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FlexShard: Flexible Sharding for Industry-Scale Sequence Recommendation Models


Jan 08, 2023
Geet Sethi, Pallab Bhattacharya, Dhruv Choudhary, Carole-Jean Wu, Christos Kozyrakis

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RecD: Deduplication for End-to-End Deep Learning Recommendation Model Training Infrastructure


Nov 14, 2022
Mark Zhao, Dhruv Choudhary, Devashish Tyagi, Ajay Somani, Max Kaplan, Sung-Han Lin, Sarunya Pumma, Jongsoo Park, Aarti Basant, Niket Agarwal, Carole-Jean Wu, Christos Kozyrakis

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RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation


Jan 25, 2022
Geet Sethi, Bilge Acun, Niket Agarwal, Christos Kozyrakis, Caroline Trippel, Carole-Jean Wu

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Understanding and Co-designing the Data Ingestion Pipeline for Industry-Scale RecSys Training


Aug 20, 2021
Mark Zhao, Niket Agarwal, Aarti Basant, Bugra Gedik, Satadru Pan, Mustafa Ozdal, Rakesh Komuravelli, Jerry Pan, Tianshu Bao, Haowei Lu, Sundaram Narayanan, Jack Langman, Kevin Wilfong, Harsha Rastogi, Carole-Jean Wu, Christos Kozyrakis, Parik Pol

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INFaaS: Managed & Model-less Inference Serving


May 30, 2019
Francisco Romero, Qian Li, Neeraja J. Yadwadkar, Christos Kozyrakis

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Learning Memory Access Patterns


Mar 06, 2018
Milad Hashemi, Kevin Swersky, Jamie A. Smith, Grant Ayers, Heiner Litz, Jichuan Chang, Christos Kozyrakis, Parthasarathy Ranganathan

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