Book Image

Intelligent Automation with VMware

By : Ajit Pratap Kundan
Book Image

Intelligent Automation with VMware

By: Ajit Pratap Kundan

Overview of this book

This book presents an introductory perspective on how machine learning plays an important role in a VMware environment. It offers a basic understanding of how to leverage machine learning primitives, along with a deeper look into integration with the VMware tools used for automation today. This book begins by highlighting how VMware addresses business issues related to its workforce, customers, and partners with emerging technologies such as machine learning to create new, intelligence-driven, end user experiences. You will learn how to apply machine learning techniques incorporated in VMware solutions for data center operations. You will go through management toolsets with a focus on machine learning techniques. At the end of the book, you will learn how the new vSphere Scale-Out edition can be used to ensure that HPC, big data performance, and other requirements can be met (either through development or by fine-tuning guidelines) with mainstream products.
Table of Contents (20 chapters)
Title Page
About Packt
Contributors
Preface
Index

Virtualizing HPC applications


This chapter describes our work at VMware to support HPC applications. The first section describes in detail many of the values identified by customers of using virtualization in HPC environments. The second section shows a few examples of how virtualization is deployed in an HPC environment, and the third discusses various aspects of performance, starting with an examination of some core aspects of performance, and then turning to throughput applications and performance for parallel-distributed Message Passing Interface (MPI) applications. It also includes pointers to several technical publications that will be of interest to those considering virtualizing their HPC workloads.

The majority of HPC systems are clusters, which are aggregations of compute nodes connected via some interconnect, such as Ethernet or InfiniBand (IB). Clusters can range in size from a small handful of nodes to tens of thousands of nodes. HPC clusters exist to run HPC jobs, and the placement...