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Performance Evaluation of 3D Optoelectronic Computer Architectures Based on the FFT and Sorting Benchmarks

机译:基于FFT和排序基准的3D光电计算机体系结构性能评估。

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摘要

Optical interconnections can achieve greater data rates and lower power consumption than electronic. Yet, no computers featuring such interconnections have been demonstrated. It is projected that the first such computers will be composed of a stack of arrays of electronic processing elements, each one connected to its neighbors using free space optics. This architecture is called a 3D optoelectronic computer. Due to the SIMD nature of the processing element arrays, this architecture is be better suited for problems requiring massive parallelism. In this paper, we use a set of FFT and integer sorting benchmarks to evaluate the performance of such architectures and compare it with the best parallel supercomputers. For each benchmark we develop a suitable architecture and implementation of the algorithm. We calculate its performance based on the communication data rate between neighboring arrays and the performance of the electronic processing elements. We show that such architectures can outperform electronic supercomputers in both cases.
机译:与电子设备相比,光互连可以实现更高的数据速率和更低的功耗。然而,尚未展示具有这种互连的计算机。预计第一台这样的计算机将由一堆电子处理元件的阵列组成,每个电子处理元件使用自由空间光学器件连接到其邻居。这种架构称为3D光电计算机。由于处理元件阵列的SIMD性质,此体系结构更适合需要大量并行处理的问题。在本文中,我们使用一组FFT和整数排序基准来评估此类体系结构的性能,并将其与最佳并行超级计算机进行比较。对于每个基准,我们都开发了合适​​的算法架构和实现。我们基于相邻阵列之间的通信数据速率和电子处理元件的性能来计算其性能。我们证明,在两种情况下,此类体系结构都可以胜过电子超级计算机。

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