SIF: Overcoming the limitations of SIMD devices via implicit permutation

SIMD公司 计算机科学 数据路径 并行计算 编译程序 管道(软件) 加速 架空(工程) 排列(音乐) 程序设计语言 声学 物理
作者
Libo Huang,Li Shen,Zhiying Wang,Wei Shi,Nong Xiao,Sheng Ma
标识
DOI:10.1109/hpca.2010.5416631
摘要

SIMD devices have gained widespread acceptance in modern microprocessor designs for their superior performance for multimedia applications. However, there are three remaining limitations to the efficient utilization of SIMD devices in general-purpose computer systems: memory alignment, data reorganization and control flow. This paper presents SIF, an efficient SIMD interface framework that addresses these three shortcomings without modifying existing ISA. It is designed around a permutation vector register file (PVRF) and it adds new extended instructions to set internal permutation state in SIMD datapath rather than putting the permutation state setting bits in every instruction. The implicit permutation capability provided by PVRF results in zero overhead, which frees the handling of three limitations by using permutation instructions. To further reduce the state setting instructions in SIMD datapath, a technique that moves the workloads from SIMD pipeline into scalar pipeline is also introduced. With the help of proposed compilation algorithm, SIF can efficiently transform regular SIMD codes into SIF codes which make it easily integrated in all existing SIMD devices. We implemented these techniques in a vectorizing compiler and experimental results show that most of the permutation overhead instructions can be eliminated and distinct performance speedup can be achieved, which is 37% higher than current SIMD techniques on average.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
死神发布了新的文献求助10
3秒前
4秒前
JamesPei应助晰默采纳,获得10
5秒前
6秒前
连南烟发布了新的文献求助10
6秒前
liu完成签到,获得积分20
7秒前
8秒前
ding应助dianazxd1212采纳,获得10
8秒前
在水一方应助lili888采纳,获得10
10秒前
wwn发布了新的文献求助10
10秒前
10秒前
苹果星星完成签到,获得积分10
11秒前
13秒前
Jing发布了新的文献求助10
13秒前
14秒前
16秒前
nana发布了新的文献求助20
16秒前
ding应助热心的丹雪采纳,获得10
16秒前
17秒前
柏笙笑发布了新的文献求助10
17秒前
17秒前
导师老八发布了新的文献求助10
17秒前
18秒前
weiyayayayayaya完成签到,获得积分10
18秒前
大个应助虚冰采纳,获得10
19秒前
Jing完成签到,获得积分10
20秒前
carly发布了新的文献求助10
22秒前
达不溜完成签到,获得积分10
23秒前
YYYH完成签到,获得积分10
23秒前
笨笨三德发布了新的文献求助10
23秒前
供货方发布了新的文献求助10
25秒前
小蘑菇应助dq采纳,获得10
28秒前
星辰大海应助供货方采纳,获得10
31秒前
无问西东发布了新的文献求助10
32秒前
123完成签到 ,获得积分10
33秒前
33秒前
努力独行者完成签到,获得积分10
37秒前
38秒前
流莺完成签到 ,获得积分10
39秒前
烟花应助笨笨三德采纳,获得10
40秒前
高分求助中
The Graphene Handbook (2019 Edition) 800
Signals, Systems, and Signal Processing 610
IEST-RP-CC018: Cleanroom Cleaning and Sanitization: Operating and Monitoring Procedures 600
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 600
久松真一著作集〈第5巻〉禅と芸術 500
Fundamentals of Modern Mathematics: A Practical Review (Dover Books on Mathematics) 500
Cold War Transcended: Australia's China Policy, 1949-1990 470
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6598482
求助须知:如何正确求助?哪些是违规求助? 8368024
关于积分的说明 17911291
捐赠科研通 5752341
什么是DOI,文献DOI怎么找? 2953724
邀请新用户注册赠送积分活动 1928969
关于科研通互助平台的介绍 1823693