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You're reading from  Accelerate Model Training with PyTorch 2.X

Product typeBook
Published inApr 2024
Reading LevelIntermediate
PublisherPackt
ISBN-139781805120100
Edition1st Edition
Languages
Python
Tools
PyTorch
Concepts
Machine Learning
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Author (1)
Maicon Melo Alves
Maicon Melo Alves
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Maicon Melo Alves

Dr. Maicon Melo Alves is a senior system analyst and academic professor specialized in High Performance Computing (HPC) systems. In the last five years, he got interested in understanding how HPC systems have been used to leverage Artificial Intelligence applications. To better understand this topic, he completed in 2021 the MBA in Data Science of Pontifícia Universidade Católica of Rio de Janeiro (PUC-RIO). He has over 25 years of experience in IT infrastructure and, since 2006, he works with HPC systems at Petrobras, the Brazilian energy state company. He obtained his D.Sc. degree in Computer Science from the Fluminense Federal University (UFF) in 2018 and possesses three published books and publications in international journals of HPC area.
Read more about Maicon Melo Alves

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Implementing distributed training on multiple machines

This section shows how to implement and run the distributed training on multiple machines by using Open MPI as the launch provider and NCCL as the communication backend. Let’s start by introducing Open MPI.

Getting introduced to Open MPI

MPI stands for message passing interface and is a standard that specifies a set of communication routines, data types, events, and operations used to implement distributed memory-based applications. MPI is so relevant to the HPC industry that it is ruled and maintained by a forum comprised of distinguished scientists, researchers, and professionals around the globe.

Note

You can find more information about MPI at this link: https://www.mpi-forum.org/

Therefore, MPI, strictly speaking, is not software; it is a standard specification that can be used to implement a software, tool, or library. Like non-proprietary programming languages such as C and Python, MPI also has many...

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Accelerate Model Training with PyTorch 2.X
Published in: Apr 2024Publisher: PacktISBN-13: 9781805120100
© 2024 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Maicon Melo Alves

Dr. Maicon Melo Alves is a senior system analyst and academic professor specialized in High Performance Computing (HPC) systems. In the last five years, he got interested in understanding how HPC systems have been used to leverage Artificial Intelligence applications. To better understand this topic, he completed in 2021 the MBA in Data Science of Pontifícia Universidade Católica of Rio de Janeiro (PUC-RIO). He has over 25 years of experience in IT infrastructure and, since 2006, he works with HPC systems at Petrobras, the Brazilian energy state company. He obtained his D.Sc. degree in Computer Science from the Fluminense Federal University (UFF) in 2018 and possesses three published books and publications in international journals of HPC area.
Read more about Maicon Melo Alves

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