Resource Heterogeneity-Aware and Utilization-Enhanced Scheduling for Deep Learning Clusters

Resource Heterogeneity-Aware and Utilization-Enhanced Scheduling for Deep Learning Clusters

13 March 2025

Papers citing "Resource Heterogeneity-Aware and Utilization-Enhanced Scheduling for Deep Learning Clusters"

12 / 12 papers shown

Title
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data Yihe Zhang Bryce Turney Purushottam Sigdel Xu Yuan Eric Rappin ... Lu Peng Sercan Aygün Yazhou Tu M. H. Najafi N. Tzeng 116 1 0 11 Dec 2024
Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning Pengfei Zheng Rui Pan Tarannum Khan Shivaram Venkataraman Aditya Akella 71 20 0 30 Sep 2022
Characterization and Prediction of Deep Learning Workloads in Large-Scale GPU Datacenters Qi Hu Peng Sun Shengen Yan Yonggang Wen Tianwei Zhang 3DH GNN 51 131 0 03 Sep 2021
Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads Deepak Narayanan Keshav Santhanam Fiodar Kazhamiaka Amar Phanishayee Matei A. Zaharia 53 210 0 20 Aug 2020
Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads Myeongjae Jeon Shivaram Venkataraman Amar Phanishayee Junjie Qian Wencong Xiao Fan Yang GNN 65 353 0 17 Jan 2019
Towards Large Scale Training Of Autoencoders For Collaborative Filtering Abdallah Moussawi BDL 33 8 0 30 Aug 2018
Online Job Scheduling in Distributed Machine Learning Clusters Yixin Bao Size Zheng Chuan Wu Zongpeng Li 53 110 0 03 Jan 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 894 6,788 0 26 Sep 2016
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 308 2,859 0 26 Sep 2016
Multi30K: Multilingual English-German Image Descriptions Desmond Elliott Stella Frank K. Simaán Lucia Specia VLM 128 588 0 02 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015