Search Results for author: Adam Belay

Found 2 papers, 0 papers with code

Treehouse: A Case For Carbon-Aware Datacenter Software

no code implementations6 Jan 2022 Thomas Anderson, Adam Belay, Mosharaf Chowdhury, Asaf Cidon, Irene Zhang

The end of Dennard scaling and the slowing of Moore's Law has put the energy use of datacenters on an unsustainable path.

Efficient Strong Scaling Through Burst Parallel Training

no code implementations19 Dec 2021 Seo Jin Park, Joshua Fried, Sunghyun Kim, Mohammad Alizadeh, Adam Belay

As emerging deep neural network (DNN) models continue to grow in size, using large GPU clusters to train DNNs is becoming an essential requirement to achieving acceptable training times.

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