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Why Dataset Properties Bound the Scalability of Parallel Machine Learning Training Algorithms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2021, 卷号: 32, 期号: 7, 页码: 1702-1712
作者:  Cheng, Daning;  Li, Shigang;  Zhang, Hanping;  Xia, Fen;  Zhang, Yunquan
收藏  |  浏览/下载：35/0  |  提交时间：2021/12/01
Training  Scalability  Machine learning  Machine learning algorithms  Stochastic processes  Task analysis  Upper bound  Parallel training algorithms  training dataset  scalability  stochastic optimization methods  
WP-SGD: Weighted parallel SGD for distributed unbalanced-workload training system 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2020, 卷号: 145, 页码: 202-216
作者:  Cheng Daning;  Li Shigang;  Zhang Yunquan
收藏  |  浏览/下载：48/0  |  提交时间：2020/12/10
SGD  Unbalanced workload  SimuParallel SGD  Distributed system  
Automatic Generation of High-Performance FFT Kernels on Arm and X86 CPUs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2020, 卷号: 31, 期号: 8, 页码: 1925-1941
作者:  Li, Zhihao;  Jia, Haipeng;  Zhang, Yunquan;  Chen, Tun;  Yuan, Liang;  Vuduc, Richard
收藏  |  浏览/下载：56/0  |  提交时间：2020/12/10
AutoFFT  FFT  code generation  template  DFT  
Efficient parallel optimizations of a high-performance SIFT on GPUs 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2019, 卷号: 124, 页码: 78-91
作者:  Li, Zhihao;  Jia, Haipeng;  Zhang, Yunquan;  Liu, Shice;  Li, Shigang;  Wang, Xiao;  Zhang, Hao
收藏  |  浏览/下载：73/0  |  提交时间：2019/04/03
HartSift  SIFT  CPU  High performance  Feature extraction  
Cache-Oblivious MPI All-to-All Communications Based on Morton Order 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2018, 卷号: 29, 期号: 3, 页码: 542-555
作者:  Li, Shigang;  Zhang, Yunquan;  Hoefler, Torsten
收藏  |  浏览/下载：50/0  |  提交时间：2019/12/10
cache-oblivious algorithms  collective communication  NUMA  MPI_Alltoall  MPI_Allgather  neighborhood collectives  
Hybrid-optimization strategy for the communication of large-scale Kinetic Monte Carlo simulation 期刊论文
COMPUTER PHYSICS COMMUNICATIONS, 2017, 卷号: 211, 页码: 113-123
作者:  Wu, Baodong;  Li, Shigang;  Zhang, Yunquan;  Nie, Ningming
收藏  |  浏览/下载：43/0  |  提交时间：2019/12/12
Kinetic Monte Carlo  Communication aggregation  Shared memory  Neighborhood collectives  
Kernel optimization for short-range molecular dynamics 期刊论文
COMPUTER PHYSICS COMMUNICATIONS, 2017, 卷号: 211, 页码: 31-40
作者:  Hu Changjun;  Wang Xianmeng;  Li Jianjiang;  He Xinfu;  Li Shigang;  Feng Yangde;  Yang Shaofeng;  Bai He
收藏  |  浏览/下载：57/0  |  提交时间：2019/12/12
Molecular Dynamics  OpenMP  SIMD  MIC  
A Cross-Platform SpMV Framework on Many-Core Architectures 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2016, 卷号: 13, 期号: 4, 页码: 25
作者:  Zhang, Yunquan;  Li, Shigang;  Yan, Shengen;  Zhou, Huiyang
收藏  |  浏览/下载：38/0  |  提交时间：2019/12/12
SpMV  segmented scan  BCCOO  OpenCL  CUDA  GPU  Intel MIC  parallel algorithms  
Parallel Processing Systems for Big Data: A Survey 期刊论文
PROCEEDINGS OF THE IEEE, 2016, 卷号: 104, 期号: 11, 页码: 2114-2136
作者:  Zhang, Yunquan;  Cao, Ting;  Li, Shigang;  Tian, Xinhui;  Yuan, Liang;  Jia, Haipeng;  Vasilakos, Athanasios V.
收藏  |  浏览/下载：55/0  |  提交时间：2019/12/13
Big data  machine learning  MapReduce  parallel processing  SQL  survey