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Kubernetes for Generative AI Solutions

Autor: Ashok Srirama , Sukirti Gupta

Número de Páginas: 338

Master the complete Generative AI project lifecycle on Kubernetes (K8s) from design and optimization to deployment using best practices, cost-effective strategies, and real-world examples. Key Features Build and deploy your first Generative AI workload on Kubernetes with confidence Learn to optimize costly resources such as GPUs using fractional allocation, Spot Instances, and automation Gain hands-on insights into observability, infrastructure automation, and scaling Generative AI workloads Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionGenerative AI (GenAI) is revolutionizing industries, from chatbots to recommendation engines to content creation, but deploying these systems at scale poses significant challenges in infrastructure, scalability, security, and cost management. This book is your practical guide to designing, optimizing, and deploying GenAI workloads with Kubernetes (K8s) the leading container orchestration platform trusted by AI pioneers. Whether you're working with large language models, transformer systems, or other GenAI applications, this book helps you confidently take projects from concept to production. You’ll get to grips...

Practical Migration from x86 to Linux on IBM Z

Autor: Lydia Parziale , Vic Cross , Youssef Largou , Eric Marins , Mauro Cesar De Souza , Phillip Wilson , Gary Wing , Anderson Augusto Da Silveira , Ibm Redbooks

Número de Páginas: 288

There are many reasons why you would want to optimize your servers through virtualization using Linux on IBM Z®: Too many distributed physical servers with low utilization A lengthy provisioning process that delays the implementation of new applications Limitations in data center power and floor space High total cost of ownership (TCO) Difficulty allocating processing power for a dynamic environment This IBM Redbooks® publication provides a technical planning guide and example for IT organizations to migrate from their x86 environment to Linux on IBM Z. It begins by examining the benefits of migrating workloads to Linux on IBM Z. Here, we describe the workload centric method of information technology and then discuss the benefits of migrating workloads to Linux on IBM Z. Next, we describe total cost of ownership analyses and we guide you in understanding how to analyze your environment before beginning a migration project. We also assist you in determining the expected consolidation ratio for a given workload type. We also describe virtualization concepts along with describing the benefits of migrating from the x86 environment to guests residing on an IBM z/VM® single system...

Python for DevOps

Autor: Noah Gift , Kennedy Behrman , Alfredo Deza , Grig Gheorghiu

Número de Páginas: 506

Much has changed in technology over the past decade. Data is hot, the cloud is ubiquitous, and many organizations need some form of automation. Throughout these transformations, Python has become one of the most popular languages in the world. This practical resource shows you how to use Python for everyday Linux systems administration tasks with today’s most useful DevOps tools, including Docker, Kubernetes, and Terraform. Learning how to interact and automate with Linux is essential for millions of professionals. Python makes it much easier. With this book, you’ll learn how to develop software and solve problems using containers, as well as how to monitor, instrument, load-test, and operationalize your software. Looking for effective ways to "get stuff done" in Python? This is your guide. Python foundations, including a brief introduction to the language How to automate text, write command-line tools, and automate the filesystem Linux utilities, package management, build systems, monitoring and instrumentation, and automated testing Cloud computing, infrastructure as code, Kubernetes, and serverless Machine learning operations and data engineering from a DevOps perspective...

Software Defined Data Center with Red Hat Cloud and Open Source IT Operations Management

Autor: Dino Quintero , Shubham Dhar , Luis Cruz Huertas , Doyoung Im , Afzal Khan , Donthy Venkatesh Krishna Chaitanya , Ramesh Kumar Kumar Singh , Manas Mohsin Kunnathodika , Guru Prasad , Shashi Ranjan , Vishal Vinayak Redij , Baldeep Singh , Saurabh Srivastava , Sukrit Thareja , Sreekrishnan Venkiteswaran , Ajit Yadav , Ibm Redbooks

Número de Páginas: 440

This IBM® Redbooks® publication delivers a Site Reliability Engineering (SRE) solution for cloud workloads that uses Red Hat OpenStack for Infrastructure as a Service (IaaS), Red Hat OpenShift for Platform as a Service (PaaS), and IT operations management that uses open source tools. Today, customers are no longer living in a world of licensed software. Curiosity increased the demand for investigating the Open Source world for Community Open Source and Enterprise grade applications. IBM as one of the contributors to the Open Source community is interested in helping the software be maintained and supported. Having companies, such as IBM, support the evolution of Open Source software helps to keep the Open Source community striving for enterprise grade open source solutions. Lately, companies are working on deciphering how to take advantage of Enterprise and Community Open Source to implement in their enterprises. The business case for open source software is no longer a mystery and no surprise that most of the new positions in IT enterprises are related to open source projects. The ability of a large enterprise to manage this sort of implementations is to engage in a...

Practical Real-time Data Processing and Analytics

Autor: Shilpi Saxena , Saurabh Gupta

Número de Páginas: 354

A practical guide to help you tackle different real-time data processing and analytics problems using the best tools for each scenario About This Book Learn about the various challenges in real-time data processing and use the right tools to overcome them This book covers popular tools and frameworks such as Spark, Flink, and Apache Storm to solve all your distributed processing problems A practical guide filled with examples, tips, and tricks to help you perform efficient Big Data processing in real-time Who This Book Is For If you are a Java developer who would like to be equipped with all the tools required to devise an end-to-end practical solution on real-time data streaming, then this book is for you. Basic knowledge of real-time processing would be helpful, and knowing the fundamentals of Maven, Shell, and Eclipse would be great. What You Will Learn Get an introduction to the established real-time stack Understand the key integration of all the components Get a thorough understanding of the basic building blocks for real-time solution designing Garnish the search and visualization aspects for your real-time solution Get conceptually and practically acquainted with real-time ...

The Apache Ignite Book

Autor: Michael Zheludkov , Shamim Bhuiyan

Número de Páginas: 642

Apache Ignite is one of the most widely used open source memory-centric distributed, caching, and processing platform. This allows the users to use the platform as an in-memory computing framework or a full functional persistence data stores with SQL and ACID transaction support. On the other hand, Apache Ignite can be used for accelerating existing Relational and NoSQL databases, processing events & streaming data or developing Microservices in fault-tolerant fashion. This book addressed anyone interested in learning in-memory computing and distributed database. This book intends to provide someone with little to no experience of Apache Ignite with an opportunity to learn how to use this platform effectively from scratch taking a practical hands-on approach to learning. Please see the table of contents for more details.

Learning Apache Apex

Autor: Thomas Weise , Munagala V. Ramanath , David Yan , Kenneth Knowles

Número de Páginas: 282

Designing and writing a real-time streaming publication with Apache Apex About This Book Get a clear, practical approach to real-time data processing Program Apache Apex streaming applications This book shows you Apex integration with the open source Big Data ecosystem Who This Book Is For This book assumes knowledge of application development with Java and familiarity with distributed systems. Familiarity with other real-time streaming frameworks is not required, but some practical experience with other big data processing utilities might be helpful. What You Will Learn Put together a functioning Apex application from scratch Scale an Apex application and configure it for optimal performance Understand how to deal with failures via the fault tolerance features of the platform Use Apex via other frameworks such as Beam Understand the DevOps implications of deploying Apex In Detail Apache Apex is a next-generation stream processing framework designed to operate on data at large scale, with minimum latency, maximum reliability, and strict correctness guarantees. Half of the book consists of Apex applications, showing you key aspects of data processing pipelines such as connectors...

Apache Kafka in Action

Autor: Anatoly Zelenin , Alexander Kropp

Número de Páginas: 366

Apache Kafka, start to finish. Apache Kafka in Action: From basics to production guides you through the concepts and skills you’ll need to deploy and administer Kafka for data pipelines, event-driven applications, and other systems that process data streams from multiple sources. Authors Anatoly Zelenin and Alexander Kropp have spent years using Kafka in real-world production environments. In this guide, they reveal their hard-won expert insights to help you avoid common Kafka pitfalls and challenges. Inside Apache Kafka in Action you’ll discover: • Apache Kafka from the ground up • Achieving reliability and performance • Troubleshooting Kafka systems • Operations, governance, and monitoring • Kafka use cases, patterns, and anti-patterns Clear, concise, and practical, Apache Kafka in Action is written for IT operators, software engineers, and IT architects working with Kafka every day. Chapter by chapter, it guides you through the skills you need to deliver and maintain reliable and fault-tolerant data-driven applications. Foreword by Adam Bellemare. About the technology Apache Kafka is the gold standard streaming data platform for real-time analytics, event...

Learn Grafana 7.0

Autor: Eric Salituro

Número de Páginas: 401

A comprehensive introduction to help you get up and running with creating interactive dashboards to visualize and monitor time-series data in no time Key Features Install, set up, and configure Grafana for real-time data analysis and visualization Visualize and monitor data using data sources such as InfluxDB, Prometheus, and Elasticsearch Explore Grafana's multi-cloud support with Microsoft Azure, Amazon CloudWatch, and Google Stackdriver Book DescriptionGrafana is an open-source analytical platform used to analyze and monitoring time-series data. This beginner's guide will help you get to grips with Grafana's new features for querying, visualizing, and exploring metrics and logs no matter where they are stored. The book begins by showing you how to install and set up the Grafana server. You'll explore the working mechanism of various components of the Grafana interface along with its security features, and learn how to visualize and monitor data using, InfluxDB, Prometheus, Logstash, and Elasticsearch. This Grafana book covers the advanced features of the Graph panel and shows you how Stat, Table, Bar Gauge, and Text are used. You'll build dynamic dashboards to perform...

裂縫碎光-資安數位生存戰

Autor: 王旭正、王冠渝、林芊岑

Número de Páginas: 284

我們的故事，看到的不只是工具與程式碼，更是「真相的碎片」如何被收集、比對、驗證。與此同時，當你所看見的照片、聲音、訊息都可能經過AI模擬或生成，那麼真實到底在哪裡？當一行行日誌成為破案關鍵，這些看似冷冰冰的數據，其實攤開了一場場充滿人性與風險的無聲戰爭。本書將資安推理化為一場關於證據與迷霧、虛擬與現實、信任與操控的敘事探索。在精采的劇情編排中，讀者不僅能夠身歷其境地跟隨角色一同追查真相，同時也學習並理解當今最新的資安防禦知識與技術——從數位鑑識、監控工具、容器安全、蜜罐部署、暗網追查、區塊鏈證據保全，以及AI偽造等實務。每一位對資安數位生存戰有興趣或渴望一場知性與想像力並重的閱讀冒險的讀者，一定要讀一讀這本推理小說。《裂縫碎光》會讓你看見不同的資安世界，從裂縫中尋回真正的光。 ✪專業推薦✪...

Learn Grafana 10.x

Autor: Eric Salituro

Número de Páginas: 542

Get up and running with building data pipelines and creating interactive dashboards to visualize, monitor, and present a wide variety of time-series data with this comprehensive introductory guide Key Features Install, set up, and configure Grafana for real-time data analysis, visualization, and alerting Visualize and monitor data using data sources such as InfluxDB, Telegraf, Prometheus, and Elasticsearch Explore Grafana's cloud support with Microsoft Azure, Amazon CloudWatch, and Google Cloud Monitoring Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionGet ready to unlock the full potential of the open-source Grafana observability platform, ideal for analyzing and monitoring time-series data with this updated second edition. This beginners guide will help you get up to speed with Grafana’s latest features for querying, visualizing, and exploring logs and metrics, no matter where they are stored. Starting with the basics, this book demonstrates how to quickly install and set up a Grafana server using Docker. You’ll then be introduced to the main components of the Grafana interface before learning how to analyze and visualize data from sources such ...

Data Processing Digest

Número de Páginas: 822

Getting Started with Grafana

Autor: Ronald Mccollam

Número de Páginas: 0

Begin working with the Grafana data visualization platform. This book is a “how-to manual” for deploying and administering Grafana, creating real-time dashboards and alerts, exploring the data you have, and even synthesizing new data by combining and manipulating data from multiple different sources. You’ll be able to see and manage data on any scale, from your laptop or a Raspberry Pi to a production datacenter or even a multi-region cloud environment! Getting Started with Grafana takes a hands-on approach. You’ll learn by doing with easy-to-follow examples along with pointers to more resources to help you go deeper. The skills you’ll learn will help you provide business value by monitoring your operations in real time and reacting to changing circumstances as they occur. You’ll be able to derive new insights from your existing data through Grafana’s powerful and beautiful graphing capabilities, and you’ll be able to share your dashboards with colleagues so everyone in your organization can benefit. What You Will Learn Connect to data "where it lives” and work with multiple sources of data Build beautiful and informative dashboards that show real-time status...

COMPINT 85

Autor: Institute Of Electrical And Electronics Engineers

Número de Páginas: 828

IEEE ... COMPINT, Computer Aided Technologies

Número de Páginas: 834

End-to-End Observability with Grafana

Autor: Ajay Reddy Yeruva , Vivek Basavegowda Ramu

Número de Páginas: 335

Visualize, analyze, and optimize your data with Grafana KEY FEATURES ● Explore AIOps monitoring with Grafana for optimized operations and proactive decision making. ● Discover how to conduct performance testing using Grafana. ● Master the art of designing Grafana dashboards and visualizations. DESCRIPTION Grafana, a popular open-source observability platform, provides robust tools for analyzing and visualizing data from diverse sources. If you are looking to unlock its full potential as a data visualization and monitoring platform, then this book is for you. This book offers a comprehensive insight into the capabilities of Grafana and empowers you to leverage this powerful tool to its fullest extent. It provides you with the knowledge and skills necessary to create impressive visualizations, establish dashboards, and optimize monitoring processes. The book will help you delve into various aspects of Grafana, including its interface, utilizing the Graph Panel for visualizing data, connecting it to data sources, organizing dashboards, harnessing advanced features, and exploring additional functionalities like Grafana Loki for log exploration and managing authorization and...

Full Stack Development with JHipster

Autor: Deepu K. Sasidharan , Sendil Kumar N

Número de Páginas: 384

Discover the world of Full Stack Development with real-world examples. Key Features Leverage the full power of the JHipster platform to build complex web applications Create microservices from scratch and convert JHipster monolith apps into microservices Build and deploy applications locally, in Docker and on various cloud platforms. Book Description JHipster is a development platform to generate, develop, and deploy Spring Boot and Angular/React applications and Spring microservices. It provides you with a variety of tools that will help you quickly build modern web applications. This book will be your guide to building full stack applications with Spring and Angular using the JHipster tool set. You will begin by understanding what JHipster is and the various tools and technologies associated with it. You will learn the essentials of a full stack developer before getting hands-on and building a monolithic web application with JHipster. From here you will learn the JHipster Domain Language with entity modeling and entity creation using JDL and JDL studio. Moving on, you will be introduced to client side technologies such as Angular and Bootstrap and will delve into technologies...