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 profiler


The Julia runtime includes a built-in profiler that can be used to measure which lines of code contribute the most to the total execution time of a codebase. It can therefore be used to identify bottlenecks in code, which can in turn be used to prioritize optimization efforts.

This built-in system is what is known as a sampling profiler. Its work is to inspect the call stack of the running system every few milliseconds (by default, 1 millisecond on UNIX and 10 milliseconds on Windows), and identify each line of code that contributes to this call stack. The idea is that the lines of code that are executed most often are found more often on the call stack. Hence, over many such samples, the count of how often each line of code is encountered will be a measure of how often this code runs.

The primary advantage of a sampling profiler is that it can run without modifying the source program, and thus has a very minimal overhead. The program runs at almost full speed when being...