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06/04/2023
Proteus: Simulating the Performance of Distributed DNN Training
DNN models are becoming increasingly larger to achieve unprecedented acc...
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01/10/2022
A Simulation Platform for Multi-tenant Machine Learning Services on Thousands of GPUs
Multi-tenant machine learning services have become emerging data-intensi...
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09/03/2021
Characterization and Prediction of Deep Learning Workloads in Large-Scale GPU Datacenters
Modern GPU datacenters are critical for delivering Deep Learning (DL) mo...
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02/19/2019
Optimizing Network Performance for Distributed DNN Training on GPU Clusters: ImageNet/AlexNet Training in 1.5 Minutes
It is important to scale out deep neural network (DNN) training for redu...
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01/13/2015