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Round-Based Mechanism and Job Packing with Model-Similarity-Based Policy for Scheduling DL Training in GPU Cluster

Graphics Processing Units (GPUs) are employed for their parallel processing capabilities, which are essential to train deep learning (DL) models with large datasets within a reasonable time. However, the diverse GPU architectures exhibit variability in training performance depending on DL models. Fu...

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Principais autores: Panissara Thanapol, Kittichai Lavangnananda, Franck Leprévost, Arnaud Glad, Julien Schleich, Pascal Bouvry
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2024-03-01
Serier:Applied Sciences
Fag:
deep learning
deep learning training
distributed training
GPU cluster
job packing
round-based mechanism
Online adgang:https://www.mdpi.com/2076-3417/14/6/2349
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