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

[31] Novel accelerated methods for convolution neural network with matrix core
Yijie Guo
Lu Lu
Songxiang Zhu
The Journal of Supercomputing, 2023, 79 : 19547 - 19573
[32] Accelerated Parallelizable Neural Network Learning Algorithm for Speech Recognition
Yu, Dong
Deng, Li
12TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2011 (INTERSPEECH 2011), VOLS 1-5, 2011, : 2292 - 2295
[33] Accelerated gradient learning algorithm for neural network weights update
Hocenski, Zeljko
Antunoviae, Mladen
Filko, Damir
NEURAL COMPUTING & APPLICATIONS, 2010, 19 (02) : 219 - 225
[34] Neuromorphic Neural Network Parallelization on CUDA Compatible GPU for EEG Signal Classification
Bako, Laszlo
Kolcsar, Arpad-Zoltan
Brassal, Sandor-Tihamer
Marton, Laszlo-Ferenc
Losonczi, Lajos
2012 SIXTH UKSIM/AMSS EUROPEAN SYMPOSIUM ON COMPUTER MODELLING AND SIMULATION (EMS), 2012, : 359 - 364
[35] Research on Stock Forecasting Based on GPU and Complex-Valued Neural Network
Jia, Lina
Yang, Bin
Zhang, Wei
INTELLIGENT COMPUTING THEORIES AND APPLICATION, PT II, 2018, 10955 : 120 - 128
[36] Large-scale neural circuit mapping data analysis accelerated with the graphical processing unit (GPU)
Shi, Yulin
Veidenbaum, Alexander V.
Nicolau, Alex
Xu, Xiangmin
JOURNAL OF NEUROSCIENCE METHODS, 2015, 239 : 1 - 10
[37] GPU ACCELERATED VIEW SYNTHESIS FROM MULTIPLE RGB-D IMAGES
Park, Anjin
Kim, Jinwook
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 573 - 576
[38] A Parallel Probabilistic Neural Network ECG Recognition Architecture over GPU Platforms
Phaudphut, Comdet
So-In, Chakchai
Phusomsai, Warintorn
2016 13TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE), 2016, : 30 - 36
[39] GWVT: A GPU Maritime Vessel Tracker based on the Wisard Weightless Neural Network
Moreira, Rodrigo da Silva
Favilla Ebecken Affiliation, Nelson Francisco
2017 COMPUTING CONFERENCE, 2017, : 738 - 743
[40] GPU Accelerated FDTD Solver Algorithm for Radiation from MMIC Passive Components
Morita, Nagayoshi
2013 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICSC), 2013, : 92 - 97

← 1 2 3 4 5 →