News Aggregator

Unleashing Innovation: 10 Docker Alternatives for Container Supremacy

Aggregated on: 2023-10-08 21:31:59

Containerization is rapidly gaining popularity for becoming the sure-shot way to deploy and manage applications. And Docker has been the ultimate poster boy of this technology for the past few years. Docker is a widely adopted containerization platform that allows developers to package applications and their dependencies into a single container image. It simplifies application deployment and scaling, making it popular in various industries.

The Next Evolution of Java: Faster Innovation, Simpler Adoption

Aggregated on: 2023-10-08 21:31:59

Java recently marked 30 years since its inception and remains one of the world's most widely used programming languages. However, some have argued Java risks falling behind newer languages like Python and JavaScript along with modern frameworks. I sat down with Georges Saab, Senior Vice President of Development for Oracle's Java Platform Group, and Chad Arimura, Vice President of Developer Relations, at Oracle CloudWorld, to get an insider's perspective on how Java is evolving to stay relevant for the next generation of cloud-native development.

The Seven Habits of Highly Effective Testers

Aggregated on: 2023-10-07 18:46:58

The seven habits are discussed in this article, which frames them for very successful testers. These are the seven habits: Be Proactive Begin With the End in Mind Put First Things First Think Win/Win Seek First to Understand, Then to be Understood Synergize Sharpen the Saw Be Proactive In every software project, a tester's objective is to guarantee that a high-quality product is produced. You have two options when determining what went wrong with software projects that fail due to low quality: you can either be proactive or reactive. Reactive persons tend to attribute difficulties or barriers to other people and external factors. Being proactive will allow you to accept responsibility for the mistakes and come up with solutions for future initiatives. After a project is over, your team should do a "postmortem" or "retrospective" in which you candidly discuss the project's successes and failures. Here are three suggestions for approaching upcoming undertakings with initiative:

Paved vs. Golden Paths in Platform Engineering

Aggregated on: 2023-10-07 18:31:58

If you follow the platform engineering trend, you'll have heard people talking about paved paths and golden paths. They're sometimes used as synonyms but can also reflect different approaches. In this article, I discuss the critical difference between paved paths and golden paths in platform engineering.

Midjourney V5: The Latest Version of Midjourney

Aggregated on: 2023-10-07 18:31:58

In the field of artificial intelligence applied to artistic generation, we witnessed a significant milestone with the launch of the latest version of a platform that redefines the boundaries of digital creativity, Midjourney V5. This advanced iteration represents a major leap forward in terms of realism and expressiveness, successfully tackling complex challenges such as the representation of human hands and emotions, as well as incorporating remarkable additional functionalities. In this article, we will take a close look at the impact of this art-generating AI, exploring how its ability to reach levels of perfection challenges traditional perceptions of human creativity.

Bellman-Ford Algorithm: A Pathfinding Algorithm for Weighted Graphs

Aggregated on: 2023-10-07 18:01:58

When it comes to finding the shortest path in a graph with weighted edges, the Bellman-Ford algorithm is an essential tool in a programmer’s arsenal. Named after its inventors, Richard Bellman and Lester Ford Jr., this algorithm efficiently calculates the shortest paths from a source vertex to all other vertices in a graph, even in the presence of negative edge weights. With its versatility and ease of implementation, the Bellman-Ford algorithm has found applications in various fields, such as network routing, distance vector protocols, and traffic engineering. In the realm of computer science, algorithms play a pivotal role in solving complex problems efficiently. One such algorithm that has proven its worth over time is the Bellman-Ford algorithm. Named after its inventors, Richard Bellman and Lester Ford Jr., this algorithm is widely used to find the shortest path between two vertices in a graph. Its versatility and robustness have made it a cornerstone in various fields, including network routing protocols, transportation systems, and even game development.

Vue 3 Composition API

Aggregated on: 2023-10-07 18:01:58

In this article, we assume that you know the basics of Vue 3. In the cited article, the main changes from Vue 2 to Vue 3 are explained, as is the basis for understanding how the composition API functions. The latter would be the main topic of this article: the Vue 3 Composition API. Vue 3 Composition APIs The change from Vue 2 to Vue 3 offers several options to developers when assembling the logic of a component. We can continue using the Options API as we were doing in Vue 2 or use the Composition API.

How to Containerize Your Spring Boot Application for Rapid Startup

Aggregated on: 2023-10-07 15:01:58

Did you know you can containerize your Spring Boot applications to start up in milliseconds, without compromising on throughput, memory, development-production parity, or Java language features? And with little or no refactoring of the application code? Here’s how with Open Liberty 23.0.0.10-beta. Liberty Instanton The InstantOn capability in the Open Liberty runtime uses the IBM Semeru JDK and a Linux technology called Checkpoint/Restore in Userspace (CRIU) to take a checkpoint, or a point-in-time snapshot, of the application process. This checkpoint can then be restored very quickly to bring the application process back into the state it was in when the checkpoint was taken. The application can be restored multiple times because Open Liberty and the Semeru JDK preserve the uniqueness of each restored process in containers. Each restored application process runs without first having to go through the whole startup sequence, saving up to 90% of startup time (depending on your application). InstantOn requires very little modification of your Java application to make this improvement happen.

Alternative Kubernetes Dashboards

Aggregated on: 2023-10-07 14:46:58

In the beginning, there was the Kubernetes Dashboard. This dashboard is the default option for anyone who wants to monitor a Kubernetes cluster, but over the years a number of alternatives have been developed that are worth looking into. In this post, I take a look at some of these alternative Kubernetes dashboards.

Application of Machine Learning Methods To Search for Rail Defects (Part 2)

Aggregated on: 2023-10-06 21:31:57

To ensure traffic safety in railway transport, non-destructive inspection of rails is regularly carried out using various approaches and methods. One of the main approaches to determining the operational condition of railway rails is ultrasonic non-destructive testing [1]. Currently, the search for images of rail defects using the received flaw patterns is performed by a human. The successful development of algorithms for searching and classifying data makes it possible to propose the use of machine learning methods to identify rail defects and reduce the workload on humans by creating expert systems. The complexity of creating such systems is described in [1, 3-6, 22] and is due, on the one hand, to the variety of graphic images obtained during multi-channel ultrasonic inspection of rails, and on the other hand, to the small number of data copies with defects (not balanced). One of the possible ways to create expert systems in this area is an approach based on the decomposition of the complex task of analyzing the entire multichannel defectogram into individual channels or their sets, characterizing individual types of defects.

Selenium Versus Karate: A Concrete Comparative Approach

Aggregated on: 2023-10-06 19:01:57

In the world of software architecture, which is still in its infancy in absolute terms, change is still rapid and structural. Deep paradigms can be overturned, changing the structure of information systems. As coupling has become a key issue for many information systems, new architectures have emerged, notably SOA (Service Oriented Architecture), followed by Microservices. These two fairly widespread architectures certainly make itpossible to solve coupling problems, but as always there are certain trade-offs to be made. The complexity of testing is one of them. Like a balanced equation, an information system is an equivalence between a technical expression and a functional expression, and if one changes, we need to be able to guarantee the validity of the equivalence between the two. To attain this, we need to be able to test all parties using tools that can establish this equality. When releasing a new version of a microservice, it’s fairly easy to run unit and even integration tests before and during deployment to validate its internal operation.

Fencing in Distributed Systems: Twitter's Approach

Aggregated on: 2023-10-06 16:46:57

Fencing is a crucial technique used in distributed systems to protect shared resources and maintain system stability. It involves isolating problematic nodes or preventing them from accessing shared resources, ensuring data integrity and overall system reliability. In this article, we will explore the concept of fencing in detail, discuss its importance in distributed systems design, and examine a real-world example of how Twitter uses fencing to maintain its service availability and performance. Understanding Fencing in Distributed Systems Distributed systems consist of multiple nodes working together to achieve a common goal, such as serving web pages or processing large volumes of data. In such systems, nodes often need to access shared resources, like databases or file storage. However, when a node experiences issues like crashes or malfunctions, it can compromise the entire system, leading to data corruption or loss.

Zero Trust Architecture: Enterprise Infrastructure

Aggregated on: 2023-10-06 16:31:57

Importance of Security in Financial Institutions Security in financial institutions is of paramount importance due to the highly sensitive nature of the data they handle. These institutions hold vast amounts of personal and financial information of their customers, making them a prime target for cybercriminals. Breaches in security can lead to severe financial loss, reputational damage, and potential legal consequences, making it crucial for financial institutions to invest in robust security measures to protect themselves and their clients. Overview of Zero Trust Architecture Zero Trust Architecture is a security framework that operates on the principle of "never trust, always verify." It ensures that every user, device, and application is constantly authenticated and authorized before granting access to sensitive data. This approach eliminates the notion of a trusted network and treats every access request as potentially malicious. By implementing a zero-trust architecture, financial institutions can enhance their security posture and mitigate the risk of unauthorized access or data breaches. It involves implementing multi-factor authentication, encryption, continuous monitoring, and strict access controls to create layers of defense against cyber threats.

Safeguarding Software: The World of Software Piracy Protection Systems

Aggregated on: 2023-10-06 16:31:57

In the digital realm, where lines of code traverse the vast expanses of the internet, software developers find themselves in a constant battle to protect their creations from pirates seeking to exploit their hard work. The arena for this clash is the software piracy protection system — a sophisticated digital guardian that aims to ensure that the fruits of developers' labor are enjoyed by legitimate users and not pilfered by unauthorized ones. Understanding Software Piracy Protection Software piracy protection is the virtual fortress erected around a piece of software to prevent unauthorized access, distribution, and usage. Its primary objective is to strike a balance between allowing legitimate users seamless access to the software and thwarting the efforts of those who seek to circumvent payment or licensing.

Performance Optimization for Multi-Layered Cloud Native AWS Application

Aggregated on: 2023-10-06 16:01:57

Cloud-native application development in AWS often requires complex, layered architecture with synchronous and asynchronous interactions between multiple components, e.g., API Gateway, Microservices, Serverless Functions, and system of record integration. Performance engineering requires analysis of the performance and resiliency of each component level and the interactions between these. While there is guidance available at the technical implementation of components, e.g., for AWS API Gateway, Lambda functions, etc., it still mandates understanding and applying end-to-end best practices for achieving the required performance requirements at the overall component architecture level. This article attempts to provide some fine-grained mechanisms to improve the performance of a complex cloud-native architecture flow curated from the on-ground experience and lessons learned from real projects deployed on production. Problem Statement The mission-critical applications often have stringent nonfunctional requirements for concurrency in the form of transactions per second (henceforth called “tps”). A proven mechanism to validate the concurrency requirement is to conduct performance testing.

Unveiling the Secret: Achieving 50K Concurrent User Load Using JMeter With 2.5g RAM Only

Aggregated on: 2023-10-06 15:46:57

Apache JMeter is an open-source, Java-based tool used for load and performance testing of various services, particularly web applications. It supports multiple protocols like HTTP, HTTPS, FTP, and more. JMeter can simulate heavy loads on a server to analyze performance under different conditions. It offers both GUI and non-GUI modes for test configuration and can display test results in various formats. JMeter also supports distributed testing, enabling it to handle multiple test threads simultaneously. Its functionality can be extended through plugins, making it a versatile and widely used tool in performance testing. JMeter stands out from other testing tools due to its exceptional concurrency model, which governs how it executes requests in parallel. The concurrency model of JMeter relies on Thread Pools, widely recognized as the standard method for parallel processing in Java and several other programming languages. However, as with any advantage, there comes a significant trade-off: the resource-intensive nature of JMeter’s concurrency model.

Optimizing Machine Learning Models with DEHB: A Comprehensive Guide Using XGBoost and Python

Aggregated on: 2023-10-06 14:46:57

Machine learning models often involve a complex interplay of hyperparameters, which significantly affect their performance. Selecting the right combination of hyperparameters is a crucial step in building robust and accurate models. Traditional methods like grid search and random search are popular but can be inefficient and time-consuming. Distributed Evolutionary Hyperparameter Tuning (DEHB) is an advanced technique that offers several advantages, making it a compelling choice for hyperparameter optimization tasks. In this article, we will delve into DEHB using the popular XGBoost algorithm and provide Python code examples for each step of the process. Why Hyperparameter Tuning Is Important Hyperparameter tuning plays a pivotal role in the machine learning model development process for several reasons:

Leveraging the Potential: The Superiority of Third-Party Tools in Multi-Cloud CSPM

Aggregated on: 2023-10-06 14:31:57

Cloud Security Posture Management (CSPM) is an exquisite facet of the realm of IT security tools, meticulously designed to address the intricate intricacies of cloud compliance risks and potential misconfigurations. To identify potential deficiencies in security policies, the Cloud Security Posture Management (CSPM) system diligently monitors the cloud infrastructure on an ongoing basis. Multi-Cloud Cloud Security Posture Management (CSPM) pertains to the diligent observation and assurance of the security stance across diverse cloud environments. In the realm of organizational evolution, as the adoption of multi-cloud strategies gains momentum, it becomes imperative to embrace the art of effective Cloud Security Posture Management (CSPM). This art form holds the key to safeguarding the sanctity of sensitive data and applications, ensuring their imperviousness to any potential security breaches. This article delves into an in-depth understanding of Third-Party Tools and elucidates the superiority of utilizing such tools for Multi-Cloud CSPM.

JavaScript's Secret Weapon: Unraveling the Mysteries of Proxies

Aggregated on: 2023-10-06 14:31:57

In the vast universe of JavaScript, certain features stand out not just for their functionality but for the paradigm shifts they introduce. One such feature is the Proxy object. At its core, a Proxy offers a way to customize behavior for fundamental operations on objects. Think of it as a middleman, sitting between your code and an object, intercepting and potentially altering how the object is interacted with. This offers unprecedented control, allowing developers to define custom behaviors for operations like reading a property, assigning a value, or even determining if a property exists. Beyond just the mechanics, the real allure of Proxies lies in their potential applications, from data validation and property watching to more advanced patterns like object virtualization. As we delve deeper into Proxies, we'll unravel the layers of possibilities they open up, redefining the boundaries of what we once thought JavaScript could achieve. Section 1: The Basics of Proxies 1.1 What Exactly Is a Proxy? In the realm of JavaScript, the Proxy object is akin to a protective shield or an intercessor that wraps around another object, which we refer to as the "target." This wrapping allows the Proxy to intercept and control various fundamental operations executed on the target object. It's like having a guardian that oversees how we interact with our data, giving us the power to redefine or customize these interactions.

Loading Vector Data Into Cassandra in Parallel Using Ray

Aggregated on: 2023-10-06 14:01:57

This blog will delve into the nuances of combining the prowess of DataStax Astra with the power of Ray and is a companion to this demo on GitHub. We’ll explore the step-by-step procedure, the pitfalls to avoid, and the advantages this dynamic duo brings to the table. Whether you’re a data engineer, a developer looking to optimize your workflows, or just a tech enthusiast curious about the latest in data solutions, this guide promises insights aplenty. Soon, you’ll be able to use Cassandra 5 in place of AstraDB in this demo — but for a quick start, AstraDB is a great way to get started with a vector-search-compliant Cassandra database! Introduction Vector search is a technology that works by turning data that we are interested in into numerical representations of locations in a coordinate system. A database that holds and operates on vectors is called a vector store. This functionality is coming to Cassandra 5.0, which will be released soon. To preview this functionality, we can make use of DataStax Astra. Similar items have their vector locations close to each other in this space. That way, we can take some items and find items similar to them. In this case, we have bits of text that are embedded. Embedding takes text into a machine-learning model that returns vectors that represent the data. You can almost think about embedding and translating data from real text into vectors.

Security Best Practices for ReactJS in Web App Development

Aggregated on: 2023-10-06 13:46:57

In today's digital age, web applications have become an integral part of our lives. From online banking to social media and e-commerce, we rely on web apps for a multitude of tasks. With the increasing complexity and sophistication of web applications, security has become a paramount concern for developers, businesses, and users alike. One of the most popular frontend libraries used for building web applications is ReactJS. However, like any other technology, ReactJS is not immune to security vulnerabilities. In this comprehensive guide, we will explore the best security practices for ReactJS in web app development, ensuring that your applications are robust and resilient against potential threats. Understanding ReactJS Before diving into the security best practices, let's briefly understand what ReactJS is and why it's so popular for web development.

Improving Sentiment Score Accuracy With FinBERT and Embracing SOLID Principles

Aggregated on: 2023-10-06 13:31:57

In a previous lab titled “Building News Sentiment and Stock Price Performance Analysis NLP Application With Python,” I briefly touched upon the concept of algorithmic trading using automated market news sentiment analysis and its correlation with stock price performance. Market movements, especially in the short term, are often influenced by investors’’ sentiment. One of the main components of sentiment analysis trading strategies is the algorithmic computation of a sentiment score from raw text and then incorporating the sentiment score into the trading strategy. The more accurate the sentiment score, the better the likelihood of algorithmic trading predicting potential stock price movements. In that previous lab, I used the vaderSentiment library. This time, I’ve decided to explore another NLP contender, the FinBERT NLP algorithm, and compare it against Vader's sentiment score accuracy with the intent of improving trading strategy returns.

How to Rasterize PDFs in Java

Aggregated on: 2023-10-06 13:01:57

Incorporating a method for converting vector PDFs to raster PDFs in any file upload/download application is a great way to expand its utility. This will make it possible for users to share or download smaller and more secure versions of their PDFs on command — a process that particularly benefits signed contracts and invoices, confidential reports, and other such sensitive materials. Further down the page, I've provided a free-to-use API solution to help make this conversion in Java. Before we proceed, however, let's first understand the nature of the operation.

Efficiently Creating and Managing Views in SQL

Aggregated on: 2023-10-06 12:46:57

As a developer, have you ever faced challenges finding a specific piece of information in a large set of SQL code? Or have you repeatedly created the same query for different reports? These are common problems that developers often encounter when working with SQL. SQL views solve these issues by enabling developers to simplify intricate queries and create reusable templates for frequently used queries. However, creating and managing views can be difficult, particularly for beginners.

Product Roadmap in Jira

Aggregated on: 2023-10-06 12:46:57

Disclaimer: The concept of a product roadmap is vast and quite nuanced. However, this article will be focused on working with a product roadmap in Jira. As such, I am coming from an assumption that you already have a roadmap and are ready to transition your vision into Atlassian’s Project Management software. If this is not the case, please refer to this detailed guide that talks about product roadmaps in general and come back when you are ready to create a product roadmap in Jira.

How GitHub Actions Is Different From Traditional Build Servers

Aggregated on: 2023-10-06 12:01:57

GitHub Actions is relatively new to the world of automation and Continuous Integration (CI). Providing ‘CI as a Service,’ GitHub Actions has many differences from its traditional rival platforms. In this post, we explore the differences between GitHub Actions and traditional build servers. We also look at whether GitHub Actions is a suitable option for building and testing your code.

Five Key Considerations for Building DeFi APIs

Aggregated on: 2023-10-06 12:01:57

Decentralized Finance (DeFi) is a financial service based on ledgers, just like the ones used by cryptocurrencies. In the U.S., DeFi technology challenges the current centralized finance system by empowering individuals to manage their own financial exchanges via a crypto wallet. Because decentralized finance eliminates fees from banks or other financial institutions, anyone with an internet connection can use DeFi. As a developer, building APIs that can push and pull DeFi data is a vital way to impart value to your customers. When building a DeFi API, there are a few key considerations that you should pay special attention to.

Split-Brain in Distributed Systems

Aggregated on: 2023-10-05 21:31:57

Split-brain is a challenging problem that occurs in distributed systems when a network partition or communication failure causes a cluster of nodes to divide into two or more separate, isolated groups. Each group operates independently, leading to inconsistencies and conflicts in data or system state. This article will discuss the split-brain problem, provide a real-world example, and outline best practices for when to use and avoid specific techniques to handle split-brain scenarios. The Split-Brain Problem In distributed systems, maintaining a consistent view of data across all nodes is crucial for correct operation. When a split-brain scenario occurs, each partitioned group may receive different updates, causing data inconsistency and making it challenging to resolve conflicts when the partitions eventually reconnect. Split-brain is particularly problematic in distributed databases, file systems, and consensus-based systems.

Building a Jetpack Compose Chat App

Aggregated on: 2023-10-05 20:46:57

Let’s build a chat app (or a chat feature) using Jetpack Compose and Amity’s chat SDK! First, we’ll need the login functionality. In our previous tutorial, you can find how to do that using Firebase’s OneTap auth.

Exploring the Fascinating World of Graph Coloring

Aggregated on: 2023-10-05 20:31:57

Graph coloring is a captivating and fundamental topic in the field of graph theory, which involves assigning colors to the vertices of a graph such that no adjacent vertices share the same color. This deceptively simple concept has wide-ranging applications in various domains, including computer science, operations research, scheduling, and map labeling. With its roots dating back to the 1850s, graph coloring has become a subject of extensive research and has given rise to numerous fascinating algorithms and techniques. In this article, we will delve into the intricacies of graph coloring, explore its practical applications, and examine some of the notable algorithms used to solve graph coloring problems.

Java 21 SequenceCollection: Unleash the Power of Ordered Collections

Aggregated on: 2023-10-05 20:01:57

Java has long been a popular programming language, known for its versatility and robust standard library. With the release of Java 21, developers have gained access to a powerful new interface: SequenceCollection. This interface extends the capabilities of Java collections, offering enhanced control over ordered collections with a well-defined encounter order. In this article, we will explore the features of the SequenceCollection interface, including new methods like addFirst, addLast, getFirst, getLast, removeFirst, removeLast, and reversed, and discuss how they empower developers to manage ordered data efficiently. Understanding the SequenceCollection Interface The SequenceCollection interface is defined in Java 21 as a collection that has a well-defined encounter order, supports operations at both ends and is reversible. This encounter order is a fundamental concept in this interface, where elements are conceptually arranged linearly from the first element to the last element. While this definition doesn’t imply anything about the physical positioning of elements, it provides a clear ordering for developers to work with.

Containerizing MySQL With Docker and DbVisualizer

Aggregated on: 2023-10-05 19:31:57

Docker is an open-source platform for building, shipping, and running applications in containers. Containers provide a lightweight and portable way to package and deploy software, making it easier to move applications between environments and platforms. By using Docker to containerize your database application, you can ensure that it runs consistently across different environments, making it easier to deploy and manage. In this tutorial, we will walk through the process of containerizing a MySQL database using Docker and connecting to it using DbVisualizer. We will start with a simple example and then move on to more complex scenarios, including using Docker Compose to orchestrate multiple containers and using environment variables to configure our container.

Experience vs. Certifications in DevOps: Bridging Theory and Practice

Aggregated on: 2023-10-05 18:46:57

"When hiring for DevOps engineering roles, what matters more—certifications or experience?" This question reverberates through the corridors of countless tech companies as the significance of DevOps engineering roles only grows in the evolving digital landscape. Both elements — certifications and experience — offer valuable contributions to an engineer's career. Certifications such as AWS, CKA, GCP, Azure, Docker, and Jenkins represent the structured, theoretical understanding of the technology landscape. On the other hand, experience serves as the real-world proving ground for that theoretical knowledge. But which of these two carries more weight? Here's an analysis infused with curiosity and passion, grounded in the technical and business realities of our day.

Optimizing React Apps for Web Development: A Comprehensive Guide

Aggregated on: 2023-10-05 18:31:57

In the ever-evolving world of web development, creating blazing-fast and highly efficient web applications is a top priority. React, a JavaScript library for building user interfaces has gained immense popularity for its flexibility and performance. However, to ensure that your React apps provide a seamless user experience, optimization is key. In this comprehensive guide, we will explore various strategies and best practices for optimizing React apps for web development. Chapter 1: Understanding React Performance React's virtual DOM (VDOM) plays a crucial role in optimizing the rendering process. Instead of directly manipulating the real DOM, React works with a virtual representation of it. When changes occur, React calculates the minimal required updates and efficiently applies them to the real DOM. This reduces unnecessary reflows and repaints, resulting in improved performance.

Unlocking AES Encryption: A Deep Dive Into Its Inner Workings for Secure Data Protection

Aggregated on: 2023-10-05 18:01:57

In an increasingly digital world, the security of our information has become paramount. Whether we are sending sensitive emails, conducting financial transactions online, or storing confidential documents, the need to protect our data from prying eyes has never been more critical. Encryption stands as the stalwart guardian of our digital privacy, serving as an impenetrable shield that keeps our information safe from unauthorized access. In this article, we delve into the world of encryption, exploring its basic types — Symmetric and Asymmetric — and highlighting the key differences between them. Furthermore, we'll guide you on how to choose between these encryption methods by outlining scenario-specific use cases for each, enabling you to make informed decisions to safeguard your valuable data. We will also see in detail how the actual encryption and decryption take solace. Let's embark on a journey to unravel the secrets of AES encryption and enhance our understanding of digital security.

Loading Streaming Data Into Cassandra Using Spark Structured Streaming

Aggregated on: 2023-10-05 17:46:57

When creating real-time data platforms, data streaming is a low-latency, high-throughput method of moving data. Where batch processing methods necessarily introduce delays in order to gather a batch worth of data, stream processing methods act on steam events as they occur, with as little delay as possible. In this blog and associated repo, we will discuss how streaming data can be compatible with Cassandra, with Spark Structured Streaming as an intermediary. Cassandra is designed for high-volume interactions and, thus, a great resource for streaming workflows. For simplicity and speed, we are using DataStax’s AstraDB in this demo. Introduction Streaming data is normally incompatible with standard SQL and NoSQL databases since they can consist of differently structured data with messages only differentiated by timestamp. With advances in database technologies and continuous development, many databases have evolved to better accommodate streaming data use cases. Additionally, there are specialized databases, such as time-series databases and stream processing systems, that are designed explicitly for handling streaming data with high efficiency and low latency.

Modern MLOps Platform for Generative AI

Aggregated on: 2023-10-05 17:46:57

A modern MLOps platform for Generative AI seamlessly integrates the practices of machine learning operations with the unique aspects of generative models. Such platforms strive to automate and streamline the end-to-end lifecycle of generative AI models, ensuring robustness, scalability, and reproducibility. A holistic approach is crucial, addressing both the technical dimensions of model development and deployment and the ethical, safety, and governance considerations inherent to generative models. Here Is the Architecture of Such a Platform 1. Data Ingestion and Storage Data collection: Harness data from diverse sources. Data storage: Employ scalable distributed systems optimized for growing model sizes and computational demands. Data versioning: Ensure reproducibility with versioned datasets. Document sharding: Efficiently manage large documents or datasets. 2. Data Processing, Transformation and Embeddings ETL processes: Clean and preprocess data. Feature engineering: Extract essential features. Embedding generation: Convert data into meaningful embeddings. Vector store: Efficiently store and retrieve embeddings. 3. Model Development, Prompt Engineering, Pre-Trained Models and Fine-Tuning Interactive development: Facilitate rapid prototyping and experimentation. Model repository: Access and manage large pre-trained models. Fine-tuning: Adapt pre-trained models to specific tasks. Prompt engineering: Design, test, and optimize prompts to guide generative models. Experiment tracking: Monitor and compare various model experiments. 4. Model Training, Validation, and Generative Outputs Distributed training: Use platforms optimized for the increased infrastructure demands of large generative models. Hyperparameter tuning: Automate the discovery of optimal model parameters. Validation and quality assurance: Ensure the quality and relevance of generated content. 5. Transfer Learning, Knowledge Distillation and Continuous Learning Transfer learning: Reuse pre-trained model knowledge. Knowledge distillation: Simplify and optimize models without compromising performance. Active learning: Iteratively enhance models based on the most valuable data. 6. Model Deployment, Scaling and Serving Model packaging and serving: Prepare models for production. Deployment strategies for large models: Techniques like model sharding to manage the intensive infrastructure requirements of gen AI. Scaling generative workloads: Infrastructure solutions to meet the computational demands of generative tasks. 7. Monitoring, Alerts, and Feedback for Generative Outputs Model monitoring: Track model performance with a keen focus on generated outputs. Infrastructure monitoring: Ensure the health and scalability of the underlying systems, especially given the heightened requirements of gen AI. Alerts: Stay updated on anomalies or performance degradation. User feedback loop: Adjust based on user insights and feedback. 8. Governance, Safety, and Ethical Considerations Model auditing and versioning: Maintain a clear and transparent record of model changes. Content filters: Implement standards for content generation. Ethical reviews and compliance: Regularly navigate and update based on the ethical landscape of gen AI. 9. Collaboration, Sharing and Documentation Model sharing: Promote collaboration across teams or externally. Documentation: Keep stakeholders well-informed with thorough documentation. 10. Infrastructure, Orchestration and AI Infrastructure Concerns Infrastructure as code: Define infrastructure programmatically, with adaptability for the changing demands of gen AI. Orchestration: Coordinate the ML lifecycle stages, ensuring efficient resource allocation and scalability. AI infrastructure management: Strategically plan and manage resources to accommodate the growing size and complexity of gen AI models. By embracing this comprehensive approach, a modern MLOps platform for Generative AI empowers developers, data scientists, and organizations to harness the transformative potential of generative models, ensuring they effectively navigate the challenges and intricacies they present. Furthermore, as we venture deeper into the age of AI, it becomes imperative for the MLOps platform to address and minimize environmental concerns. This includes practices that reduce carbon footprints, prioritize energy efficiency, and promote sustainable tech solutions. I will delve deeper into the significance and methods of integrating sustainability into MLOps in a future article.

Building a Microservices API Gateway With YARP in ASP.NET Core Web API

Aggregated on: 2023-10-05 17:31:57

Let's walk through a more detailed step-by-step process with code for a more comprehensive API Gateway using YARP in ASP.NET Core. We'll consider a simplified scenario with two microservices: UserService and ProductService. The API Gateway will route requests to these services based on the path. Step 1: Create Microservices Create two separate ASP.NET Core Web API projects for UserService and ProductService. Use the following commands:

Lightning Strikes the Web: Unraveling the Open-Source Majesty of Lightning Web Components

Aggregated on: 2023-10-05 17:31:57

In the boundless universe of web development, the pursuit of robust, scalable, and dynamic solutions is relentless. The emergence of Lightning Web Components (LWC) shines a beacon of innovation, offering a groundbreaking open-source framework that is revamping the way developers perceive and interact with web components. This elucidation will navigate through the multiverse of LWC, spotlighting its open-source essence, architectural elegance, and transformative impact on the web development odyssey. Section 1: LWC — A Symphony of Open-Source Brilliance 1.1 Essence of LWC LWC is not merely a framework; it's an open-source revelation that enables the crafting of fast, lightweight, and reusable web components. It is a harmonious composition of modern web standards, enhancing the synergy between components and leveraging the prowess of ECMAScript 6+ and Web Components standards.

Gossip Protocol in Social Media Networks: Instagram and Beyond

Aggregated on: 2023-10-05 17:01:57

Gossip protocol is a communication scheme used in distributed systems for efficiently disseminating information among nodes. It is inspired by the way people gossip, where information spreads through a series of casual conversations. This article will discuss the gossip protocol in detail, followed by its potential implementation in social media networks, including Instagram. We will also include code snippets to provide a deeper technical understanding. Gossip Protocol The gossip protocol is based on an epidemic algorithm that uses randomized communication to propagate information among nodes in a network. The nodes exchange information about their state and the state of their neighbors. This process is repeated at regular intervals, ensuring that the nodes eventually become aware of each other's states. The key features of gossip protocol include:

Resizing Images On-The-Fly

Aggregated on: 2023-10-05 16:46:57

As a web architect, one of the many issues is asset management. And the most significant issue in assets is images. A naive approach would be to set an image and let the browser resize the image via CSS: CSS img { height: 100%; width: 100%; object-fit: contain; }

Apache Kafka as Mission Critical Data Fabric for GenAI

Aggregated on: 2023-10-05 16:31:57

Apache Kafka serves thousands of enterprises as the mission-critical and scalable real-time data fabric for machine learning infrastructures. The evolution of Generative AI (GenAI) with large language models (LLM) like ChatGPT changed how people think about intelligent software and automation. This blog post explains the relationship between data streaming and GenAI and shows the enormous opportunities and some early adopters of GenAI beyond the buzz. Generative AI (GenAI) and Data Streaming Let’s set the context first to have the same understanding of the buzzwords.

Evolution of Data Partitioning: Traditional vs. Modern Data Lakes

Aggregated on: 2023-10-05 16:31:57

In the era of exploding user engagement with customer-centric applications such as streaming services, online shopping, social media, and microblogging, enterprises are grappling with an ever-expanding volume of data. This deluge of data presents a challenge: how to efficiently store, process, and analyze it to provide customers with an enhanced experience. To navigate this data landscape and ensure timely access to information for informed decision-making, Data Lakes have turned to a key technique known as Data Partitioning. Data partitioning is the technique of dividing extensive datasets into more manageable and logically structured components. Not only does it elevate data organization, but it also yields a significant enhancement in query performance.

Garbage Collection: Unsung Hero

Aggregated on: 2023-10-05 16:01:57

Garbage Collection is a facet often disregarded and underestimated, yet beneath its surface lies the potential for profound impacts on your organization that reach far beyond the realm of application performance. In this post, we embark on a journey to unravel the pivotal role of Garbage Collection analysis and explore seven critical points that underscore its significance. Improve Application Response Time Without Code Changes Automatic garbage collection (GC) is a critical memory management process, but it introduces pauses in applications. These pauses occur when GC scans and reclaims memory occupied by objects that are no longer in use. Depending on various factors, these pauses can range from milliseconds to several seconds or even minutes. During these pauses, no application transactions are processed, causing customer requests to be stranded.

Revolutionizing Customer Engagement: Unleashing the Magic of Communication APIs

Aggregated on: 2023-10-05 15:31:57

Communication is key in today's business world. The digital evolution and use of APIs (or tools that help different software talk to each other) have reshaped the way businesses connect with customers. With features like voice calls, video chats, text messages, and more, APIs are making business communication easier and more interactive. Let's explore the details of how these handy tools, called Communication APIs, are changing the way we talk to customers. What Are Communication APIs? Communication APIs (Applications Programming Interfaces) are essentially tools that allow businesses to upgrade their communication channels by integrating voice calls, text messages, and other communication mediums into their applications or websites. In simpler terms, APIs are pieces of code that act as a bridge between two applications, enabling them to share data and access each other's functionalities. This enables your application to access pre-built communication functions like email, in-app chat, voice-based and video-based chat, SMS, and other modes of communication.

How Global Tenanted Deployments Would Look Without Automation

Aggregated on: 2023-10-05 15:31:57

Continuous Integration and Continuous Delivery's recommendation of deployment automation is hugely important for organizations with complex software. That's especially true for multi-tenancy software delivered with tenanted deployments. But what if we didn't have deployment automation? How would tenanted deployments even work?

Deriving Organizational Value in the Age of AI

Aggregated on: 2023-10-05 15:01:57

Humanity has always been in the quest for the helper — a machine capable of performing tasks with the same competence as humans. In Greek Mythology, the divine blacksmith Hephaestus forged robots capable of performing human-like tasks, such as the bronze giant Talos, who patrolled the shores of Crete and protected it from the invasion. But in reality, designing a machine and rendering it capable of useful activity — even with the advent of modern computing has proved devilishly difficult. A major challenge, it turns out, is how — and what — to teach it. A decade ago, there were numerous attempts to create practically useful AIs that explicitly encode human expertise via collections of rules or facts into computer systems. But much of the world is not organized discretely, reducible to simple rules or symbolic representations. While in the field that does use precise characterization–chess, algebraic manipulation, and business process automation — AI has made great advances.

Embedded Linux: Powering Modern Devices

Aggregated on: 2023-10-05 14:46:57

Embedded systems have existed long before Linux, but the marriage of these two technologies has led to an unprecedented era of device innovation. Today, it is not uncommon to find Linux at the heart of televisions, cars, routers, smart devices, and countless other electronics. But why is Linux, a free and open-source software, becoming so pervasive in the embedded world? Let's delve into Embedded Linux, its advantages, key features, and its significance in the modern tech landscape. What Is Embedded Linux? Embedded Linux refers to the use of the Linux kernel, usually tailored for specific applications, in embedded devices. Unlike desktop or server distributions, which might come with a comprehensive suite of software and a graphical user interface, Embedded Linux systems are stripped down, containing only the necessary components to run a particular device. This results in a leaner, faster, and more efficient operating system.

Adapting API Strategies to Dynamic AI Trend

Aggregated on: 2023-10-05 13:01:57

In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is getting a lot of attention. Everywhere you look on social media, there are new AI startups, prompt engineering tools, and Large Language Model (LLM) solutions. And it's not surprising because AI feels almost like magic! For instance, ChatGPT really got everyone excited. It got 100 million users in just two months after it became publicly available, making it super popular, super fast. Now, everyone's wondering: what does this AI wave mean for me, my work, and my products? More specifically, how does it impact those who are at the forefront of building digital products and applications using APIs? This article explores what the AI trend means for those of us making digital tools using APIs.

Exploring Apache Ignite With Spring Boot

Aggregated on: 2023-10-05 12:46:57

For the use cases that I am going to describe here, I have 2 services: courses-service basically provides CRUD operations for dealing with courses and instructors. reviews-service is another CRUD operations provider for dealing with reviews for courses that are totally agnostic of courses from courses-service. Both apps are written in Kotlin using Spring Boot and other libraries. Having these 2 services, we are going to discuss distributed caching with Apache Ignite and Spring Boot, and we’ll see how we can use code-deployment to invoke remote code execution via Apache Ignite on a service.