浮点融合点积单元的改进架构

Jongwook Sohn, E. Swartzlander
{"title":"浮点融合点积单元的改进架构","authors":"Jongwook Sohn, E. Swartzlander","doi":"10.1109/ARITH.2013.26","DOIUrl":null,"url":null,"abstract":"This paper presents improved architectures for a floating-point fused two-term dot product unit. The floating-point fused dot product unit is useful for a wide variety of digital signal processing (DSP) applications including complex multiplication and fast Fourier transform (FFT) and discrete cosine transform (DCT) butterfly operations. In order to improve the performance, a new alignment scheme, early normalization, a four-input leading zero anticipation (LZA), a dual-path algorithm, and pipelining are applied. The proposed designs are implemented for single precision and synthesized with a 45nm standard cell library. The proposed dual-path design reduces the latency by 25% compared to the traditional floating-point fused dot product unit. Based on a data flow analysis, the proposed design can be split into three pipeline stages. Since the latencies of the three stages are fairly well balanced, the throughput is increased by a factor of 2.8 compared to the non-pipelined dual-path design.","PeriodicalId":211528,"journal":{"name":"2013 IEEE 21st Symposium on Computer Arithmetic","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"42","resultStr":"{\"title\":\"Improved Architectures for a Floating-Point Fused Dot Product Unit\",\"authors\":\"Jongwook Sohn, E. Swartzlander\",\"doi\":\"10.1109/ARITH.2013.26\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents improved architectures for a floating-point fused two-term dot product unit. The floating-point fused dot product unit is useful for a wide variety of digital signal processing (DSP) applications including complex multiplication and fast Fourier transform (FFT) and discrete cosine transform (DCT) butterfly operations. In order to improve the performance, a new alignment scheme, early normalization, a four-input leading zero anticipation (LZA), a dual-path algorithm, and pipelining are applied. The proposed designs are implemented for single precision and synthesized with a 45nm standard cell library. The proposed dual-path design reduces the latency by 25% compared to the traditional floating-point fused dot product unit. Based on a data flow analysis, the proposed design can be split into three pipeline stages. Since the latencies of the three stages are fairly well balanced, the throughput is increased by a factor of 2.8 compared to the non-pipelined dual-path design.\",\"PeriodicalId\":211528,\"journal\":{\"name\":\"2013 IEEE 21st Symposium on Computer Arithmetic\",\"volume\":\"12 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-04-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"42\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 IEEE 21st Symposium on Computer Arithmetic\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ARITH.2013.26\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE 21st Symposium on Computer Arithmetic","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ARITH.2013.26","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 42

摘要

提出了一种改进的浮点融合两项点积单元结构。浮点融合点积单元可用于各种数字信号处理(DSP)应用,包括复杂乘法和快速傅立叶变换(FFT)和离散余弦变换(DCT)蝴蝶运算。为了提高性能,采用了一种新的对齐方案、早期归一化、四输入前导零预判(LZA)、双路径算法和流水线。所提出的设计实现了单精度,并与45nm标准细胞库合成。与传统的浮点融合点积单元相比,所提出的双路径设计将延迟降低了25%。基于数据流分析,提出的设计可分为三个管道阶段。由于三个阶段的延迟相当平衡,因此与非流水线双路径设计相比,吞吐量增加了2.8倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Improved Architectures for a Floating-Point Fused Dot Product Unit
This paper presents improved architectures for a floating-point fused two-term dot product unit. The floating-point fused dot product unit is useful for a wide variety of digital signal processing (DSP) applications including complex multiplication and fast Fourier transform (FFT) and discrete cosine transform (DCT) butterfly operations. In order to improve the performance, a new alignment scheme, early normalization, a four-input leading zero anticipation (LZA), a dual-path algorithm, and pipelining are applied. The proposed designs are implemented for single precision and synthesized with a 45nm standard cell library. The proposed dual-path design reduces the latency by 25% compared to the traditional floating-point fused dot product unit. Based on a data flow analysis, the proposed design can be split into three pipeline stages. Since the latencies of the three stages are fairly well balanced, the throughput is increased by a factor of 2.8 compared to the non-pipelined dual-path design.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Numerical Reproducibility and Accuracy at ExaScale Truncated Logarithmic Approximation Comparison between Binary64 and Decimal64 Floating-Point Numbers Split-Path Fused Floating Point Multiply Accumulate (FPMAC) Precision, Accuracy, and Rounding Error Propagation in Exascale Computing
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1