Removing Host Interventions from GPU Accelerated Neural Network

被引：0

作者：

Yoo, Jeongjoon ^{[1
]}

Oh, Kyongjoo ^{[1
]}

Jun, Jaehee ^{[1
]}

Cho, Hoonhee ^{[1
]}

Kim, Kyeongmin ^{[1
]}

机构：

[1] Samsung Elect, Suwon, South Korea

来源：

2023 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, ICCE | 2023年

关键词：

OpenCL; GPU; Neural Network; Performance; Delegator; Host intervention;

D O I：

10.1109/ICCE56470.2023.10043523

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this paper, we present a novel scheme removing host interventions from OpenCL execution in GPUaccelerated neural network. Our scheme must satisfy two folds; i) remove host interventions between CPU and GPU interactions, ii) use previous OpenCL kernels without modification. To do so, we propose a Delegator-based OpenCL execution method providing a good solution in such situation. Experimental result shows that our scheme reduces execution latency into 0.43.

引用

页数：2

共 50 条

[1] GPU-accelerated artificial neural network potential for molecular dynamics simulation
Zhang, Meng
Hibi, Koki
Inoue, Junya
COMPUTER PHYSICS COMMUNICATIONS, 2023, 285
[2] A GPU-accelerated cortical neural network model for visually guided robot navigation
Beyeler, Michael
Oros, Nicolas
Dutt, Nikil
Krichmar, Jeffrey L.
NEURAL NETWORKS, 2015, 72 : 75 - 87
[3] Noise Removing from Web Pages Using Neural Network
Htwe, Thanda
Hla, Khin Haymar Saw
2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 1, 2010, : 281 - 285
[4] GPU-accelerated differential dependency network analysis
Speyer, Gil
Rodriguez, Juan J.
Bencomo, Tomas
Kim, Seungchan
2018 26TH EUROMICRO INTERNATIONAL CONFERENCE ON PARALLEL, DISTRIBUTED, AND NETWORK-BASED PROCESSING (PDP 2018), 2018, : 410 - 414
[5] SPEED-UP OF OBJECT DETECTION NEURAL NETWORK WITH GPU
Fukagai, Takuya
Maeda, Kyosuke
Tanabe, Satoshi
Shirahata, Koichi
Tomita, Yasumoto
Ike, Atsushi
Nakagawa, Akira
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2018, : 301 - 305
[6] Redundant Network Traffic Elimination with GPU Accelerated Rabin Fingerprinting
Sun, Jianhua
Chen, Hao
He, Ligang
Tan, Huailiang
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2016, 27 (07) : 2130 - 2142
[7] Accelerating anomaly-based IDS using Neural Network on GPU
Nguyen Thi Thanh Van
Tran Ngoc Thinh
2015 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND APPLICATIONS (ACOMP), 2015, : 67 - 74
[8] Forecasting large scale conditional volatility and covariance using neural network on GPU
Xianggao Cai
Guoming Lai
Xiaola Lin
The Journal of Supercomputing, 2013, 63 : 490 - 507
[9] QuanDA: GPU AcceleratedQuantitative Deep Neural Network Analysis
Naseer, Mahum
Hasan, Osman
Shafique, Muhammad
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2023, 28 (06)
[10] Forecasting large scale conditional volatility and covariance using neural network on GPU
Cai, Xianggao
Lai, Guoming
Lin, Xiaola
JOURNAL OF SUPERCOMPUTING, 2013, 63 (02) : 490 - 507

← 1 2 3 4 5 →