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)

Closures and anonymous functions


We saw how important functions are in idiomatic Julia code. While not a pure functional language, Julia shares many features with such languages. In particular, functions in Julia are first class entities, and they can passed around to other functions to create higher-order functions. A canonical example of such a higher-order function is the map function, which evaluates the given function over each element of the provided collection.

As you would expect from a language with these functional features, it is also possible to create closures and anonymous functions in Julia. Anonymous functions, as the name suggests, are functions without a name, and they are usually created at the point where they are passed in to another function as an argument. In Julia, they are created with the -> operator separating the arguments from the function body. These, and named functions created within the scope of another function, and referring to variables from this outer...