Search icon
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
Learning R Programming

You're reading from  Learning R Programming

Product type Book
Published in Oct 2016
Publisher Packt
ISBN-13 9781785889776
Pages 582 pages
Edition 1st Edition
Languages
Author (1):
Kun Ren Kun Ren
Profile icon Kun Ren

Table of Contents (21) Chapters

Learning R Programming
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface
1. Quick Start 2. Basic Objects 3. Managing Your Workspace 4. Basic Expressions 5. Working with Basic Objects 6. Working with Strings 7. Working with Data 8. Inside R 9. Metaprogramming 10. Object-Oriented Programming 11. Working with Databases 12. Data Manipulation 13. High-Performance Computing 14. Web Scraping 15. Boosting Productivity

Profiling code


In the previous section, you learned how to use microbenchmark() to benchmark expressions. This can be useful when we have several alternative solutions to a problem and want to see which has better performance and when we optimize an expression and want to see whether the performance actually gets better than the original code.

However, it is usually the case that, when we feel the code is slow, it is not easy to locate the expression that contributes most to slowing down the entire program. Such an expression is called a "performance bottleneck." To improve code performance, it is best to resolve the bottleneck first.

Fortunately, R provides profiling tools to help us find the bottleneck, that is, the code that runs most slowly, which should be the top focus for improving code performance.

Profiling code with Rprof

R provides a built-in function, Rprof(), for code profiling. When profiling starts, a sampling procedure is running with all subsequent code until the profiling is...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at AU $19.99/month. Cancel anytime}