DLPlib: A library for deep learning processor

HY Lan, LY Wu, X Zhang, JH Tao, XY Chen… - Journal of Computer …, 2017 - Springer
… In this work, we propose DLPlib, a low-level library for deep learning processors to bridge
the gap between the hardware and the programmers. In DLPLib, all data are represented as …

Various frameworks and libraries of machine learning and deep learning: a survey

Z Wang, K Liu, J Li, Y Zhu, Y Zhang - Archives of computational methods in …, 2019 - Springer
… Lan [49] and others developed DLPlib as a hardware-oriented library and designed … deep
learning processors for nearly two years, from KNL (Knignts Landing) to Nervana processors […

FlexPDA: A Flexible Programming Framework for Deep Learning Accelerators

L Liu, X Ma, HX Liu, GL Li, L Liu - Journal of Computer Science and …, 2022 - Springer
DLPlib, a low-level library, provides a series of efficient and versatile programming interfaces
for accelerating various deep learning … for deep learning networks on CPU. Vasilache et al.[…

ZhuQue: a neural network programming model based on labeled data layout

W Du, L Wu, X Chen, Y Zhuang, T Zhi - Advanced Parallel Processing …, 2019 - Springer
… , deep learning algorithms are computing intensive and memory intensive. The traditional
way of relying on CPU … -layer neural networks, the reason ZhuQue is faster than DLPlib is that …

Tetris: A Heuristic Static Memory Management Framework for Uniform Memory Multicore Neural Network Accelerators

XB Chen, H Qi, SH Peng, YM Zhuang, T Zhi… - Journal of Computer …, 2022 - Springer
… memory usage of neural networks between GPU and CPU memories. The … We use the
upgraded version of DLPlib[32… DLPlib: A library for deep learning processor. Journal of Computer …

Research on the Big Data Intelligent Application

Z Yan, G Wensi, Z Yanling, S Maosheng… - Journal of Physics …, 2020 - iopscience.iop.org
… tools, specialized algorithm libraries and visual presentation … The specialized algorithm
libraries make unified invocation … performance computing, deep learning and other customized …

… -Jia Xue, and Yin Jia (386) Developer Role Evolution in Open Source Software Ecosystem: An Explanatory Study on GNOME.................................................................. Can …

X Zhang, JH Tao, XY Chen, BR Wang… - Journal of …, 2017 - search.proquest.com
… Martin ( 430 ) Temporally Consistent Depth Map Prediction Using Deep Convolutional Neural
Network and Spatial-Temporal Conditional Random Field . . . . . . . . . . . . . . . . . . . . . . . . . . . . . …

[PDF][PDF] QingLong: 一种基于常变量异步拷贝的神经网络编程模型

杜伟健, 陈云霁, 支天, 吴林阳, 陈小兵… - CHINESE JOURNAL OF …, 2020 - cjc.ict.ac.cn
… application,the traditional CPU processor is not suitable for … DLPlib 和QingLong 的三 个
版本. 四个对象的区别如表2所示. … is the programming library of the neural network accelerator. …

[PDF][PDF] 低熵云计算系统

徐志伟, 李春典 - 中国科学: 信息科学, 2017 - scis.scichina.com
… 云中的DLPlib 自动完成从Caffe 或TensorFlow 应用到手工程序的变换; 在TensorFlow 对CPU
通用… DLPlib: a library for deep learning processor. J Comput Sci Technol, 2017, 32: 286–296 …

VTensor: 使用虚拟张量构建布局不感知的AI 编程框架

俞峰, 赵家程, 崔慧敏, 冯晓兵, 薛京灵 - 计算机科学技术学报, 2023 - jcst.ict.ac.cn
… locality; therefore the deep neural network library has a convention on … this paper, we focus
on deep learning inference. To … For the CPU and GPU platforms we evaluate, we follow the …