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)

The Julia type system


Types in Julia are essentially tag-on values that restrict the range of potential values that can possibly be stored at this location. Being a dynamic language, these tags are relevant only to runtime values. Types are not enforced at compile time (except in rare cases); rather, they are checked at runtime. However, type information is used at compile time to generate specialized methods and different kinds of function argument.

Using types

In most dynamic languages, types are usually implicit in how values are created. Julia can, and usually is, written in this way—with no explicit type annotations. However, additionally in Julia, you can specify that variables or function parameters should be restricted to specific types using the :: symbol. Here's an example:

foo(x::Integer) = "an integer"    #Declare type of function argument
foo(x::ASCIIString) = "a string"
function bar(a, b)
   x::Int64 = 0                  #Declare type of local variable
   y = a+b             ...