通过特定于设备的优化来推动线性投影设计的性能边界(仅抽象)

R. Duarte, C. Bouganis
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引用次数: 1

摘要

制造工艺的不断扩大,加上对高性能设计的需求不断增长,意味着对所有设备进行相同处理的时代即将结束。提出的工作考虑面向设备的优化,以便通过关注算术运算符的超频进一步提高线性投影设计的性能。提出了一种在FPGA上加速线性投影设计的方法,该方法将超频条件下硬件性能的信息引入到应用层。该方法的新颖之处在于对最容易出错的算术运算符进行预表征,并在设计的高级优化过程中利用这些信息。这导致了一组电路设计,以最小的误差实现更高的吞吐量。FPGA器件适合这种优化,因为它们的可重构特性允许在最终系统设计之前对底层结构进行性能表征。报告的结果表明,当考虑到这种特定设备的优化时,可以实现系统性能的显着提升,即与现有方法相比,吞吐量的速度提高了1.85倍。
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Pushing the performance boundary of linear projection designs through device specific optimisations (abstract only)
The continuous scaling of the fabrication process combined with the ever increasing need of high performance designs, means that the era of treating all devices the same is about to come to an end. The presented work considers device oriented optimisations in order to further boost the performance of a Linear Projection design by focusing on the over-clocking of arithmetic operators. A methodology is proposed for the acceleration of Linear Projection designs on an FPGA, that introduces information about the performance of the hardware under over-clocking conditions to the application level. The novelty of this method is a pre-characterisation of the most prone to error arithmetic operators and the utilisation of this information in the high-level optimization process of the design. This results in a set of circuit designs that achieve higher throughput with minimum error. FPGA devices are suitable for such optimisations due to their reconfigurability feature that allows performance characterisation of the underlying fabric prior to the design of the final system. The reported results show that significant gains in the performance of the system can be achieved, i.e. up to 1.85 times speed up in the throughput compared to existing methodologies, when such device specific optimisation is considered.
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