Descripción
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 bookâs 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.
. Language: English
-
Nº de Fruugo :
337956650-741616510
-
ISBN:
9780367609566
Entrega y devolución
Enviado en un plazo de 4 días
Envío desde Reino Unido.
Hacemos todo lo posible para asegurarnos de que se le entreguen los productos que pida en su totalidad y de acuerdo con sus especificaciones. Sin embargo, si recibe un pedido incompleto o artículos diferentes a los que pidió, o hay alguna otra razón por la que no está satisfecho con el pedido, puede devolver el mismo o cualquier producto incluido en él y obtener un reembolso completo por los artículos. Vea la política de devolución completa