RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns-Reference-Cited by-同舟云学术

RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns

Published:2023-03-25 Issue: Volume:1 Page:268-286
ISSN:
Container-title:Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 4
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Short-container-title:

Author:

Pan Zaifeng¹^ORCID,Zheng Zhen²^ORCID,Zhang Feng¹^ORCID,Wu Ruofan¹^ORCID,Liang Hao²^ORCID,Wang Dalin¹^ORCID,Qiu Xiafei²^ORCID,Bai Junjie²^ORCID,Lin Wei²^ORCID,Du Xiaoyong¹^ORCID

Affiliation:

1. Renmin University of China, Beijing, Beijing, China

2. Alibaba Group, Hangzhou, Zhejiang, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3623278.3624761

Reference83 articles.

1. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. Tensorflow: A system for large-scale machine learning. In Kimberly Keeton and Timothy Roscoe, editors, 12th USENIX OSDI 2016, pages 265--283. USENIX Association, 2016.

2. Accelerating recommendation system training by leveraging popular choices

3. Alibaba. Alibaba/DeepRec. https://github.com/alibaba/DeepRec, 2023.

4. Qiwei Chen, Changhua Pei, Shanshan Lv, Chao Li, Junfeng Ge, and Wenwu Ou. End-to-end user behavior retrieval in click-through rateprediction model. CoRR, abs/2108.04468, 2021.

5. Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Q. Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy. TVM: an automated end-to-end optimizing compiler for deep learning. In Andrea C. Arpaci-Dusseau and Geoff Voelker, editors, 13th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2018, Carlsbad, CA, USA, October 8--10, 2018, pages 578--594. USENIX Association, 2018.