C Template Metaprogramming In Practice A Deep Learning Framework
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C++ Template Metaprogramming in Practice
Using the implementation of a deep learning framework as an example, C++ Template Metaprogramming in Practice: A Deep Learning Framework explains the application of metaprogramming in a relatively large project and emphasizes ways to optimize systems performance. The book is suitable for developers with a basic knowledge of C++. Developers familiar with mainstream deep learning frameworks can also refer to this book to compare the differences between the deep learning framework implemented with metaprogramming and compile-time computing with deep learning frameworks using object-oriented methods. Consisting of eight chapters, the book starts with two chapters discussing basic techniques of metaprogramming and compile-time computing. The rest of the book’s chapters focus on the practical application of metaprogramming in a deep learning framework. It examines rich types and systems, expression templates, and writing complex meta-functions, as well as such topics as: Heterogeneous dictionaries and policy templates An introduction to deep learning Type system and basic data types Operations and expression templates Basic layers Composite and recurrent layers Evaluation and its optimization Metaprogramming can construct flexible and efficient code. For C++ developers who are familiar with object-oriented programming, the main difficulty in learning and mastering C++ metaprogramming is establishing the thinking mode of functional programming. The meta-programming approach involved at compile time is functional, which means that the intermediate results of the construction cannot be changed, and the impact may be greater than expected. This book enables C++ programmers to develop a functional mindset and metaprogramming skills. The book also discusses the development cost and use cost of metaprogramming and provides workarounds for minimizing these costs.
Learn C++
Unlock the power of C++, a cornerstone language in software development, with this comprehensive guide. Whether you're starting your programming journey or looking to solidify your understanding, this book provides a thorough exploration of C++ from foundational concepts to modern features. Begin by setting up your development environment and writing your first program. Master the essentials, including variables, data types, memory management, operators, and controlling program flow with conditional statements and loops. Learn to build modular and reusable code with functions, exploring parameter passing techniques like pass-by-value. Understand how to handle collections of data effectively using arrays and gain crucial insights into the power and pitfalls of pointers. Dive into Object-Oriented Programming (OOP) concepts. Discover how to define classes and objects, encapsulating data and behavior. Explore the mechanisms of inheritance and polymorphism to create flexible and extensible applications. Master constructors and destructors for effective object lifecycle management. Navigate the Standard Template Library (STL), harnessing the power of containers like vectors, deques, lists, sets, and maps, along with generic algorithms for efficient data manipulation. Learn to interact with files for persistent data storage using C++ streams. Finally, get acquainted with modern C++ features like auto type deduction, range-based for loops, smart pointers for automatic resource management (RAII), lambda expressions, and move semantics, which enhance code safety, readability, and performance. This book equips you with the knowledge and skills to write robust, efficient, and modern C++ code.
Expert C++
Author: Vardan Grigoryan
language: en
Publisher: Packt Publishing Ltd
Release Date: 2020-04-10
Design and architect real-world scalable C++ applications by exploring advanced techniques in low-level programming, object-oriented programming (OOP), the Standard Template Library (STL), metaprogramming, and concurrency Key FeaturesDesign professional-grade, maintainable apps by learning advanced concepts such as functional programming, templates, and networkingApply design patterns and best practices to solve real-world problemsImprove the performance of your projects by designing concurrent data structures and algorithmsBook Description C++ has evolved over the years and the latest release – C++20 – is now available. Since C++11, C++ has been constantly enhancing the language feature set. With the new version, you’ll explore an array of features such as concepts, modules, ranges, and coroutines. This book will be your guide to learning the intricacies of the language, techniques, C++ tools, and the new features introduced in C++20, while also helping you apply these when building modern and resilient software. You’ll start by exploring the latest features of C++, and then move on to advanced techniques such as multithreading, concurrency, debugging, monitoring, and high-performance programming. The book will delve into object-oriented programming principles and the C++ Standard Template Library, and even show you how to create custom templates. After this, you’ll learn about different approaches such as test-driven development (TDD), behavior-driven development (BDD), and domain-driven design (DDD), before taking a look at the coding best practices and design patterns essential for building professional-grade applications. Toward the end of the book, you will gain useful insights into the recent C++ advancements in AI and machine learning. By the end of this C++ programming book, you’ll have gained expertise in real-world application development, including the process of designing complex software. What you will learnUnderstand memory management and low-level programming in C++ to write secure and stable applicationsDiscover the latest C++20 features such as modules, concepts, ranges, and coroutinesUnderstand debugging and testing techniques and reduce issues in your programsDesign and implement GUI applications using Qt5Use multithreading and concurrency to make your programs run fasterDevelop high-end games by using the object-oriented capabilities of C++Explore AI and machine learning concepts with C++Who this book is for This C++ book is for experienced C++ developers who are looking to take their knowledge to the next level and perfect their skills in building professional-grade applications.