Book Image

Julia High Performance

By : Avik Sengupta
Book Image

Julia High Performance

By: Avik Sengupta

Overview of this book

Julia is a high performance, high-level dynamic language designed to address the requirements of high-level numerical and scientific computing. Julia brings solutions to the complexities faced by developers while developing elegant and high performing code. Julia High Performance will take you on a journey to understand the performance characteristics of your Julia programs, and enables you to utilize the promise of near C levels of performance in Julia. You will learn to analyze and measure the performance of Julia code, understand how to avoid bottlenecks, and design your program for the highest possible performance. In this book, you will also see how Julia uses type information to achieve its performance goals, and how to use multuple dispatch to help the compiler to emit high performance machine code. Numbers and their arrays are obviously the key structures in scientific computing – you will see how Julia’s design makes them fast. The last chapter will give you a taste of Julia’s distributed computing capabilities.
Table of Contents (14 chapters)

Generated functions


Macros run very early in the compilers process when there is no information about how the program might execute. The inputs to a macro are, therefore, simply symbols and expressions—the textual tokens that make up a program. Given that a lot of Julia's powers come from its type system, it may be useful to have something such as macros—code that generates code—at a point where the compiler has inferred the types of the variables and function arguments in the program. Generated functions (also sometimes called staged functions) fulfill this need.

Using generated functions

Declaring a generated function is simple. Instead of the usual function keyword, generated functions are declared with the appropriately named @generated function keyword. This declares a function that can be called normally from any point in the rest of the program.

Generated functions come in two parts, which are related to how they are executed. They are invoked once for each unique type of its arguments...