Blogging with Knitr and Jekyll2014-02-17
Update: I no longer do this because Blogdown is a much nicer solution. You probably want to use that instead, but I'm leaving this up for historical purposes.
I wanted to be able to share R code for various tasks in a blog-like format. Jekyll is a popular blogging tool based upon the idea of using Markdown to write and Jekyll to publish the content as HTML.
This was intriguing to me but I didn’t want to just write in Markdown, I
wanted to post R code as well. A fantastic solution for merging the two
is knitr, which allows the author to
alternate between prose and R code seamlessly, including the result of
the R code in-line. Knitr uses the .RMarkdown extension which get
converted to Markdown (.md) files when they are knit using the
Jekyll doesn’t have an easy way to let you write posts in RMarkdown directly but I found a simple solution from Jason C. Fisher on his blog. He outlines a method for knitting his RMarkdown files manually and copying the resulting Markdown and images into the directory containing his Jekyll site.
This approach would’ve worked fine but I really wanted to write my RMarkdown posts inside the directory containing my Jekyll blog. Ideally, I would be able to write my RMarkdown right next to my Markdown and let Jekyll do the rest.
I toyed around with the idea of using Jekyll’s generators (See section
‘Generators’ here). Generators are
useful for converting content from one form to another (e.g. .md to
.html). A generator for knitting RMarkdown files into HTML would be
trivial to write (In fact I did write one) but it would not be
straightforward to handle RMarkdown posts with images in them. Instead
of tweaking a Jekyll generator to handle images, I opted to just write
an R script that is run prior to Jekyll’s
To do this, I had to create a folder called
\_rmd next to the standard
\_posts folder for the .Rmd files to live:
├── _posts │ ├── 2014-01-01-example-post.md ├── _rmd │ └── 2014-01-01-example-post.Rmd └── images └── 2014-02-10-example-post └── example-image.png
The R script detects any files in the
_rmd_ folder needing to be knit
and knits them. The resulting Markdown file is placed in the
By default, any .Rmd files without a corresponding .md file need to be knit. This can be overridden by passing the script the –all flag which knits all files from scratch. Each file is knit and its images are output into a subfolder of the images folder with the same name as the post using knitr’s built in options. Placing images for each post in a subfolder is purely my preference though it does help organize the images better and removes the need to keep unique figure names in my posts.
Here is the full source of
The corresponding Rakefile sets up the basic commands for working on the site:
The writing process then looks like this:
- Write a post in the
rake serveto preview the post
- (Optional) Commit and
git pushto publish
Please let me know if you have any thoughts or suggestions on how this can be done more simply.