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Quick guide to scaling AI/ML workloads on Kubernetes

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Tags devops nginx app-development kubernetes containers

When running artificial intelligence (AI) and machine learning (ML) model training and inference on Kubernetes, dynamic scaling up and down becomes a critical element. In addition to requiring high-bandwidth storage and networking to ingest data, AI model training also needs substantial (and expensive) compute, mostly from GPUs or other specialized processors. By Ilya Krutov of F5.

In this blog, we cover the three most common ways to scale AI/ML workloads on Kubernetes so you can achieve optimal performance, cost savings, and adaptability for dynamic scaling in diverse environments:

  • Three scaling modalities for AI/ML workloads on Kubernetes
    • HPA use cases
    • VPA use cases
    • Cluster Autoscaler use cases
  • HPA, VPA, and Cluster Autoscaler Each Have a Role

HPA, VPA and Cluster Autoscaler complement each other in managing AI/ML workloads in Kubernetes. Cluster Autoscaler ensures there are enough nodes to meet workload demands, HPA efficiently distributes workloads across multiple pods, and VPA optimizes the resource allocation of these pods. Together, they provide a comprehensive scaling and resource management solution for AI/ML applications in Kubernetes environments. Nice one!

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Behavior driven chaos with AWS Fault Injection Simulator

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Tags devops aws app-development cio devops

A common challenge organizations face is how to gain confidence in and provide evidence for the continuous resilience of their workloads. Using modern chaos engineering principles can help in meeting this challenge, but the practice of chaos engineering can become complex. As a result, both the definition of the inputs and comprehension of the outputs of the process can become inaccessible to non-technical stakeholders. By Richard Whitworth and Greg Willson.

In this post, we will explore a working example of how you can build chaos experiments using human readable language, AWS Fault Injection Simulator (FIS), and a framework familiar to Developers and Test Engineers. In turn, this will help you to produce auditable evidence of your workload’s continuous resilience in a way that is more engaging and understandable to a wider community of stakeholders.

The post has more info about:

  • Chaos experiment attributes
  • Combining FIS and Behave
  • Defining and launching the chaos experiment
  • Implementation details

This blog post has given usable and actionable insights into how you can wrap FIS actions, plus experiment templates in a way that fully defines and automates a chaos experiment with language that will be accessible to stakeholders outside of the test engineering team. Good read!

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Exploring the world of chaos engineering and testing

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Tags cloud tdd app-development cio

Chaos Engineering and Testing are carefully associated ideas that have received huge interest in the field of software program improvement and gadget reliability during the last decade. They are frequently aimed toward improving the resilience and balance of complex structures. Let’s discover these standards in element. By aditya1911.

Chaos Engineering is an area that makes a specialty of deliberately injecting managed types of chaos, which include faults, disasters, and unexpected activities, right into a device to assess and improve its reliability, availability, and fault tolerance.

You will also learn about:

  • Chaos engineering principles
  • Benefits chaos engineering
  • Chaos engineering tools and frameworks
  • Challenges Chaos Engineering
  • Types of chaos testing
  • Benefits chaos testing
  • Why is violence technology important?
  • How does chaos technology differ from traditional experiments?

In summary, Chaos Engineering and Testing are important practices for reinforcing the reliability and resilience of complex systems. By intentionally introducing controlled chaos and validating device responses, companies can build more robust and fault-tolerant systems, reducing downtime, improving consumer pleasure, and saving costs. These practices are specifically relevant in the modern day notably interconnected and digital global where gadget disasters could have significant effects. Nice one!

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Introducing WAP pattern support with Apache Iceberg

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Tags analytics big-data app-development apache devops

If you’re using SQLMesh alongside Apache Spark and Apache Iceberg, I have some exciting news for you! Starting from version 0.57.0, SQLMesh applies the Write-Audit-Publish (WAP) pattern when executing models using Apache Spark and the Apache Iceberg data format. The best part? No user action is required to enable this behavior - it’s enabled by default. By Iaroslav Zeigerman.

Further in the article:

  • What is write-audit-publish pattern
  • Why Apache Iceberg

The unique characteristics of the Apache Iceberg architecture enable SQLMesh to deliver a seamless WAP experience to its users. For example, every write into an Iceberg table creates a new snapshot, akin to a Git commit. Furthermore, Iceberg enables the creation of branches within the table and supports cherry-picking of snapshots from one branch to another as a simple metadata operation. Changes made to one branch are not visible in other branches. Good read!

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Swift 6: Preparing your Xcode projects for the future

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Tags swiftlang web-development app-development programming

Swift 6 will be the next major release of Apple’s programming language and aims to create a fantastic development experience. Many of the latest features we know today are part of the road toward this major version bump. By Antoine van der Lee.

This article describes:

  • What to expect from Swift 6?
  • What is the release date of Swift 6?
  • Preparing your projects for the future of Swift
  • Adapting latest concurrency features
    • It’s not all about async/await
  • A note on existentials

Swift 6 will force you to use any in front of existentials to indicate the impact on performance. I recommend reading up on existentials and deciding whether you want to start using an explicit indication of existentials today. Good read!

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What is the fastest programming language? Making the case for Elixir

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Tags elixir web-development performance functional-programming app-development erlang

As turnaround times continue to shrink and the innovation expected from developers expands, programming language speeds can become a deciding factor for solution designers. If you’re concerned about speed, Elixir may be the language you’re looking for. By Content Team.

In the realm of technology, speed isn’t merely a single factor; it’s a constant way of life. Developers frequently find themselves needing to rethink solutions overnight, underscoring the importance of being able to swiftly modify code. This agility has become indispensable in modern development, especially when evaluating the fastest programming language.

The article then explains:

  • What determines a programming language’s speed?
  • Compiled vs interpreted languages
  • Is Elixir one of the fastest programming language options?
  • Top contenders for the fastest programming language
  • Comparing speeds: Fastest languages programming
    • C++: The powerhouse of performance
    • C#: Versatility in the .NET framework
    • Lesser-known speed demons
  • The future of fast programming

Determining which programming language is the fastest is dependent on your individual use case. If you’re looking to create a web solution, for example, you’d need to be specifically looking for the fastest web programming language. If you’re working with complex, distributed systems that need a high level of fault tolerance and the ability to scale, Elixir is the ideal language to work with. Nice one!

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Demystifying Elixir web app development: A comprehensive introduction

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Tags elixir web-development functional-programming app-development erlang

Elixir is a dynamic programming language with a syntax that combines a wild blend of influences for more scalable and stable programming. Elixir combines the best features of Ruby, the superpowers of Erlang, and the functional elegance of other languages. By Idhaya M V.

This blog post reads about:

  • Few facts about Elixir
  • Why choose Elixir for web development?
  • Pros and cons of Elixir for web development
  • Elixir development: Versatile applications and use cases

Elixir’s approach to concurrency is based on lightweight processes, often called actors. Each process operates independently and communicates through message passing. This minimizes the impact of failures, improving reliability. Nice and easy explanation of what Elixir can offer!

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Java career learning path from beginner to advanced

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Tags programming career how-to app-development java oop scala

Knowing what to study is also a big challenge since there is so much to learn. Therefore, let’s explore the most important topics to study so we can become better software engineers. By Rafael del Nero.

The learning path from Java is extensive because technologies evolve very quickly. Fortunately, we don’t really need to learn every new technology that shows up. Instead, we need to be strategic by learning the essential fundamentals to help us learn any new technology faster. Further you will learn about the concepts and technologies we need to learn with Java:

  • Algorithms
  • Object Oriented Programming (OOP)
  • Java Core
  • Databases
  • Dependency management and software build with Maven
  • JUnit
  • Integration tests
  • HTTP concepts
  • Java Web – (JSP) Java Server Pages
  • Clean Code Concepts
  • Solid … and more. Remember the important Pareto principle when studying all these topics: You need 20% of the knowledge to solve 80% of the problems. With that in mind, we don’t need to learn everything from every technology described in this article. Good read!
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Starting with Rector PHP: Improving your PHP code with automation

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Tags programming php how-to web-development devops

Maintaining clean and efficient code is crucial for project success. Rector PHP emerges as a powerful tool, offering developers a seamless path to code transformation and enhancement. Rector PHP is an open-source automation tool for PHP, and it simplifies the process of code upgrades, refactoring, and modernization, bringing significant benefits to developers and their projects. By Roberto B.

The guide then pays attention to:

  • Why Rector PHP matters
    • Code refactoring
    • Standardization across projects
    • Efficient upgrades
    • Enhanced code quality
    • Time and cost savings
  • Adding Rector PHP to your project
  • Launching Rector PHP

In summary, Rector PHP stands as a game-changer in PHP development, automating tasks, improving code quality, and simplifying migrations. With its focus on efficiency and best practices, Rector PHP is an invaluable tool for developers seeking streamlined workflows and enhanced codebases. Good read!

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AI-enhanced code reviews: Improving software quality and efficiency

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Tags programming ai bots how-to web-development app-development

Code reviews have long been a critical practice in software development. They serve as a quality control mechanism, ensuring that code is not only functional but also maintainable, secure, and efficient. However, traditional manual code reviews come with their own set of challenges, such as time consumption and the potential for human error. This is where AI code reviews come in. By Ritvik Gupta.

This long article then describes:

  • Why are code reviews important?
  • This is why, AI code reviews
  • How do AI code reviewers work?
  • Benefits of AI code reviews
  • What are the challenges with AI code reviews?
  • Real-life use cases of AI code reviews

In the world of software development, where code quality directly impacts the success of a project, AI code reviews offer a powerful solution. They combine speed, consistency, and error detection capabilities that surpass human capabilities. While challenges remain, the benefits of integrating AI into your development workflow are undeniable. Embracing AI code reviews can significantly improve software quality and efficiency, ensuring that your projects meet the highest standards. Nice one!

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