A Novel Multi-CPU/GPU Collaborative Computing Framework for SGD-based Matrix Factorization

Author:

Huang Yizhi1,Yin Yanlong2,Liu Yan3,He Shuibing4,Bai Yang3,Li Renfa3

Affiliation:

1. Hunan University, Zhejiang Lab, China

2. Zhejiang Lab, China

3. Hunan University, China

4. Zhejiang University, China

Funder

National Natural Science Foundation of China

Xiangjiang Artificial Intelligence Academy

Zhejiang Lab

Publisher

ACM

Reference29 articles.

1. AMD. 2021. AMD ROCm™ Open Ecosystem. Website. https://www.amd.com/en/graphics/servers-solutions-rocm. AMD. 2021. AMD ROCm™ Open Ecosystem. Website. https://www.amd.com/en/graphics/servers-solutions-rocm.

2. A Fast Parallel Stochastic Gradient Method for Matrix Factorization in Shared Memory Systems

3. Intel Coorporation. 2013. An Introduction to the Intel® QuickPath Interconnect. https://www.intel.com/content/www/us/en/io/quickpath-technology/quick-path-interconnect-introduction-paper.html. Intel Coorporation. 2013. An Introduction to the Intel® QuickPath Interconnect. https://www.intel.com/content/www/us/en/io/quickpath-technology/quick-path-interconnect-introduction-paper.html.

4. Intel Coorporation. 2017. Intel® Performance Counter Monitor - A Better Way to Measure CPU Utilization. https://software.intel.com/content/www/us/en/develop/articles/intel-performance-counter-monitor.html. Intel Coorporation. 2017. Intel® Performance Counter Monitor - A Better Way to Measure CPU Utilization. https://software.intel.com/content/www/us/en/develop/articles/intel-performance-counter-monitor.html.

5. Intel Coorporation. 2019. SECOND GENERATION Intel® Xeon®Scalable Processors. https://www.intel.com/content/www/us/en/products/docs/processors/xeon/2nd-gen-xeon-scalable-datasheet-vol-1.html. Intel Coorporation. 2019. SECOND GENERATION Intel® Xeon®Scalable Processors. https://www.intel.com/content/www/us/en/products/docs/processors/xeon/2nd-gen-xeon-scalable-datasheet-vol-1.html.

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