Near-Storage Processing for Solid State Drive Based Recommendation Inference with SmartSSDs®

Author:

Soltaniyeh Mohammadreza1,Lagrange Moutinho Dos Reis Veronica2,Bryson Matt2,Yao Xuebin2,Martin Richard P.1,Nagarakatte Santosh1

Affiliation:

1. Rutgers University, New Brunswick, NJ, USA

2. Samsung Semiconductor, Inc., San Jose, CA, USA

Publisher

ACM

Reference28 articles.

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2. Phil Francisco . 2011. The Netezza Data Appliance Architecture: A Platform for High Performance Data Warehousing and Analytics. IBM Redbook ( 2011 ). Phil Francisco. 2011. The Netezza Data Appliance Architecture: A Platform for High Performance Data Warehousing and Analytics. IBM Redbook (2011).

3. Udit Gupta , Samuel Hsia , Vikram Saraph , Xiaodong Wang , Brandon Reagen , Gu-Yeon Wei , Hsien-Hsin S. Lee , David Brooks , and Carole-Jean Wu . 2020 a . DeepRecSys: A System for Optimizing End-To-End At-Scale Neural Recommendation Inference. In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA). 982--995 . https://doi.org/10.1109/ISCA45697.2020.00084 10.1109/ISCA45697.2020.00084 Udit Gupta, Samuel Hsia, Vikram Saraph, Xiaodong Wang, Brandon Reagen, Gu-Yeon Wei, Hsien-Hsin S. Lee, David Brooks, and Carole-Jean Wu. 2020 a. DeepRecSys: A System for Optimizing End-To-End At-Scale Neural Recommendation Inference. In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA). 982--995. https://doi.org/10.1109/ISCA45697.2020.00084

4. The Architectural Implications of Facebook's DNN-Based Personalized Recommendation

5. Malay Haldar , Mustafa Abdool , Prashant Ramanathan , Tao Xu , Shulin Yang , Huizhong Duan , Qing Zhang , Nick Barrow-Williams , Bradley C. Turnbull , Brendan M. Collins, and et al. 2019. Applying Deep Learning to Airbnb Search . Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Jul 2019 ). https://doi.org/10.1145/3292500.3330658 10.1145/3292500.3330658 Malay Haldar, Mustafa Abdool, Prashant Ramanathan, Tao Xu, Shulin Yang, Huizhong Duan, Qing Zhang, Nick Barrow-Williams, Bradley C. Turnbull, Brendan M. Collins, and et al. 2019. Applying Deep Learning to Airbnb Search. Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Jul 2019). https://doi.org/10.1145/3292500.3330658

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