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Mesh Tensorflow Deep Learning For Supercomputers PDF

10 Pages·2020·English
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by ['Jose Antonio Freyre Zavala']| 2020| 10 pages| English

About Mesh Tensorflow Deep Learning For Supercomputers

This document summarizes a research paper on Mesh-TensorFlow, a framework for specifying distributed tensor computations on supercomputers. Mesh-TensorFlow generalizes data-parallel training by allowing tensors to be split across arbitrary dimensions of a multidimensional processor mesh, rather than just the batch dimension. This makes it possible to efficiently train very large models using hybrid data and model parallelism. The authors demonstrate training Transformer models with billions of parameters on TPU clusters using Mesh-TensorFlow.

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Author:['Jose Antonio Freyre Zavala']
Publication Year:2020
Pages:10
Language:English
Format:PDF
Price:FREE
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