Datapath synthesis for overclocking: Online arithmetic for latency-accuracy trade-offs

Kan Shi, D. Boland, Edward A. Stott, Samuel Bayliss, G. Constantinides
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引用次数: 21

Abstract

Digital circuits are currently designed to ensure timing closure. Releasing this constraint by allowing timing violations could lead to significant performance improvements, but conventional forms of computer arithmetic do not fail gracefully when pushed beyond deterministic operation. In this paper we take a fresh look at Online Arithmetic, originally proposed for digit serial operation, and synthesize unrolled digit parallel online operators to allow for graceful degradation. We quantify the impact of timing violation on key arithmetic primitives, and show that substantial performance benefits can be obtained in comparison to binary arithmetic. Since timing errors are caused by long carry chains, these result in errors in least significant digits with online arithmetic, causing less impact than conventional implementations. Using analytical models and empirical FPGA results from an image processing application, we demonstrate an error reduction over 89% and an improvement in SNR of over 20dB for the same clock rate.
用于超频的数据路径综合:延迟-精度权衡的在线算法
目前设计的数字电路是为了保证定时闭合。通过允许时间冲突来释放这个约束可能会显著提高性能,但是当超越确定性操作时,传统形式的计算机算法不会优雅地失败。在本文中,我们重新审视了在线算法,最初提出的数字串行运算,并综合展开数字并行在线算子,以允许优雅的退化。我们量化了时间冲突对关键算术原语的影响,并表明与二进制算术相比,可以获得实质性的性能优势。由于时间错误是由长进位链引起的,因此这会导致在线算法中最低有效数字的错误,造成的影响比传统实现要小。利用分析模型和来自图像处理应用的经验FPGA结果,我们证明了在相同时钟速率下误差降低超过89%,信噪比提高超过20dB。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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