How to Use Emacs Org-Babel Mode to Write Literate Programming Document in R Language
1. Introduction
We introduce the use of emacs org-babel model in this document. Emacs Org-Babel mode is a literate programming tool (aka. active document), which can embed multiple programming languages, inlcuding R, in one document. Another popular literate programming tool for statisticians is the Sweave document, which can embed only R code.
First we clarify the following terminologies:
- Emacs
- The extensible, customizable, self-documenting real-time display editor.
- Org-mode
- An Emacs Mode for keeping notes, maintaining ToDo lists, doing project planning, and authoring with a fast and effective plain-text system.
- Babel
- It is Org-mode's ability to execute source code within Org-mode documents.
2. How to Use
2.1. Installation
(August 5, 2011) Babel
is available after Org-mode version 7.0, while
Emacs version 23.2.1 still only has Org-mode version 6.33x. Thus you need
to update Org-mode (currenly at version 7.7) from Org Home Page. You can
use Emacs Package Manager to install Org-mode easily following this
instruction.
2.2. Keyboard Shortcuts
To write a code block in a .org
file, you can simple type <s
followed by TAB key. Then a skeleton like the following is
automatically inserted:
#+begin_src #+end_src
All you need to do next is type a single letter R
in the header and
begin typing R code:
#+begin_src R ## Edit Your R Code Here. x <- rnorm(100) summary(x) #+end_src
I recommend you to edit R code in ESS (Emacs Speaks Statistics) mode by
typing C-c '
(i.e. C-c and single quote) within the code block, which
brings up a separate window with ESS enabled. After editing, you can type
C-c '
again to return to the main file buffer.
Once you finish writing the code, you can execute them immediately by
pressing C-c C-c
and see the R output being inserted into the document.
Alternatively, you can press C-c C-o
to see the R output in a separate
window.
To generate (export to) HTML document, press C-c C-e h h
. Note other
document options are available upon pressing C-c C-e
.
2.3. Emacs Customization Settings
The Org-Babel mode can be customized through the emacs menu item "Org", which can be saved to your ".emacs" file for future use. Some useful Org-Babel settings for statisticians are:
(custom-set-variables '(org-babel-load-languages (quote ((emacs-lisp . t) (R . t)))) '(org-confirm-babel-evaluate nil))
which specifies R
language to be loaded and R code to be evaluated
without prompt.
I also specify a "skeleton" in my ".emacs" file so as to start writing Org file quickly:
(define-skeleton org-skeleton "Header info for a emacs-org file." "Title: " "#+TITLE:" str " \n" "#+AUTHOR: Your Name\n" "#+email: your-email@server.com\n" "#+INFOJS_OPT: \n" "#+BABEL: :session *R* :cache yes :results output graphics :exports both :tangle yes \n" "-----" ) (global-set-key [C-S-f4] 'org-skeleton)
where
- The
#+INFOJS_OPT
option will generat a HTML document that is foldable and follows the style ofGNU/INFO
document. - The
:session *R*
option makes sure all the R code is run in the same session so objects generated in one code block can be accessed from other code blocks. - the
:cache yes
option is used to avoid re-evaluating unchanged code blocks. This can save significant time when you revise a document with a lot of R code frequently. - The
:results output graphics :exports both
option will put both the R code and its text and graphics output in the generated document. - The
:tangle yes
option allows the document to be "tangled" to generate pure code file. The short-cut key for tangling isC-c C-v t
, which generates a.R
file with all the R code extracted. - Note the "–—" string will generate a horizontal line in HTML file.
- Finally, a hotkey
C-S-f4
(while pressing Ctrl and Shift keys, press F4 key) is assigned to invoke this skeleton quickly.
2.4. A Complete Example
We use the following file test-for-how-to-use-Org-Babel-for-R.org
as an
example file.
#+TITLE: Test #+AUTHOR: Your Name #+EMAIL: your-email@server.com #+PROPERTY: session *R* #+PROPERTY: cache yes #+PROPERTY: results graphics #+PROPERTY: exports both #+PROPERTY: tangle yes # This file is released by its authors and contributors under the GNU # Free Documentation license v1.3 or later, code examples are released # under the GNU General Public License v3 or later. * Example of Org-Babel for R Literate Programming ** R text output A simple summary. #+begin_src R x <- rnorm(10) summary(x) #+end_src ** R graphics output Note we use the object =x= generated in previous code block, thanks to the header option =:session *R*=. The output graphics file is =a.png=. #+begin_src R :file a.png y <- rnorm(10) plot(x, y) #+end_src Same plot with larger dimension: #+begin_src R :file b.png :width 800 :height 800 plot(x, y) #+end_src
2.5. Caveats
- Keep the code block indented correctly. Otherwise the graph will not be embedded in the HTML export file.
- Always have the contents and plots under a section heading to avoid certain exporting errors.
- It makes things easier if the working directory in R session buffer is the same as the directory of the .org file that you are writing. In this way, the plot files can easily be found.
The macro option (
#+MACRO:
) cannot be used to save the typing of header options for code blocks. For example, it does NOT work if you try to use#+MACRO: p :file $1.png :width 1000 :height 800
to shorten the header to
#+begin_src R {{{p(plot)}}}