data reuse for sliding window applications, in the context of FPGAtargeted hardware compilation. Sliding window operator is widely used in the typical applications on reconfigurable system, such as image processing, pattern recognition and digital signal processing, etc. But the sliding window circuit generated by reconfigurable compiler system is not so efficiency, limited by redundant storage, waiting operation and so on. In this paper, we present a block-based storage data reuse method to increases data throughput in sliding window applications. Through parallel access the window data, our method can reduce memory access time and improve the performance of hardware circuit. Experiments show that in three typical applications of sliding window, this approach can achieve accelerating of sliding window circuit, the performance of the program enhances 6.5-7.9 times.
机译:提出了一种存储器架构,以在以FPGA为目标的硬件编译的情况下,自动探索由滑动窗口应用程序的数据重用组成的设计空间。滑动窗口运算符在可重配置系统的典型应用中被广泛使用,例如图像处理,模式识别和数字信号处理等。但是,可重构编译器系统生成的滑动窗口电路效率不高,受冗余存储,等待操作的限制等等。在本文中,我们提出了一种基于块的存储数据重用方法,以提高滑动窗口应用程序中的数据吞吐量。通过并行访问窗口数据,我们的方法可以减少存储器访问时间并提高硬件电路的性能。实验表明,在滑动窗的三个典型应用中,该方法可以实现滑动窗电路的加速,程序性能提高了6.5-7.9倍。

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