具有外部存储器支持的基于地址的数据排序单元的优化

D. Mihhailov, A. Rjabov, V. Sklyarov, I. Skliarova, A. Sudnitson
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引用次数: 0

摘要

在众多的数据处理任务中,排序被认为是最重要的任务之一。排序仍然是一个很大的挑战,因为在合理的时间内处理越来越大的数据集的需求不断增加,因此要高效、快速地解决这个问题实际上变得越来越困难。可重构计算为在硬件环境下实现数据处理提供了一个有吸引力的选择,因为现场可编程门阵列(fpga)的使用允许消除具有预定义架构的处理器和图形处理单元(gpu)的设计限制。本文提出了一种利用外接DDR3标志存储器提高基于地址的数据排序单元性能的技术。实验结果表明,该方法可以有效地减少由于外部存储器的使用而带来的通信损失。
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Optimization of address-based data sorting unit with external memory support
Among numerous data processing tasks sorting is considered to be one of the most important. Sorting still poses a big challenge as it actually becomes harder to solve this problem efficiently and fast with the constant demand for processing of larger and larger data sets in a reasonable amount of time. Reconfigurable computing provides an attractive option for implementation of data processing in the context of hardware, as the use of Field Programmable Gate Arrays (FPGAs) allows to eliminate the design constraints of processors and graphics processing units (GPUs) with predefined architectures. In this paper a technique that improves the performance of the address-based data sorting unit with an external DDR3 flag memory is proposed. It is demonstrated that the proposed technique can efficiently reduce the communication penalties associated with the use of external memory.
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