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Product typeBook
Published inApr 2024
Reading LevelIntermediate
PublisherPackt
ISBN-139781805120100
Edition1st Edition
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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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What is a computing cluster?

A computing cluster is a system of powerful servers interconnected by a high-performance network, as shown in Figure 11.1. This environment can be provisioned on-premises or in the cloud:

Figure 11.1 – A computing cluster

Figure 11.1 – A computing cluster

The computing power provided by these machines is combined to solve complex problems or to execute highly intensive computing tasks. A computing cluster is also known as a high-performance computing (HPC) system.

Each server has powerful computing resources such as multiple CPUs and GPUs, fast memory devices, ultra-fast disks, and special network adapters. Moreover, a computing cluster often has a parallel filesystem, which provides high transfer I/O rates.

Although not formally defined, we conventionally use the term “cluster” to reference environments comprised of four machines at least. Some computing clusters have a half-dozen machines, while others have more than two or three...

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Accelerate Model Training with PyTorch 2.X
Published in: Apr 2024Publisher: PacktISBN-13: 9781805120100

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