A comprehensive guide for transitioning from monolithic architectures to microservice-based systems. Through the lens of a fictional company called FTGO, the author illustrates the "monolithic hell" that occurs when applications become too large, complex, and slow to deploy. To address these challenges, the source introduces the scale cube model and a detailed pattern language to help architects make objective, trade-off-based decisions. The material covers essential strategies for functional decomposition, interprocess communication, and distributed data management using sagas. It further explores advanced topics such as event sourcing, API gateways, and specialized testing strategies necessary for maintaining reliable distributed systems. Ultimately, the book provides a roadmap for refactoring legacy code and adopting modern DevOps practices to improve software delivery velocity.
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Introduce probabilistic programming as a modern approach to decision-making under uncertainty that combines the principles of probabilistic reasoning with the flexibility of Turing-complete programming languages. They focus heavily on Figaro, a probabilistic programming system implemented as a Scala library, detailing its architecture which consists of atomic and compound elements that represent random variables. The text explains how these elements are organized into structured models to handle tasks such as predicting future events, inferring past causes, and learning from data. Furthermore, the material highlights the practical benefits of embedding probabilistic models into a general-purpose host language to facilitate Bayesian inference and real-world application integration.
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A comprehensive manual focuses on mastering Node's core fundamentals, exploring advanced techniques for handling built-in modules, streams, file systems, networking, and child processes. Additionally, the text covers real-world application development topics such as web development, testing, debugging, and production deployment, while also providing guidance on creating and publishing custom modules. Through its structured, recipe-based approach, the book aims to deepen developers' understanding of Node's core architecture beyond standard third-party libraries.
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Detail a calculational proof format designed to eliminate traditional ambiguities and make formal proofs both rigorous and elegantly teachable. Rather than acting as a standard textbook or a traditional treatise on logic, the text serves as a pragmatic guide emphasizing syntactic rules and manipulative techniques for boolean structures. It demonstrates how to systematically derive program properties and reason about execution without relying on overly complex set-theoretic models. Ultimately, the work advocates for a homogeneous mathematical style where computation replaces intuition, offering mathematically inclined computer scientists a powerful tool for formal reasoning.
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A comprehensive guide is designed for beginners and professional database developers, offering over two hundred practical code snippets, worked examples, and clear explanations. It specifically targets MySQL 5.6 and 5.7, focusing heavily on programming APIs in languages such as Python, PHP, Java, Perl, and Ruby. The book covers a wide array of topics, ranging from basic database operations like selecting and sorting data to advanced tasks including web session management, server administration, and security. Additionally, it serves as a handy reference for importing and exporting data, performing statistical techniques, and handling transactions to help users efficiently solve everyday database challenges.
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Outline the software design and implementation of pdCalc, a stack-based Reverse Polish Notation (RPN) calculator created by Adam B. Singer. The book titled Practical C++ Design: From Programming to Architecture serves as a comprehensive case study bridging theoretical design concepts with practical coding practices. It details the initial problem analysis, architectural patterns such as Model-View-Controller (MVC), and the modular decomposition of core components like the stack, command dispatchers, and user interfaces. Additionally, the text covers advanced topics including runtime plugins, error handling, and unit testing using modern C++14 and Qt framework features.
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