tf.data: A Machine Learning Data Processing Framework

tf.data: A Machine Learning Data Processing Framework

28 January 2021

Papers citing "tf.data: A Machine Learning Data Processing Framework"

13 / 13 papers shown

Title
Mixtera: A Data Plane for Foundation Model Training Maximilian Böther Xiaozhe Yao Tolga Kerimoglu Ana Klimovic Viktor Gsteiger Ana Klimovic MoE 101 0 0 27 Feb 2025
Data Analysis Prediction over Multiple Unseen Datasets: A Vector Embedding Approach Andreas Loizou Dimitrios Tsoumakos 43 0 0 24 Feb 2025
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey Noah Lewis J. L. Bez Suren Byna 57 0 0 16 Apr 2024
Bullion: A Column Store for Machine Learning Gang Liao Ye Liu Jianjun Chen Daniel J. Abadi 32 5 0 13 Apr 2024
tf.data service: A Case for Disaggregating ML Input Data Processing Andrew Audibert Yangrui Chen D. Graur Ana Klimovic Jiří Šimša C. A. Thekkath 42 16 0 26 Oct 2022
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores Arsany Guirguis Diana Petrescu Florin Dinu D. Quoc Javier Picorel R. Guerraoui 40 0 0 16 Oct 2022
L3: Accelerator-Friendly Lossless Image Format for High-Resolution, High-Throughput DNN Training Jonghyun Bae W. Baek Tae Jun Ham Jae W. Lee 22 1 0 18 Aug 2022
Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines Alexander Isenko R. Mayer Jeffrey Jedele Hans-Arno Jacobsen 19 23 0 17 Feb 2022
Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines Michael Kuchnik Ana Klimovic Jiří Šimša Virginia Smith George Amvrosiadis 56 30 0 07 Nov 2021
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training Mark Zhao Niket Agarwal Aarti Basant B. Gedik Satadru Pan ... Kevin Wilfong Harsha Rastogi Carole-Jean Wu Christos Kozyrakis Parikshit Pol GNN 31 70 0 20 Aug 2021
Clairvoyant Prefetching for Distributed Machine Learning I/O Nikoli Dryden Roman Böhringer Tal Ben-Nun Torsten Hoefler 31 55 0 21 Jan 2021
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016