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You're reading from  Learning R Programming

Product typeBook
Published inOct 2016
Reading LevelBeginner
PublisherPackt
ISBN-139781785889776
Edition1st Edition
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Author (1)
Kun Ren
Kun Ren
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Kun Ren

Kun Ren has used R for nearly 4 years in quantitative trading, along with C++ and C#, and he has worked very intensively (more than 8-10 hours every day) on useful R packages that the community does not offer yet. He contributes to packages developed by other authors and reports issues to make things work better. He is also a frequent speaker at R conferences in China and has given multiple talks. Kun also has a great social media presence. Additionally, he has substantially contributed to various projects, which is evident from his GitHub account: https://github.com/renkun-ken https://cn.linkedin.com/in/kun-ren-76027530 http://renkun.me/ http://renkun.me/formattable/ http://renkun.me/pipeR/ http://renkun.me/rlist/
Read more about Kun Ren

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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...

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Learning R Programming
Published in: Oct 2016Publisher: PacktISBN-13: 9781785889776

Author (1)

author image
Kun Ren

Kun Ren has used R for nearly 4 years in quantitative trading, along with C++ and C#, and he has worked very intensively (more than 8-10 hours every day) on useful R packages that the community does not offer yet. He contributes to packages developed by other authors and reports issues to make things work better. He is also a frequent speaker at R conferences in China and has given multiple talks. Kun also has a great social media presence. Additionally, he has substantially contributed to various projects, which is evident from his GitHub account: https://github.com/renkun-ken https://cn.linkedin.com/in/kun-ren-76027530 http://renkun.me/ http://renkun.me/formattable/ http://renkun.me/pipeR/ http://renkun.me/rlist/
Read more about Kun Ren