FleetRec: Large-Scale Recommendation Inference on Hybrid GPU-FPGA Clusters

Author:

Jiang Wenqi1,He Zhenhao1,Zhang Shuai1,Zeng Kai2,Feng Liang2,Zhang Jiansong2,Liu Tongxuan2,Li Yong2,Zhou Jingren2,Zhang Ce1,Alonso Gustavo1

Affiliation:

1. ETH Zurich, Zurich, Switzerland

2. Alibaba Group, Hangzhou, China

Publisher

ACM

Cited by 21 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Splitwise: Efficient Generative LLM Inference Using Phase Splitting;2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA);2024-06-29

2. F-TADOC: FPGA-Based Text Analytics Directly on Compression with HLS;2024 IEEE 40th International Conference on Data Engineering (ICDE);2024-05-13

3. Deep Learning Workload Scheduling in GPU Datacenters: A Survey;ACM Computing Surveys;2024-01-22

4. Co-design Hardware and Algorithm for Vector Search;Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis;2023-11-11

5. Hetero-Rec++: Modelling-based Robust and Optimal Deployment of Embeddings Recommendations;The Third International Conference on Artificial Intelligence and Machine Learning Systems;2023-10-25

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