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org-babel — facilitating communication between programming languages and people

Introduction
Getting started
Tasks [35/57]
Bugs [24/36]
Tests
Sandbox
Buffer Dictionary

Through Org-Babel Org-Mode can communicate with programming languages. Code contained in source-code blocks can be evaluated and data can pass seamlessly between different programming languages, Org-Mode constructs (tables, file links, example text) and interactive comint buffers.

In this document:

The Introduction: provides a brief overview of the design and use of Org-Babel including tutorials and examples.
In Getting Started: find instructions for installing org-babel into your emacs configuration.
The Tasks: section contains current and past tasks roughly ordered by TODO state, then importance or date-completed. This would be a good place to suggest ideas for development.
The Bugs: section contains bug reports.
The Tests: section consists of a large table which can be evaluated to run Org-Babel's functional test suite. This provides a good overview of the current functionality with pointers to example source blocks.
The Sandbox: demonstrates much of the early/basic functionality through commented source-code blocks.

Also see the Library of Babel, an extensible collection of ready-made and easily-shortcut-callable source-code blocks for handling common tasks.

Introduction

Org-Babel enables communication between programming languages and between people.

Org-Babel provides:

communication between programs: Data passes seamlessly between different programming languages, Org-Mode constructs (tables, file links, example text) and interactive comint buffers.
communication between people: Data and calculations are embedded in the same document as notes explanations and reports.

communication between programs

Org-Mode supports embedded blocks of source code (in any language) inside of Org documents. Org-Babel allows these blocks of code to be executed from within Org-Mode with natural handling of their inputs and outputs.

simple execution

with both scalar, file, and table output

reading information from tables

reading information from other source blocks (disk usage in your home directory)

This will work for Linux and Mac users, not so sure about shell commands for windows users.

To run place the cursor on the #+begin_src line of the source block labeled directory-pie and press \C-c\C-c.

cd ~ && du -sc * |grep -v total

64	"Desktop"
11882808	"Documents"
8210024	"Downloads"
879800	"Library"
57344	"Movies"
7590248	"Music"
5307664	"Pictures"
0	"Public"
152	"Sites"
8	"System"
56	"bin"
3274848	"mail"
5282032	"src"
1264	"tools"

pie(dirs[,1], labels = dirs[,2])

operations in/on tables

student	grade	letter
1	99	A
2	59	F
3	75	C
4	15	F
5	7	F
6	13	F

case score
   when 0..59: "F"
   when 60..69: "D"
   when 70..79: "C"
   when 80..89: "B"
   when 90..100: "A"
   else "Invalid Score"
end

rand(100)

hist(grades$grade)

communication between people

Quick overview of Org-Mode's exportation abilities, with links to the online Org-Mode documentation, a focus on source-code blocks, and the exportation options provided by Org-Babel.

Interactive tutorial

This would demonstrate applicability to Reproducible Research, and Literate Programming.

Tests embedded in documentation

org-babels own functional tests are contained in a large org-mode table, allowing the test suite to be run be evaluation of the table and the results to be collected in the same table.

Emacs initialization files stored in Org-Mode buffers

Using `org-babel-tangle' it is possible to embed your Emacs initialization into org-mode files. This allows for folding, note-taking, todo's etc… embedded with the source-code of your Emacs initialization, and through org-mode's publishing features aids in sharing your customizations with others.

It may be worthwhile to create a fork of Phil Hagelberg's emacs-starter-kit which uses literate org-mode files for all of the actual elisp customization. These org-mode files could then be exported to html and used to populate the repositories wiki on github.

features

code evaluation (comint buffer sessions and external processes)

There are two main ways to evaluate source blocks with org-babel.

external: By default (if the :session header argument is not present) all source code blocks are evaluated in external processes. In these cases an external process is used to evaluate the source-code blocks.
session: Session based evaluation uses persistent sessions in comint buffers. Sessions can be used across multiple source blocks setting and accessing variables in the global environment. Evaluating source blocks in sessions also allows for interaction with the code. To jump to the session of a source block use the `org-babel-pop-to-session' command or press M-[down] while inside of a source code block. When called with a prefix argument `org-babel-pop-to-session' will evaluate all header arguments before jumping to the source-code block.

results (values and outputs)

Either the value or the output of source code blocks can be collected after evaluation.

value: The default way to collect results from a source-code block is to return the value of the last statement in the block. This can be thought of as the return value of the block. In this case any printed output of the block is ignored. This can be though of a similar to a "functional" value of evaluation.
output: Another way of generating results from a source-code block is to collect the output generated by the execution of the block. In this case all printed output is collected throughout the execution of the block. This can be thought of as similar to a "script" style of evaluation.

Getting started

Add the following lines to your .emacs, replacing the path as appropriate. A good place to check that things are up and running would then be the sandbox.

  (add-to-list 'load-path "/path/to/org-babel/lisp")
  (require 'org-babel-init)

Tasks `[35/57]`

PROPOSED raise elisp error when source-blocks return errors

Not sure how/if this would work, but it may be desirable.

PROPOSED Default args

This would be good thing to address soon. I'm imagining that e.g. here, the 'caller' block would return the answer 30. I believe there's a few issues here: i.e. the naked 'a' without a reference is not understood; the default arg b=6 is not understood.

a+b

var

PROPOSED allow `anonymous' function block with function call args?

My question here is simply whether we're going to allow

# whatever

but with preference given to #+srcname blockname(arg=ref)

PROPOSED allow :result as synonym for :results?

PROPOSED allow 'output mode to return stdout as value?

Maybe we should allow this. In fact, if block x is called with :results output, and it references blocks y and z, then shouldn't the output of x contain a concatenation of the outputs of y and z, together with x's own output? That would raise the question of what happens if y is defined with :results output and z with :results value. I guess z's (possibly vector/tabular) output would be inside a literal example block containing the whole lot.

PROPOSED optional timestamp for output

Add option to place an (inactive) timestamp at the #+resname, to record when that output was generated.

source code block timestamps (optional addition)

[Eric] If we did this would we then want to place a timestamp on the source-code block, so that we would know if the results are current or out of date? This would have the effect of caching the results of calculations and then only re-running if the source-code has changed. For the caching to work we would need to check not only the timestamp on a source-code block, but also the timestamps of any tables or source-code blocks referenced by the original source-code block.

[Dan] I do remember getting frustrated by Sweave always having to re-do everything, so this could be desirable, as long as it's easy to over-ride of course. I'm not sure it should be the default behaviour unless we are very confident that it works well.

maintaining source-code block timestamps

It may make sense to add a hook to `org-edit-special' which could update the source-code blocks timestamp. If the user edits the contents of a source-code block directly I can think of no efficient way of maintaining the timestamp.

TODO make tangle files read-only?

With a file-local variable setting, yea that makes sense. Maybe the header should reference the related org-mode file.

TODO take default values for header args from properties

Use file-wide and subtree wide properties to set default values for header args.

TODO support for working with `Org Edit Src Example` buffers `[2/4]`

TODO optionally evaluate header references when we switch to `Org Edit Src` buffer

That seems to imply that the header references need to be evaluated and transformed into the target language object when we hit C-c ' to enter the Org Edit Src buffer [DED]

Good point, I heartily agree that this should be supported [Eric]

(or at least before the first time we attempt to evaluate code in that buffer – I suppose there might be an argument for lazy evaluation, in case someone hits C-c ' but is "just looking" and not actually evaluating anything.) Of course if evaluating the reference is computationally intensive then the user might have to wait before they get the Org Edit Src buffer. [DED]

I fear that it may be hard to anticipate when the references will be needed, some major-modes do on-the-fly evaluation while the buffer is being edited. I think that we should either do this before the buffer is opened or not at all, specifically I think we should resolve references if the user calls C-c ' with a prefix argument. Does that sound reasonable? [Eric]

Yes [Dan]

[Dan] So now that we have org-src-mode and org-src-mode-hook, I guess org-babel should do this by using the hook to make sure that, when C-c C-' is issued on a source block, any references are resolved and assignments are made in the appropriate session.

TODO set buffer-local-process variables appropriately [DED]

I think something like this would be great. You've probably already thought of this, but just to note it down: it would be really nice if org-babel's notion of a buffer's 'session/process' played nicely with ESS's notion of the buffer's session/process. ESS keeps the current process name for a buffer in a buffer-local variable ess-local-process-name. So one thing we will probably want to do is make sure that the Org Edit Src Example buffer sets that variable appropriately. [DED]

I had not thought of that, but I agree whole heartedly. [Eric]

Once this is done every variable should be able to dump regions into their inferior-process buffer using major-mode functions.

DEFERRED send code to inferior process

Another thought on this topic: I think we will want users to send chunks of code to the interpreter from within the Org Edit Src buffer, and I think that's what you have in mind already. In ESS that is done using the ess-eval-* functions. [DED]

I think we can leave this up to the major-mode in the source code buffer, as almost every source-code major mode will have functions for doing things like sending regions to the inferior process. If anything we might need to set the value of the buffer local inferior process variable. [Eric]

DONE some possible requests/proposed changes for Carsten `[4/4]`

While I remember, some possible requests/proposed changes for Carsten come to mind in that regard:

DONE Remap C-x C-s to save the source to the org buffer?

I've done this personally and I find it essential. I'm using

(defun org-edit-src-save ()
  "Update the parent org buffer with the edited source code, save
the parent org-buffer, and return to the source code edit
buffer."
  (interactive)
  (let ((p (point)))
    (org-edit-src-exit)
    (save-buffer)
    (org-edit-src-code)
    (goto-char p)))

(define-key org-exit-edit-mode-map "\C-x\C-s" 'org-edit-src-save)

which seems to work.

I think this is great, but I think it should be implemented in the org-mode core

DEFERRED Rename buffer and minor mode?

Something shorter than Org Edit Src Example for the buffer name. org-babel is bringing org's source code interaction to a level of maturity where the 'example' is no longer appropriate. And if further keybindings are going to be added to the minor mode then maybe org-edit-src-mode is a better name than org-exit-edit-mode.

Maybe we should name the buffer with a combination of the source code and the session. I think that makes sense.

[ES] Are you also suggesting a new org-edit-src minor mode? [DED] org-exit-edit-mode is a minor mode that already exists:

Minor mode installing a single key binding, "C-c '" to exit special edit.

org-edit-src-save now has a binding in that mode, so I guess all I'm saying at this stage is that it's a bit of a misnomer. But perhaps we will also have more functionality to add to that minor mode, making it even more of a misnomer. Perhaps something like org-src-mode would be better.

DONE Changed minor mode name and added hooks

DONE a hook called when the src edit buffer is created

This should be implemented in the org-mode core

TODO resolve references to other org buffers/files

This would allow source blocks to call upon tables, source-blocks, and results in other org buffers/files.

See…

TODO resolve references to other non-org files

tabular data in .csv, .tsv etc format
files of interpreted code: anything stopping us giving such files similar status to a source code block?
Would be nice to allow org and non-org files to be remote

TODO figure out how to handle errors during evaluation

I expect it will be hard to do this properly, but ultimately it would be nice to be able to specify somewhere to receive STDERR, and to be warned if it is non-empty.

Probably simpler in non-session evaluation than session? At least the mechanism will be different I guess.

R has a try function, with error handling, along the lines of python. I bet ruby does too. Maybe more of an issue for functional style; in my proposed scripting style the error just gets dumped to the org buffer and the user is thus alerted.

TODO figure out how to handle graphic output

This is listed under graphical output in out objectives.

This should take advantage of the :results file option, and languages which almost always produce graphical output should set :results file to true by default (this is currently done for the gnuplot and ditaa languages). That would handle placing these results in the buffer. Then if there is a combination of silent and file :results headers we could drop the results to a temp buffer and pop open that buffer…

Display of file results is addressed in the open-results-task.

TODO R graphics to screen means session evaluation

If R graphical output is going to screen then evaluation must be in a session, otherwise the graphics will disappear as soon as the R process dies.

Adding to a discussion started in email

I'm not deeply wedded to these ideas, just noting them down. I'm probably just thinking of R and haven't really thought about how this fits with the other graphics-generating languages. Dan: > I used the approach below to get graphical file output > today, which is one idea at least. Maybe it could be linked up with > your :results file variable. (Or do we need a :results image for R?) > Eric: I don't think we need a special image results variable, but I may be missing what the code below accomplishes. Would the task I added about adding org-open-at-point functionality to source code blocks take care of this need?

Dan: I'm not sure. I think the ability for a script to generate both text and graphical output might be a natural expectation, at least for R users.

> > Dan > > #+srcname: cohort-scatter-plots-2d(org_babel_graphical_output_file="cohort-scatter-plots-2d.png") > #+begin_src R > if(exists("org_babel_output_file")) > png(filename=org_babel_graphical_output_file, width=1000, height=1000) > ## plotting code in here > if(exists("org_babel_graphical_output_file")) dev.off() > #+end_src

Dan: Yes, the results :file option is nice for dealing with graphical output, and that could well be enough. Something based on the scheme above would have a couple of points in its favour:

It's easy to switch between output going to on-screen graphics and output going to file: Output will go to screen unless a string variable with a standard name (e.g. ""org_babel_graphical_output_file"") exists in which case it will go to the file indicated by the value of that variable.
The block can return a result / script output, as well as produce graphical output.

In interactive use we might want to allow the user to choose between screen and file output. In non-interactive use such as export, it would be file output (subject to the :exports directives).

TODO `\C-c \C-o` to open results of source block

by adding a defadvice to org-open-at-point we can use the common \C-c \C-o keybinding to open the results of a source-code block. This would be especially useful for source-code blocks which generate graphical results and insert a file link as the results in the org-mode buffer. (see TODO figure out how to handle graphic output). This could also act reasonably with other results types…

file: use org-open-at-point to open the file
scalar: open results unquoted in a new buffer
tabular: export the table to a new buffer and open that buffer

TODO Finalise behaviour regarding vector/scalar output

DONE Stop spaces causing vector output

This simple example of multilingual chaining produces vector output if there are spaces in the message and scalar otherwise.

[Not any more]

paste(msg, "und R", sep=" ")

org-babel speaks elisp y python und R

msg + " y python"

(concat msg " elisp")

STARTED share org-babel `[1/4]`

how should we share org-babel?

DONE post to org-mode

TODO post to ess mailing list

TODO create a org-babel page on worg

TODO create a short screencast demonstrating org-babel in action

examples

we need to think up some good examples

interactive tutorials

This could be a place to use org-babel assertions.

for example the first step of a tutorial could assert that the version of the software-package (or whatever) is equal to some value, then source-code blocks could be used with confidence (and executed directly from) the rest of the tutorial.

answering a text-book question w/code example

org-babel is an ideal environment enabling both the development and demonstrationg of the code snippets required as answers to many text-book questions.

something using tables

maybe something along the lines of calculations from collected grades

file sizes

Maybe something like the following which outputs sizes of directories under the home directory, and then instead of the trivial emacs-lisp block we could use an R block to create a nice pie chart of the results.

du -sc ~/*

(mapcar #'car sizes)

TODO command line execution

Allow source code blocks to be called form the command line. This will be easy using the sbe function in org-babel-table.el.

This will rely upon resolve references to other buffers.

TODO inline source code blocks `[3/5]`

Like the \R{ code } blocks

not sure what the format should be, maybe just something simple like src_lang[]{} where lang is the name of the source code language to be evaluated, [] is optional and contains any header arguments and {} contains the code.

(see the-sandbox)

DONE evaluation with \C-c\C-c

Putting aside the header argument issue for now we can just run these with the following default header arguments

:results: silent
:exports: results

DONE inline exportation

Need to add an interblock hook (or some such) through org-exp-blocks

DONE header arguments

We should make it possible to use header arguments.

TODO fontification

we should color these blocks differently

TODO refine html exportation

should use a span class, and should show original source in tool-tip

TODO LoB: re-implement plotting and analysis functions from org-R

I'll do this soon, now that we things are a bit more settled and we have column names in R.

PROPOSED conversion between org-babel and noweb (e.g. .Rnw) format

I haven't thought about this properly. Just noting it down. What Sweave uses is called "R noweb" (.Rnw).

I found a good description of noweb in the following article (see the pdf).

I think there are two parts to noweb, the construction of documentation and the extraction of source-code (with notangle).

documentation: org-mode handles all of our documentation needs in a manner that I believe is superior to noweb.

source extraction At this point I don't see anyone writing large applications with 100% of the source code contained in org-babel files, rather I see org-babel files containing things like

notes with active code chunks
interactive tutorials
requirements documents with code running test suites
and of course experimental reports with the code to run the experiment, and perform analysis

Basically I think the scope of the programs written in org-babel (at least initially) will be small enough that it wont require the addition of a tangle type program to extract all of the source code into a running application.

On the other hand, since we already have named blocks of source code which reference other blocks on which they rely, this shouldn't be too hard to implement either on our own, or possibly relying on something like noweb/notangle.

PROPOSED support for passing paths to files between source blocks

Maybe this should be it's own result type (in addition to scalars and vectors). The reason being that some source-code blocks (for example ditaa or anything that results in the creation of a file) may want to pass a file path back to org-mode which could then be inserted into the org-mode buffer as a link to the file…

This would allow for display of images upon export providing functionality similar to org-exp-blocks only in a more general manner.

DEFERRED Support rownames and other org babel table features?

The full org table features are detailed in the manual here.

rownames

Perhaps add a :rownames header arg. This would be an integer (usually 1) which would have the effect of post-processing all the variables created in the R session in the following way: if the integer is j, set the row names to the contents of column j and delete column j. Perhaps it is artificial to allow this integer to take any value other than 1. The default would be nil which would mean no such behaviour.

Actually I don't know about that. If multiple variables are passed in, it's not appropriate to alter them all in the same way. The rownames specification would normally refer to just one of the variables. For now maybe just say this has to be done in R. E.g.

collection	size	exclude	include	exclude2	include2
58C	2936	8	2928	256	2680
MS	5852	771	5081	771	5081
NBS	2929	64	2865	402	2527
POBI	2717	1	2716	1	2716
58C+MS+NBS+POBI			13590		13004

  rownames(size) <- size[,1]
  size <- size[,-1]

Old notes

[I don't think it's as problematic as this makes out] This is non-trivial, but may be worth doing, in particular to develop a nice framework for sending data to/from R.

Notes

In R, indexing vector elements, and rows and columns, using strings rather than integers is an important part of the language.

elements of a vector may have names
matrices and data.frames may have "column names" and "row names" which can be used for indexing
In a data frame, row names must be unique

Examples

> # a named vector
> vec <- c(a=1, b=2)
> vec["b"]
b 
2 
> mat <- matrix(1:4, nrow=2, ncol=2, dimnames=list(c("r1","r2"), c("c1","c2")))
> mat
   c1 c2
r1  1  3
r2  2  4
> # The names are separate from the data: they do not interfere with operations on the data
> mat * 3
   c1 c2
r1  3  9
r2  6 12
> mat["r1","c2"]
[1] 3
> df <- data.frame(var1=1:26, var2=26:1, row.names=letters)
> df$var2
 [1] 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10  9  8  7  6  5  4  3  2  1
> df["g",]
  var1 var2
g    7   20

So it's tempting to try to provide support for this in org-babel. For example

allow R to refer to columns of a :var reference by their names
When appropriate, results from R appear in the org buffer with "named columns (and rows)" However none (?) of the other languages we are currently supporting really have a native matrix type, let alone "column names" or "row names". Names are used in e.g. python and perl to refer to entries in dicts / hashes. It currently seems to me that support for this in org-babel would require setting rules about when org tables are considered to have named columns/fields, and ensuring that (a) languages with a notion of named columns/fields use them appropriately and (b) languages with no such notion do not treat then as data.
Org allows something that looks like column names to be separated by a hline
Org also allows a row to function as column names when special markers are placed in the first column. An hline is unnecessary (indeed hlines are purely cosmetic in org [correct?]
Org does not have a notion of "row names" [correct?] The full org table functionality exeplified here has features that we would not support in e.g. R (like names for the row below).

Initial statement: allow tables with hline to be passed as args into R

This doesn't seem to work at the moment (example below). It would also be nice to have a natural way for the column names of the org table to become the column names of the R data frame, and to have the option to specify that the first column is to be used as row names in R (these must be unique). But this might require a bit of thinking about.

col1	col2	col3
1	2	3
4	schulte	6

1	2	3
4	schulte	6

tabel

"col1"	"col2"	"col3"
1	2	3
4	"schulte"	6

Another example is in the grades example.

DEFERRED use textConnection to pass tsv to R?

When passing args from the org buffer to R, the following route is used: arg in buffer -> elisp -> tsv on file -> data frame in R. I think it would be possible to avoid having to write to file by constructing an R expression in org-babel-R-assign-elisp, something like this

(org-babel-R-input-command
 (format  "%s <- read.table(textConnection(\"%s\"), sep=\"\\t\", as.is=TRUE)"
	  name (orgtbl-to-tsv value '(:sep "\t" :fmt org-babel-R-quote-tsv-field))))

I haven't tried to implement this yet as it's basically just fiddling with something that works. The only reason for it I can think of would be efficiency and I haven't tested that.

This Didn't work after an initial test. I still think this is a good idea (I also think we should try to do something similar when writing out results frmo R to elisp) however as it wouldn't result in any functional changes I'm bumping it down to deferred for now. [Eric]

for quick tests

mean(mean(vec))

DEFERRED Rework Interaction with Running Processes `[2/5]`

DONE robust to errors interrupting execution

  sleep(10)
  :patton_is_an_grumpy

DEFERRED use `C-g` keyboard-quit to push processing into the background

This may be possible using the `run-with-timer' command.

I have no idea how this could work…

  sleep(10)
  :patton_is_an_grumpy

TODO ability to select which of multiple sessions is being used

Increasingly it is looking like we're going to want to run all source code blocks in comint buffer (sessions). Which will have the benefits of

allowing background execution
maintaining state between source-blocks
- allowing inline blocks w/o header arguments

R sessions

(like ess-switch-process in .R buffers)

Maybe this could be packaged into a header argument, something like :R_session which could accept either the name of the session to use, or the string prompt, in which case we could use the ess-switch-process command to select a new process.

TODO evaluation of shell code as background process?

After C-c C-c on an R code block, the process may appear to block, but C-g can be used to reclaim control of the .org buffer, without interrupting the R evalution. However I believe this is not true of bash/sh evaluation. [Haven't tried other languages] Perhaps a solution is just to background the individual shell commands.

The other languages (aside from emacs lisp) are run through the shell, so if we find a shell solution it should work for them as well.

Adding an ampersand seems to be a supported way to run commands in the background (see external-commands). Although a more extensible solution may involve the use of the call-process-region function.

Going to try this out in a new file org-babel-proc.el. This should contain functions for asynchronously running generic shell commands in the background, and then returning their input.

partial update of org-mode buffer

The sleekest solution to this may be using a comint buffer, and then defining a filter function which would incrementally interpret the results as they are returned, including insertion into the org-mode buffer. This may actually cause more problems than it is worth, what with the complexities of identifying the types of incrementally returned results, and the need for maintenance of a process marker in the org buffer.

'working' spinner

It may be nice and not too difficult to place a spinner on/near the evaluating source code block

TODO conversion of output from interactive shell, R (and python) sessions to org-babel buffers

[DED] This would be a nice feature I think. Although an org-babel purist would say that it's working the wrong way round… After some interactive work in a R buffer, you save the buffer, maybe edit out some lines, and then convert it to org-babel format for posterity. Same for a shell session either in a shell buffer, or pasted from another terminal emulator. And python of course.

DEFERRED improve the source-block snippet

any real improvement seems somewhat beyond the ability of yasnippet for now.

file:~/src/emacs-starter-kit/src/snippets/text-mode/rst-mode/chap::name Chapter title

,#name : Chapter title
,# --
${1:Chapter}
${1:$(make-string (string-width text) ?\=)}

$0

sb – snippet

waiting for guidance from those more familiar with yasnippets

REJECTED re-implement R evaluation using ess-command or ess-execute

I don't have any complaints with the current R evaluation code or behaviour, but I think it would be good to use the ESS functions from a political point of view. Plus of course it has the normal benefits of an API (insulates us from any underlying changes etc). [DED]

I'll look into this. I believe that I looked at and rejected these functions initially but now I can't remember why. I agree with your overall point about using API's where available. I will take a look back at these and either switch to using the ess commands, or at least articulate under this TODO the reasons for using our custom R-interaction commands. [Eric]

ess-execute

Lets just replace org-babel-R-input-command with ess-execute.

I tried this, and although it works in some situations, I find that ess-command will often just hang indefinitely without returning results. Also ess-execute will occasionally hang, and pops up the buffer containing the results of the command's execution, which is undesirable. For now these functions can not be used. Maybe someone more familiar with the ESS code can recommend proper usage of ess-command or some other lower-level function which could be used in place of org-babel-R-input-command.

ess functions

(ess-command COM &optional BUF SLEEP NO-PROMPT-CHECK)

Send the ESS process command COM and delete the output from the ESS process buffer. If an optional second argument BUF exists save the output in that buffer. BUF is erased before use. COM should have a terminating newline. Guarantees that the value of .Last.value will be preserved. When optional third arg SLEEP is non-nil, `(sleep-for (* a SLEEP))' will be used in a few places where `a' is proportional to `ess-cmd-delay'.

(ess-execute COMMAND &optional INVERT BUFF MESSAGE)

Send a command to the ESS process. A newline is automatically added to COMMAND. Prefix arg (or second arg INVERT) means invert the meaning of `ess-execute-in-process-buffer'. If INVERT is 'buffer, output is forced to go to the process buffer. If the output is going to a buffer, name it BUFF. This buffer is erased before use. Optional fourth arg MESSAGE is text to print at the top of the buffer (defaults to the command if BUFF is not given.)

out current setup

The body of the R source code block is wrapped in a function
The function is called inside of a write.table function call writing the results to a table
The table is read using org-table-import

DONE extensible library of callable source blocks

Current design

This is covered by the Library of Babel, which will contain ready-made source blocks designed to carry out useful common tasks.

Initial statement [Eric]

Much of the power of org-R seems to be in it's helper functions for the quick graphing of tables. Should we try to re-implement these functions on top of org-babel?

I'm thinking this may be useful both to add features to org-babel-R and also to potentially suggest extensions of the framework. For example one that comes to mind is the ability to treat a source-code block like a function which accepts arguments and returns results. Actually this can be it's own TODO (see source blocks as functions).

Objectives [Dan]

We want to provide convenient off-the-shelf actions (e.g. plotting data) that make use of our new code evaluation environment but do not require any actual coding.

Initial Design proposal [Dan]

Input data will be specified using the same mechanism as :var references, thus the input data may come from a table, or another source block, and it is initially available as an elisp data structure.
We introduce a new #+ line, e.g. #+BABELDO. C-c C-c on that line will apply an action to the referenced data.
Actions correspond to source blocks: our library of available actions will be a library of org-babel source blocks. Thus the code for executing an action, and the code for dealing with the output of the action will be the same code as for executing source blocks in general
Optionally, the user can have the relevant source block inserted into the org buffer after the (say) #+BABELDO line. This will allow the user to fine tune the action by modifying the code (especially useful for plots).
So maybe a #+BABELDO line will have header args
- :data (a reference to a table or source code block)
- :action (or should that be :srcname?) which will be something like :action pie-chart, referring to a source block which will be executed with the :data referent passed in using a :var arg.
- :showcode or something controlling whether to show the code

Modification to design

I'm implementing this, at least initially, as a new interpreter named 'babel', which has an empty body. 'babel' blocks take a :srcname header arg, and look for the source-code block with that name. They then execute the referenced block, after first appending their own header args on to the target block's header args.

If the target block is in the library of babel (a.o.t. e.g. the current buffer), then the code in the block will refer to the input data with a name dictated by convention (e.g. data (something which is syntactically legal in all languages…). Thus the babel block will use a :var data = whatever header arg to reference the data to be plotted.

DONE Column names in R input/output

This has been implemented: Automatic on input to R; optional in output. Note that this equates column names with the header row in an org table; whereas org actually has a mechanism whereby a row with a '!' in the first field defines column names. I have not attempted to support these org table mechanisms yet. See this DEFERRED todo item.

DONE use example block for large amounts of stdout output?

We're currently `examplizing' with : at the beginning of the line, but should larger amounts of output be in a \#+begin_example…\#+end_example block? What's the cutoff? > 1 line? This would be nice as it would allow folding of lengthy output. Sometimes one will want to see stdout just to check everything looks OK, and then fold it away.

I'm addressing this in branch 'examplizing-output'. Yea, that makes sense. (either that or allow folding of large blocks escaped with :).

Proposed cutoff of 10 lines, we can save this value in a user customizable variable.

DONE add ability to remove such results

DONE exclusive `exports` params

:this_is_a_test

:this_is_a_test

DONE LoB: allow output in buffer

DONE allow default header arguments by language

org-babel-default-header-args:lang-name

An example of when this is useful is for languages which always return files as their results (e.g. ditaa, and gnuplot).

DONE singe-function tangling and loading elisp from literate org-mode file `[3/3]`

This function should tangle the org-mode file for elisp, and then call `load-file' on the resulting tangled file.

  (setq test-tangle-advert nil)
  (setq test-tangle-loading nil)
  (setq results (list :before test-tangle-loading test-tangle-advert))
  (org-babel-load-file "test-tangle.org")
  (setq results (list (list :after test-tangle-loading test-tangle-advert) results))
  (delete-file "test-tangle.el")
  (reverse results)

:before	nil	nil
:after	"org-babel tangles"	"use org-babel-tangle for all your emacs initialization files!!"

DONE add optional language limiter to org-babel-tangle

This should check to see if there is any need to re-export

DONE ensure that org-babel-tangle returns the path to the tangled file(s)

  (mapcar #'file-name-nondirectory (org-babel-tangle-file "test-tangle.org" "emacs-lisp"))

"test-tangle.el"

DONE only tangle the file if it's actually necessary

DONE add a function to jump to a source-block by name

I've had an initial stab at that in org-babel-find-named-block (library-of-babel branch).

At the same time I introduced org-babel-named-src-block-regexp, to match src-blocks with srcname.

This is now working with the command `org-babel-goto-named-source-block', all we need is a good key binding.

DONE add `:none` session argument (for purely functional execution) `[4/4]`

This would allow source blocks to be run in their own new process

These blocks could then also be run in the background (since we can detach and just wait for the process to signal that it has terminated)
We wouldn't be drowning in session buffers after running the tests
we can re-use much of the session code to run in a more functional mode

While session provide a lot of cool features, like persistent environments, pop-to-session, and hints at exportation for org-babel-tangle, they also have some down sides and I'm thinking that session-based execution maybe shouldn't be the default behavior.

Down-sides to sessions

much more complicated than functional evaluation
- maintaining the state of the session has weird issues
- waiting for evaluation to finish
- prompt issues like shell-prompt-escapes-bug
can't run in background
litter emacs with session buffers

DONE ruby

puts :eric
puts :schulte
[1, 2, 3]

"eric"

"schulte"

DONE python

print 'something'
print 'output'
[1, 2, 3]

DONE sh

echo "first"
echo "second"

"first"

"second"

DONE R

a <- 8
b <- 9
a + b
b - a

"[1]"	17
"[1]"	1

DONE fully purge org-babel-R of direct comint interaction

try to remove all code under the ;; functions for evaluation of R code line

DONE Create objects in top level (global) environment `[5/5]`

sessions

initial requirement statement [DED]

At the moment, objects created by computations performed in the code block are evaluated in the scope of the code-block-function-body and therefore disappear when the code block is evaluated {unless you employ some extra trickery like assign('name', object, env=globalenv()) }. I think it will be desirable to also allow for a style wherein objects that are created in one code block persist in the R global environment and can be re-used in a separate block.

This is what Sweave does, and while I'm not saying we have to be the same as Sweave, it wouldn't be hard for us to provide the same behaviour in this case; if we don't, we risk undeservedly being written off as an oddity by some.

IOW one aspect of org-babel is that of a sort of functional meta-programming language. This is crazy, in a very good way. Nevertheless, wrt R I think there's going to be a lot of value in providing for a working style in which the objects are stored in the R session, rather than elisp/org buffer. This will be a very familiar working style to lots of people.

There are no doubt a number of different ways of accomplishing this, the simplest being a hack like adding

for(objname in ls())
    assign(objname, get(objname), envir=globalenv())

to the source code block function body. (Maybe wrap it in an on.exit() call).

However this may deserve to be thought about more carefully, perhaps with a view to having a uniform approach across languages. E.g. shell code blocks have the same semantics at the moment (no persistence of variables across code blocks), because the body is evaluated in a new bash shell process rather than a running shell. And I guess the same is true for python. However, in both these cases, you could imagine implementing the alternative in which the body is evaluated in a persistent interactive session. It's just that it's particularly natural for R, seeing as both ESS and org-babel evaluate commands in a single persistent R session.

sessions [Eric]

Thanks for bringing this up. I think you are absolutely correct that we should provide support for a persistent environment (maybe called a session) in which to evaluate code blocks. I think the current setup demonstrates my personal bias for a functional style of programming which is certainly not ideal in all contexts.

While the R function you mention does look like an elegant solution, I think we should choose an implementation that would be the same across all source code types. Specifically I think we should allow the user to specify an optional session as a header variable (when not present we assume a default session for each language). The session name could be used to name a comint buffer (like the R buffer) in which all evaluation would take place (within which variables would retain their values –at least once I remove some of the functional method wrappings currently in place– ).

This would allow multiple environments to be used in the same buffer, and once this setup was implemented we should be able to fairly easily implement commands for jumping between source code blocks and the related session buffers, as well as for dumping the last N commands from a session into a new or existing source code block.

Please let me know if you foresee any problems with this proposed setup, or if you think any parts might be confusing for people coming from Sweave. I'll hopefully find some time to work on this later in the week.

can functional and interpreted/interactive models coexist?

Even though both of these use the same *R* buffer the value of a is not preserved because it is assigned inside of a functional wrapper.

a <- 9
b <- 21
a + b

This functional wrapper was implemented in order to efficiently return the results of the execution of the entire source code block. However it inhibits the evaluation of source code blocks in the top level, which would allow for persistence of variable assignment across evaluations. How can we allow both evaluation in the top level, and efficient capture of the return value of an entire source code block in a language independent manner?

Possible solutions…

we can't so we will have to implement two types of evaluation depending on which is appropriate (functional or imperative)
we remove the functional wrapper and parse the source code block into it's top level statements (most often but not always on line breaks) so that we can isolate the final segment which is our return value.
we add some sort of "#+return" line to the code block
we take advantage of each languages support for meta-programming through eval type functions, and use said to evaluate the entire blocks in such a way that their environment can be combined with the global environment, and their results are still captured.
I believe that most modern languages which support interactive sessions have support for a last_result type function, which returns the result of the last input without re-calculation. If widely enough present this would be the ideal solution to a combination of functional and imperative styles.

None of these solutions seem very desirable, but for now I don't see what else would be possible.

Of these options I was leaning towards (1) and (4) but now believe that if it is possible option (5) will be ideal.

(1) both functional and imperative evaluation

Pros

can take advantage of built in functions for sending regions to the inferior process
retains the proven tested and working functional wrappers

Cons

introduces the complication of keeping track of which type of evaluation is best suited to a particular context
the current functional wrappers may require some changes in order to include the existing global context

(4) exploit language meta-programming constructs to explicitly evaluate code

Pros

only one type of evaluation

Cons

some languages may not have sufficient meta-programming constructs

(5) exploit some `last_value` functionality if present

Need to ensure that most languages have such a function, those without will simply have to implement their own similar solution…

language	`last_value` function
R	.Last.value
ruby	_
python	_
shell	see last command for shells
emacs-lisp	see special-case

82 + 18

last command for shells

Do this using the tee shell command, and continually pipe the output to a file.

Got this idea from the following email-thread.

suggested from mailing list

while read line 
do 
  bash -c "$line" | tee /tmp/last.out1 
  mv /tmp/last.out1 /tmp/last.out 
done

another proposed solution from the above thread

#!/bin/bash 
# so - Save Output. Saves output of command in OUT shell variable. 
OUT=`$*` 
echo $OUT

and another

.inputrc: "^[k": accept-line "^M": " | tee /tmp/h_lastcmd.out ^[k"

.bash_profile: export __=/tmp/h_lastcmd.out

If you try it, Alt-k will stand for the old Enter; use "command $__" to access the last output.

Best,

–

Herculano de Lima Einloft Neto

emacs-lisp will be a special case

While it is possible for emacs-lisp to be run in a console type environment (see the elim function) it is not possible to run emacs-lisp in a different session. Meaning any variable set top level of the console environment will be set everywhere inside emacs. For this reason I think that it doesn't make any sense to worry about session support for emacs-lisp.

Further thoughts on 'scripting' vs. functional approaches

These are just thoughts, I don't know how sure I am about this. And again, perhaps I'm not saying anything very radical, just that it would be nice to have some options supporting things like receiving text output in the org buffer.

I can see that you've already gone some way down the road towards the 'last value' approach, so sorry if my comments come rather late. I am concerned that we are not giving sufficient attention to stdout / the text that is returned by the interpreters. In contrast, many of our potential users will be accustomed to a 'scripting' approach, where they are outputting text at various points in the code block, not just at the end. I am leaning towards thinking that we should have 2 modes of evaluation: 'script' mode, and 'functional' mode.

In script mode, evaluation of a code block would result in all text output from that code block appearing as output in the org buffer, presumably as an #+begin_example…#+end_example. There could be an :echo option controlling whether the input commands also appear in the output. [This is like Sweave].

In functional mode, the result of the code block is available as an elisp object, and may appear in the org buffer as an org table/string, via the mechanisms you have developed already.

One thing I'm wondering about is whether, in script mode, there simply should not be a return value. Perhaps this is not so different from what exists: script mode would be new, and what exists currently would be functional mode.

I think it's likely that, while code evaluation will be exciting to people, a large majority of our users in a large majority of their usage will not attempt to actually use the return value from a source code block in any meaningful way. In that case, it seems rather restrictive to only allow them to see output from the end of the code block.

Instead I think the most accessible way to introduce org-babel to people, at least while they are learning it, is as an immensely powerful environment in which to embed their 'scripts', which now also allows them to 'run' their 'scripts'. Especially as such people are likely to be the least capable of the user-base, a possible design-rule would be to make the scripting style of usage easy (default?), perhaps requiring a special option to enable a functional style. Those who will use the functional style won't have a problem understanding what's going on, whereas the 'skript kiddies' might not even know the syntax for defining a function in their language of choice. And of course we can allow the user to set a variable in their .emacs controlling the preference, so that functional users are not inconveniennced by having to provide header args the whole time.

Please don't get the impression that I am down-valuing the functional style of org-babel. I am constantly horrified at the messy 'scripts' that my colleagues produce in perl or R or whatever! Nevertheless that seems to be how a lot of people work.

I think you were leaning towards the last-value approach because it offered the possibility of unified code supporting both the single evaluation environment and the functional style. If you agree with any of the above then perhaps it will impact upon this and mean that the code in the two branches has to differ a bit. In that case, functional mode could perhaps after all evaluate each code block in its own environment, thus (re)approaching 'true' functional programming (side-effects are hard to achieve).

ls > files
echo "There are `wc -l files` files in this directory"

even more thoughts on evaluation, results, models and options

Thanks Dan, These comments are invaluable.

What do you think about this as a new list of priorities/requirements for the execution of source-code blocks.

Sessions
1. we want the evaluation of the source code block to take place in a session which can persist state (variables, current directory, etc…).
2. source code blocks can specify their session with a header argument
3. each session should correspond to an Emacs comint buffer so that the user can drop into the session and experiment with live code evaluation.
Results
1. each source-code block generates some form of results which (as we have already implemented) is transfered into emacs-lisp after which it can be inserted into the org-mode buffer, or used by other source-code blocks
2. when the results are translated into emacs-lisp, forced to be interpreted as a scalar (dumping their raw values into the org-mode buffer), as a vector (which is often desirable with R code blocks), or interpreted on the fly (the default option). Note that this is very nearly currently implemented through the results-type-header.
3. there should be two means of collecting results from the execution of a source code block. Either the value of the last statement of the source code block, or the collection of all that has been passed to STDOUT during the evaluation.

header argument or return line (header argument)

Rather than using a header argument to specify how the return value should be passed back, I'm leaning towards the use of a #+RETURN line inside the block. If such a line is not present then we default to using STDOUT to collect results, but if such a line is present then we use it's value as the results of the block. I think this will allow for the most elegant specification between functional and script execution. This also cleans up some issues of implementation and finding which statement is the last statement.

Having given this more thought, I think a header argument is preferable. The #+return: line adds new complicating syntax for something that does little more than we would accomplish through the addition of a header argument. The only benefit being that we know where the final statement starts, which is not an issue in those languages which contain 'last value' operators.

new header :results arguments

script: explicitly states that we want to use STDOUT to initialize our results
return_last: stdout is ignored instead the value of the final statement in the block is returned
echo: means echo the contents of the source-code block along with the results (this implies the script :results argument as well)

DONE rework evaluation lang-by-lang `[4/4]`

This should include…

functional results working with the comint buffer
results headers
script
return the output of STDOUT
- write a macro which runs the first redirection, executes the body, then runs the second redirection
last
return the value of the last statement
sessions in comint buffers

DONE Ruby `[4/4]`

functional results working with comint
script results
ensure scalar/vector results args are taken into consideration
ensure callable by other source block

a = 2
b = 4
c = a + b
[a, b, c, 78]

last.flatten.size + 1

ruby sessions

schulte = 27

schulte + 3

schulte

DONE R `[4/4]`

functional results working with comint
script results
ensure scalar/vector results args are taken into consideration
ensure callable by other source block

To redirect output to a file, you can use the sink() command.

a <- 9
b <- 10
b - a
a + b

83
twoentyseven + 9

DONE Python `[4/4]`

functional results working with comint
script results
ensure scalar/vector results args are taken into consideration
ensure callable by other source block

8
9
10

tasking + 2

DONE Shells `[4/4]`

functional results working with comint
script results
ensure scalar/vector results args are taken into consideration
ensure callable by other source block

echo 'eric'
date

echo $other ' is the old date'

$ Fri Jun 12 13:08:37 PDT 2009  is the old date

DONE implement a session header argument `[4/4]`

:session header argument to override the default session buffer

DONE ruby

schulte = :in_schulte

:in_schulte

schulte

:in_schulte
:in_schulte
:in_schulte

DONE python

what = 98

what

DONE shell

WHAT='patton'

echo $WHAT

patton

DONE R

a <- 9
b <- 8
a + b

a + b

DONE function to bring up inferior-process buffer `[4/4]`

This should be callable from inside of a source-code block in an org-mode buffer. It should evaluate the header arguments, then bring up the inf-proc buffer using pop-to-buffer.

For lack of a better place, lets add this to the `org-metadown-hook' hook.

To give this a try, place the cursor on a source block with variables, (optionally git a prefix argument) then hold meta and press down.

DONE ruby

num.times{|n| puts another}

DONE python

another * num

DONE R

a * b

DONE shell

echo $NAME

DEFERRED function to dump last N lines from inf-proc buffer into the current source block

Callable with a prefix argument to specify how many lines should be dumped into the source-code buffer.

REJECTED comint notes

Implementing comint integration in org-babel-comint.el.

Need to have…

handling of outputs
- split raw output from process by prompts
- a ring of the outputs, buffer-local, `org-babel-comint-output-ring'
- a switch for dumping all outputs to a buffer
inputting commands

Lets drop all this language specific stuff, and just use org-babel-comint to split up our outputs, and return either the last value of an execution or the combination of values from the executions.

comint filter functions

;;  comint-input-filter-functions	hook	process-in-a-buffer
;;  comint-output-filter-functions	hook	function modes.
;;  comint-preoutput-filter-functions   hook
;;  comint-input-filter			function ...

DONE Remove protective commas from # comments before evaluating

org inserts protective commas in front of ## comments in language modes that use them. We need to remove them prior to sending code to the interpreter.

,# this one might break it??
:comma_protection

DONE pass multiple reference arguments into R

Can we do this? I wasn't sure how to supply multiple 'var' header args. Just delete this if I'm being dense.

This should be working, see the following example…

n + m

DONE ensure that table ranges work

when a table range is passed to org-babel as an argument, it should be interpreted as a vector.

1	2	simple
2	3	Fixnum:1
3	4	Array:123456
4	5
5	6
6	7

"simple"

"#{n.class}:#{n}"

Array:123

ar.size

DONE global variable indicating default to vector output

how about an alist… org-babel-default-header-args this may already exist… just execute the following and all source blocks will default to vector output

(setq org-babel-default-header-args '((:results . "vector")))

DONE name named results if source block is named

currently this isn't happening although it should be

:namer

:namer

DONE (simple caching) check for named results before source blocks

see the TODO comment in org-babel-ref.el#org-babel-ref-resolve-reference

DONE set `:results silent` when eval with prefix argument

'silentp

DONE results-type header (vector/file) `[3/3]`

In response to a point in Dan's email. We should allow the user to force scalar or vector results. This could be done with a header argument, and the default behavior could be controlled through a configuration variable.

:scalar

":scalar"

since it doesn't make sense to turn a vector into a scalar, lets just add a two values…

vector: forces the results to be a vector (potentially 1 dimensional)
file: this throws an error if the result isn't a string, and tries to treat it as a path to a file.

I'm just going to cram all of these into the :results header argument. Then if we allow multiple header arguments it should work out, for example one possible header argument string could be :results replace vector file, which would replace any existing results forcing the results into an org-mode table, and interpreting any strings as file paths.

DONE multiple `:results` headers

:schulte

DONE file result types

When inserting into an org-mode buffer create a link with the path being the value, and optionally the display being the file-name-nondirectory if it exists.

"something"

something

This will be useful because blocks like ditaa and dot can return the string path of their files, and can add file to their results header.

DONE vector result types

DONE results name

In order to do this we will need to start naming our results. Since the source blocks are named with #+srcname: lines we can name results with #+resname: lines (if the source block has no name then no name is given to the #+resname: line on creation, otherwise the name of the source block is used).

This will have the additional benefit of allowing results and source blocks to be located in different places in a buffer (and eventually in different buffers entirely).

'schulte

Once source blocks are able to find their own #+resname: lines we then need to…

(sbe "developing-resnames")

schulte

TODO change the results insertion functions to use these lines

TODO teach references to resolve `#+resname` lines.

DONE org-babel tests org-babel `[1/1]`

since we are accumulating this nice collection of source-code blocks in the sandbox section we should make use of them as unit tests. What's more, we should be able to actually use org-babel to run these tests.

We would just need to cycle over every source code block under the sandbox, run it, and assert that the return value is equal to what we expect.

I have the feeling that this should be possible using only org-babel functions with minimal or no additional elisp. It would be very cool for org-babel to be able to test itself.

This is now done, see /ndwarshuis/org-mode/src/commit/8df56a1026bde43e3431bc731597bb7b128be78e/%2A%20Tests.

DEFERRED org-babel assertions (may not be necessary)

These could be used to make assertions about the results of a source-code block. If the assertion fails then the point could be moved to the block, and error messages and highlighting etc… could ensue

DONE make C-c C-c work anywhere within source code block?

This seems like it would be nice to me, but perhaps it would be inefficient or ugly in implementation? I suppose you could search forward, and if you find #+end_src before you find #+begin_src, then you're inside one. [DED]

Agreed, I think inside of the #+srcname: line would be useful as well.

'schulte

DONE integration with org tables

We should make it easy to call org-babel source blocks from org-mode table formulas. This is practical now that it is possible to pass arguments to org-babel source blocks.

See the related sandbox header for tests/examples.

digging in org-table.el

In the past org-table.el has proven difficult to work with.

Should be a hook in org-table-eval-formula.

Looks like I need to change this if statement (line 2239) into a cond expression.

DONE source blocks as functions

Allow source code blocks to be called like functions, with arguments specified. We are already able to call a source-code block and assign it's return result to a variable. This would just add the ability to specify the values of the arguments to the source code block assuming any exist. For an example see

When a variable appears in a header argument, how do we differentiate between it's value being a reference or a literal value? I guess this could work just like a programming language. If it's escaped or in quotes, then we count it as a literal, otherwise we try to look it up and evaluate it.

DONE folding of code blocks? `[2/2]`

[DED] In similar way to using outline-minor-mode for folding function bodies, can we fold code blocks? #+begin whatever statements are pretty ugly, and in any case when you're thinking about the overall game plan you don't necessarily want to see the code for each Step.

DONE folding of source code block

Sounds good, and wasn't too hard to implement. Code blocks should now be fold-able in the same manner as headlines (by pressing TAB on the first line).

REJECTED folding of results

So, lets do a three-stage tab cycle… First fold the src block, then fold the results, then unfold.

There's no way to tell if the results are a table or not w/o actually executing the block which would be too expensive of an operation.

DONE selective export of text, code, figures

[DED] The org-babel buffer contains everything (code, headings and notes/prose describing what you're up to, textual/numeric/graphical code output, etc). However on export to html / LaTeX one might want to include only a subset of that content. For example you might want to create a presentation of what you've done which omits the code.

[EMS] So I think this should be implemented as a property which can be set globally or on the outline header level (I need to review the mechanics of org-mode properties). And then as a source block header argument which will apply only to a specific source code block. A header argument of :export with values of

code: just show the code in the source code block
none: don't show the code or the results of the evaluation
results: just show the results of the code evaluation (don't show the actual code)
both: show both the source code, and the results

this will be done in (sandbox) selective export.

DONE a header argument specifying silent evaluation (no output)

This would be useful across all types of source block. Currently there is a :replace t option to control output, this could be generalized to an :output option which could take the following options (maybe more)

t: this would be the default, and would simply insert the results after the source block
replace: to replace any results which may already be there
silent: this would inhibit any insertion of the results

This is now implemented see the example in the sandbox

DONE assign variables from tables in R

This is now working (see (sandbox-table)-R). Although it's not that impressive until we are able to print table results from R.

DONE insert 2-D R results as tables

everything is working but R and shell

DONE shells

DONE R

This has already been tackled by Dan in org-R:check-dimensions. The functions there should be useful in combination with R-export-to-csv as a means of converting multidimensional R objects to emacs lisp.

It may be as simple as first checking if the data is multidimensional, and then, if so using write to write the data out to a temporary file from which emacs can read the data in using org-table-import.

Looking into this further, is seems that there is no such thing as a scalar in R R-scalar-vs-vector In that light I am not sure how to deal with trivial vectors (scalars) in R. I'm tempted to just treat them as vectors, but then that would lead to a proliferation of trivial 1-cell tables…

DONE allow variable initialization from source blocks

Currently it is possible to initialize a variable from an org-mode table with a block argument like table=sandbox (note that the variable doesn't have to named table) as in the following example

1	2	3
4	schulte	6

(message (format "table = %S" table))

"table = ((1 2 3) (4 \"schulte\" 6))"

It would be good to allow initialization of variables from the results of other source blocks in the same manner. This would probably require the addition of #+SRCNAME: example lines for the naming of source blocks, also the table=sandbox syntax may have to be expanded to specify whether the target is a source code block or a table (alternately we could just match the first one with the given name whether it's a table or a source code block).

At least initially I'll try to implement this so that there is no need to specify whether the reference is to a table or a source-code block. That seems to be simpler both in terms of use and implementation.

This is now working for emacs-lisp, ruby and python (and mixtures of the three) source blocks. See the examples in the sandbox.

This is currently working only with emacs lisp as in the following example in the emacs lisp source reference.

TODO Add languages `[2/6]`

I'm sure there are many more that aren't listed here. Please add them, and bubble any that you particularly care about up to the top.

Any new language should be implemented in a org-babel-lang.el file. Follow the pattern set by org-babel-script.el, org-babel-shell.el and org-babel-R.el.

TODO perl

This could probably be added to org-babel-script.el

TODO java

DONE ditaa

(see file result types)

+---------+
| cBLU    |
|         |
|    +----+
|    |cPNK|
|    |    |
+----+----+

blue.png

DONE gnuplot `[7/7]`

(see file result types)

independent var	first dependent var	second dependent var
0.1	0.425	0.375
0.2	0.3125	0.3375
0.3	0.24999993	0.28333338
0.4	0.275	0.28125
0.5	0.26	0.27
0.6	0.25833338	0.24999993
0.7	0.24642845	0.23928553
0.8	0.23125	0.2375
0.9	0.23333323	0.2333332
1	0.2225	0.22
1.1	0.20909075	0.22272708
1.2	0.19999998	0.21458333
1.3	0.19615368	0.21730748

set title "Implementing Gnuplot"
plot data using 1:2 with lines

DONE add variables

gnuplot 4.2 and up support user defined variables. This is how we will handle variables with org-babel (meaning we will need to require gnuplot 4.2 and up for variable support, which can be install using macports on Mac OSX).

scalar variables should be replaced in the body of the gnuplot code
vector variables should be exported to tab-separated files, and the variable names should be replaced with the path to the files

DONE direct plotting w/o session

DEFERRED gnuplot support for column/row names

This should be implemented along the lines of the R-colname-support.

We can do something similar to the :labels param in org-plot, we just have to be careful to ensure that each label is aligned with the related data file.

This may be walking too close to an entirely prebuilt plotting tool rather than straight gnuplot code evaluation. For now I think this can wait.

DONE a `file` header argument

to specify a file holding the results

plot data using 1:2, data using 1:3 with lines

plot.png

DONE helpers from org-plot.el

There are a variety of helpers in org-plot which can be fit nicely into custom gnuplot header arguments.

These should all be in place by now.

DEFERRED header argument specifying 3D data

0	0	0	0	0	0	0	0	0	0	0	0	0
0	0	0	0	0	0	0	0	0	0	0	0	0
0	0	0	0	0	0	0	0	0	0	0	0	0
0	1	1	0	1	0	0	0	0	1	1	1	0
1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	0	0	0	1	0	1	1	1
1	0	0	1	1	0	0	0	1	0	0	0	0
1	0	0	1	1	0	0	0	1	0	0	0	0
1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	1	0	1	1	0	0	0	1
0	1	1	0	1	0	1	1	0	1	1	1	0
0	0	0	0	0	0	0	0	0	0	0	0	0
0	0	0	0	0	0	0	0	0	0	0	0	0

DONE gnuplot sessions

Working on this, we won't support multiple sessions as `gnuplot-mode' isn't setup for such things.

Also we can't display results with the default :none session, so for gnuplot we really want the default behavior to be :default, and to only run a :none session when explicitly specified.

set title "Implementing Gnuplot Sessions"
plot data using 1:2 with lines

session.png

TODO dot

(see file result types)

TODO asymptote

(see file result types)

Bugs `[24/36]`

TODO Fix nested evaluation

The current parser / evaluator fails with greater levels of nested function block calls (example below).

Initial statement [ded]

If we want to overcome this I think we'd have to redesign some of the evaluation mechanism. Seeing as we are also facing issues like dealing with default argument values, and seeing as we now know how we want the library of babel to behave in addition to the source blocks, now might be a good time to think about this. It would be nice to do the full thing at some point, but otoh we may not consider it a massive priority.

AIui, there are two stages: (i) construct a parse tree, and (ii) evaluate it and return the value at the root. In the parse tree each node represents an unevaluated value (either a literal value or a reference). Node v may have descendent nodes, which represent values upon which node v's evaluation depends. Once that tree is constructed, then we evaluate the nodes from the tips towards the root (a post-order traversal).

[This would also provide a solution for concatenating the STDOUTs of called blocks, which is a task below; we concatenate them in whatever order the traversal is done in.]

In addition to the variable references (i.e. daughter nodes), each node would contain the information needed to evaluate that node (e.g. lang body). Then we would pass a function postorder over the tree which would call o-b-execute-src-block at each node, finally returning the value at the root.

Fwiw I made a very tentative small start at stubbing this out in org-babel-call.el in the 'evaluation' branch. And I've made a start at sketching a parsing algorithm below.

Parse tree algorithm

Seeing as we're just trying to parse a string like f(a=1,b=g(c=2,d=3)) it shouldn't be too hard. But of course there are 'proper' parsers written in elisp out there, e.g. Semantic. Perhaps we can find what we need – our syntax is pretty much the same as python and R isn't it?

Or, a complete hack, but maybe it would be we easy to transform it to XML and then parse that with some existing tool?

But if we're doing it ourselves, something very vaguely like this? (I'm sure there're lots of problems with this)

  ## we are currently reading a reference name: the name of the root function
  whereami = "refname"
  node = root = Node()
  for c in call_string:
      if c == '(':
          varnum = 0
          whereami = "varname" # now we're reading a variable name
      if c == '=':
          new = Node()
          node.daughters = [node.daughters, new]
          new.parent = node
          node = new
          whereami = "refname"
      if c == ',':
          whereami = "varname"
          varnum += 1
      elif c == ')':
          node = node.parent
      elif c == ' ':
          pass
      else:
          if whereami = "varname":
              node.varnames[varnum] += c
          elif whereami = "refname":
              node.name += c

discussion / investigation

I believe that this issue should be addressed as a bug rather than as a point for new development. The code in org-babel-ref.el already resolves variable references in a recursive manner which should work in the same manner regardless of the depth of the number of nested function calls. This recursive evaluation has the effect of implicitly constructing the parse tree that your are thinking of constructing explicitly.

Through using some of the commented out debugging statements in org-babel-ref.el I have looked at what may be going wrong in the current evaluation setup, and it seems that nested variables are being set using the :var header argument, and these variables are being overridden by the default variables which are being entered through the new functional syntax (see the demonstration header below).

I believe that once this bug is fixed we should be back to fully resolution of nested arguments. We should capture this functionality in a test to ensure that we continue to test it as we move forward. I can take a look at implementing this once I get a chance.

Looks like the problem may be in org-babel-merge-params, which seems to be trampling the provided :vars values.

Nope, now it seems that we are actually looking up the results line, rather than the actual source-code block, which would make sense given that the results-line will return the same value regardless of the arguments supplied. See the output of this debug-statement.

We need to be sure that we don't read from a #+resname: line when we have a non-nil set of arguments.

demonstration

After uncommenting the debugging statements located here and more importantly here, we can see that the current reference code does evaluate the references correctly, and it uses the :var header argument to set a=8, however the default variables specified using the functional syntax in adder(a=3, b=2) is overriding this specification.

doesn't work with functional syntax

a + b

arg

still does work with `:var` syntax

so it looks like regardless of the syntax used we're not overriding the default argument values.

a + b

arg

Set of test cases

Both defaults provided in definition

a+b

DONE Rely on defaults

## should be 30 ## OK, but

DONE empty parens () not recognised as lob call

E.g. remove spaces between parens above

updated org-babel-lob-one-liner-regexp

DONE One supplied, one default

## should be 10

DONE Both supplied

## should be 3

One arg lacks default in definition

a+b

DEFERRED Rely on defaults (one of which is missing)

[no output]

## should be error: b has no default

Maybe we should let the programming language handle this case. For example python spits out an error in the #+lob line above. Maybe rather than catching these errors our-selves we should raise an error when the source-block returns an error. I'll propose a task for this idea, I'm not sure how/if it would work…

DEFERRED Default over-ridden

See the above deferred and the new proposed task, I think it may be more flexible to allow the source block language to handle the error.

[no output ] ## should be error: b has no default

DONE Missing default supplied

## should be 11 ## OK

DONE One over-ridden, one supplied

## should be 3

Example that fails

a+b

arg

arg

TODO allow srcname to omit function call parentheses

Someone needs to revisit those regexps. Is there an argument for moving some of the regexps used to match function calls into defvars? (i.e. in o-b.el and o-b-ref.el)

TODO creeping blank lines

There's still inappropriate addition of blank lines in some circumstances.

Hmm, it's a bit confusing. It's to do with o-b-remove-result. LoB removes the entire (#+resname and result) and starts from scratch, whereas #+begin_src only removes the result. I haven't worked out what the correct fix is yet. Maybe the right thing to do is to make sure that those functions (o-b-remove-result et al.) are neutral with respect to newlines. Sounds easy, but…

E.g.

b=5

Compare the results of

TODO problem with newlines in output when :results value

'\n'.join(map(str, range(4)))

Whereas I was hoping for

This is some sort of non-printing char / quoting issue I think. Note that

'\\n'.join(map(str, range(4)))

0\n1\n2\n3

Also, note that

print('\n'.join(map(str, range(4))))

collapsing consecutive newlines in string output

This is an example of the same bug

"the first line ends here


     and this is the second one

even a third"

This doesn't produce anything at all now. I believe that's because I've changed things so that :results output really does not get the value of the block, only the STDOUT. So if we add a print statement this works OK.

print "the first line ends here


     and this is the second one

even a third"

the first line ends here


     and this is the second one

even a third

However, the behaviour with :results value is wrong

"the first line ends here


     and this is the second one

even a third"

TODO prompt characters appearing in output with R

  x <- 6
  y <- 8
  3

> [1] 3

TODO o-b-execute-subtree overwrites heading when subtree is folded

Example

Try M-x org-babel-execute-subtree with the subtree folded and point at the beginning of the heading line.

size=5

TODO Allow source blocks to be recognised when #+ are not first characters on the line

I think Carsten has recently altered the core so that #+ can have preceding whitespace, at least for literal/code examples. org-babel should support this.

TODO non-orgtbl formatted lists

for example

'((:results . "replace"))

PROPOSED external shell execution can't isolate return values

I have no idea how to do this as of yet. The result is that when shell functions are run w/o a session there is no difference between the output and value result arguments.

Yea, I don't know how to do this either. I searched extensively on how to isolate the last output of a series of shell commands (see [[* last command for shells][last command for shells]]). The results of the search were basically that it was not possible (or at least not accomplish-able with a reasonable amount of effort).

That fact combined with the tenancy to all ways use standard out in shell scripts led me to treat these two options (output and value) as identical in shell evaluation. Not ideal but maybe good enough for the moment.

In the `results' branch I've changed this so that they're not quite identical: output results in raw stdout contents, whereas value converts it to elisp, perhaps to a table if it looks tabular. This is the same for the other languages. [Dan]

TODO are the org-babel-trim s necessary?

at the end of e.g. org-babel-R-evaluate, org-babel-python-evaluate, but not org-babel-ruby-evaluate

TODO use new merge function here?

And at other occurrences of org-combine-plists?

TODO LoB is not populated on startup

org-babel-library-of-babel is nil for me on startup. I have to evaluate the org-babel-lob-ingest line manually.

DONE avoid stripping whitespace from output when :results output

This may be partly solved by using o-b-chomp rather than o-b-trim in the o-b-LANG-evaluate functions.

DEFERRED weird escaped characters in shell prompt break shell evaluation

E.g. this doesn't work. Should the shell sessions set a sane prompt when they start up? Or is it a question of altering comint-prompt-regexp? Or altering org-babel regexps?

   black=30 ; red=31 ; green=32 ; yellow=33 ; blue=34 ; magenta=35 ; cyan=36 ; white=37
   prompt_col=$red
   prompt_char='>'
   export PS1="\[\033[${prompt_col}m\]\w${prompt_char} \[\033[0m\]"

I just pushed a good amount of changes, could you see if your shell problems still exist?

The problem's still there. Specifically, aIui, at this line of org-babel-sh.el, raw gets the value

("" "[0m Sun Jun 14 19:26:24 EDT 2009\n" "[0m org_babel_sh_eoe\n" "[0m ")

and therefore (member org-babel-sh-eoe-output …) fails

I think that `comint-prompt-regexp' needs to be altered to match the shell prompt. This shouldn't be too difficult to do by hand, using the `regexp-builder' command and should probably be part of the user's regular emacs init. I can't think of a way for us to set this automatically, and we are SOL without a regexp to match the prompt.

DONE function calls in #+srcname: refs

My srcname references don't seem to be working for function calls. This needs fixing.

srcname function call doesn't work for calling a source block

var1

They do work for a simple reference

var1

and they do work for :var header arg

var1

DONE LoB: with output to buffer, not working in buffers other than library-of-babel.org

Initial report

I haven't fixed this yet. org-babel-ref-resolve-reference moves point around, inside a save-excursion. Somehow when it comes to inserting the results (after possible further recursive calls to org-babel-ref-resolve-reference), point hasn't gone back to the lob line.

1	1
2	.5
3	.333

Now

I think this got fixed in the bugfixes before merging results into master.

DONE cursor movement when evaluating source blocks

E.g. the pie chart example. Despite the save-window-excursion in org-babel-execute:R. (I never learned how to do this properly: org-R jumps all over the place…)

I don't see this now [ded]

DONE LoB: calls fail if reference has single character name

commit 21d058869d

This doesn't work

1	1
2	.5
3	.3333
4	.25
5	.2
6	.1666

But this is OK

1	1
2	.5
3	.3333
4	.25
5	.2
6	.1666

DONE make :results replace the default?

I'm tending to think that appending results to pre-existing results creates mess, and that the cleaner `replace' option should be the default. E.g. when a source block creates an image, we would want that to be updated, rather than have a new one be added.

I agree.

DONE ruby evaluation not working under ubuntu emacs 23

With emacs 23.0.91.1 on ubuntu, for C-h f run-ruby I have the following, which seems to conflict with this line in org-babel-ruby.el.

run-ruby is an interactive compiled Lisp function.

(run-ruby cmd)

Run an inferior Ruby process, input and output via buffer *ruby*.
If there is a process already running in `*ruby*', switch to that buffer.
With argument, allows you to edit the command line (default is value
of `ruby-program-name').  Runs the hooks `inferior-ruby-mode-hook'
(after the `comint-mode-hook' is run).
(Type C-h m in the process buffer for a list of commands.)

So, I may have a non-standard inf-ruby.el. Here's my version of run-ruby.

run-ruby is an interactive Lisp function in `inf-ruby.el'.

(run-ruby &optional COMMAND NAME)

Run an inferior Ruby process, input and output via buffer *ruby*.
If there is a process already running in `*ruby*', switch to that buffer.
With argument, allows you to edit the command line (default is value
of `ruby-program-name').  Runs the hooks `inferior-ruby-mode-hook'
(after the `comint-mode-hook' is run).
(Type C-h m in the process buffer for a list of commands.)

It seems we could either bundle my version of inf-ruby.el (as it's the newest). Or we could change the use of `run-ruby' so that it is robust across multiple distributions. I think I'd prefer the former, unless the older version of inf-ruby is actually bundled with emacs, in which case maybe we should go out of our way to support it. Thoughts?

I think for now I'll just include the latest inf-ruby.el in the newly created utility directory. I doubt anyone would have a problem using the latest version of this file.

DONE test failing forcing vector results with `test-forced-vector-results` ruby code block

Note that this only seems to happen the second time the test table is evaluated

triv.class.name

mysteriously this seems to be fixed…

DONE defunct R sessions

Sometimes an old R session will turn defunct, and newly inserted code will not be evaluated (leading to a hang).

This seems to be fixed by using `inferior-ess-send-input' rather than `comint-send-input'.

DONE ruby fails on first call to non-default session

:patton

DONE when reading results from `#+resname` line

Errors when trying to read from resname lines.

buggy

DONE R-code broke on "org-babel" rename

8 * 2

DONE error on trivial R results

So I know it's generally not a good idea to squash error without handling them, but in this case the error almost always means that there was no file contents to be read by org-table-import, so I think it's ok.

pie(c(1, 2, 3), labels = c(1, 2, 3))

c(1,2,3)

DONE ruby new variable creation (multi-line ruby blocks)

Actually it looks like we were dropping all but the last line.

total = 0
table.each{|n| total += n}
total/table.size

DONE R code execution seems to choke on certain inputs

Currently the R code seems to work on vertical (but not landscape) tables

"schulte"

num

schulte

(setq debug-on-error t)

'(1 2 3)

mean(mean(table))

mean(table)

DONE org bug/request: prevent certain org behaviour within code blocks

E.g. gets recognised as a link (when there's text inside the brackets). This is bad for R code at least, and more generally could be argued to be inappropriate. Is it difficult to get org to ignore text in code blocks? [DED]

I believe Carsten addressed this recently on the mailing list with the comment that it was indeed a difficult issue. I believe this may be one area where we could wait for an upstream (org-mode) fix.

[Dan] Carsten has fixed this now in the core.

DONE with :results replace, non-table output doesn't replace table output

And vice versa. E.g. Try this first with table and then with len(table) [DED]

table

1	2	3
4	"schulte"	6

Yes, this is certainly a problem. I fear that if we begin replacing anything immediately following a source block (regardless of whether it matches the type of our current results) we may accidentally delete hand written portions of the user's org-mode buffer.

I think that the best solution here would be to actually start labeling results with a line that looks something like…

This would have a couple of benefits…

we wouldn't have to worry about possibly deleting non-results (which is currently an issue)
we could reliably replace results even if there are different types
we could reference the results of a source-code block in variable definitions, which would be useful if for example we don't wish to re-run a source-block every time because it is long-running.

Thoughts? If no-one objects, I believe I will implement the labeling of results.

DONE extra quotes for nested string

Well R appears to be reading the tables without issue…

these should be quoted

ls

"COPYING"

"README.markdown"

"block"

"examples.org"

"existing_tools"

"intro.org"

"org-babel"

"rorg.org"

"test-export.html"

"test-export.org"

tab[1][0]

README.markdown

as.matrix(tab[2,])

README.markdown

DONE simple ruby arrays not working

As an example eval the following. Adding a line to test

ar.first.first

DONE space trailing language name

fix regexp so it works when there's a space trailing the language name

:schulte

DONE Args out of range error

The following block resulted in the error below [DED]. It ran without error directly in the shell.

cd ~/work/genopca
for platf in ill aff ; do
    for pop in CEU YRI ASI ; do
	rm -f $platf/hapmap-genos-$pop-all $platf/hapmap-rs-all
	cat $platf/hapmap-genos-$pop-* > $platf/hapmap-genos-$pop-all
	cat $platf/hapmap-rs-* > $platf/hapmap-rs-all
    done
done

executing source block with sh… finished executing source block string-equal: Args out of range: "", -1, 0

the error string-equal: Args out of range: "", -1, 0 looks like what used to be output when the block returned an empty results string. This should be fixed in the current version, you should now see the following message no result returned by source block.

DONE ruby arrays not recognized as such

Something is wrong in /ndwarshuis/org-mode/src/commit/8df56a1026bde43e3431bc731597bb7b128be78e/lisp/org-babel-script.el related to the recognition of ruby arrays as such.

[1, 2, 3, 4]

[1, 2, 3, 4]

REJECTED elisp reference fails for literal number

That's a bug in Dan's elisp, not in org-babel.

(message a)

Tests

Evaluate all the cells in this table for a comprehensive test of the org-babel functionality.

Note: if you have customized org-babel-default-header-args then some of these tests may fail.

functionality	block	arg	expected	results	pass
basic evaluation					pass
emacs lisp	basic-elisp		5	5	pass
shell	basic-shell		6	6	pass
ruby	basic-ruby		org-babel	org-babel	pass
python	basic-python		hello world	hello world	pass
R	basic-R		13	13	pass
tables					pass
emacs lisp	table-elisp		3	3	pass
ruby	table-ruby		1-2-3	1-2-3	pass
python	table-python		5	5	pass
R	table-R		3.5	3.5	pass
R: col names in R	table-R-colnames		-3	-3	pass
R: col names in org	table-R-colnames-org		169	169	pass
source block references					pass
all languages	chained-ref-last		Array	Array	pass
source block functions					pass
emacs lisp	defun-fibb		fibbd	fibbd	pass
run over	Fibonacci	0	1	1	pass
a	Fibonacci	1	1	1	pass
variety	Fibonacci	2	2	2	pass
of	Fibonacci	3	3	3	pass
different	Fibonacci	4	5	5	pass
arguments	Fibonacci	5	8	8	pass
bugs and tasks					pass
simple ruby arrays	ruby-array-test		3	3	pass
R number evaluation	bug-R-number-evaluation		2	2	pass
multi-line ruby blocks	multi-line-ruby-test		2	2	pass
forcing vector results	test-forced-vector-results		Array	Array	pass
sessions					pass
set ruby session	set-ruby-session-var		:set	:set	pass
get from ruby session	get-ruby-session-var		3	3	pass
set python session	set-python-session-var		set	set	pass
get from python session	get-python-session-var		4	4	pass
set R session	set-R-session-var		set	set	pass
get from R session	get-R-session-var		5	5	pass

The second TBLFM line (followed by replacing '[]' with '') can be used to blank out the table results, in the absence of a better method.

basic tests

(+ 1 4)

expr 1 + 5

date

"org-babel"

'hello world'

b <- 9
b + 4

read tables

1	2	3
4	5	6

var1	var2	var3
1	22	13
41	55	67

(length (car table))

table.first.join("-")

table[1][1]

mean(mean(table))

sum(table$var2 - table$var3)

x^2

This should return 169. The fact that R is able to use the column name to index the data frame (x$var3) proves that a table with column names (a header row) has been recognised as input for the R-square function block, and that the R-square block has output an elisp table with column names, and that the colnames have again been recognised when creating the R variables in this block.

x$var3[1]

references

Lets pass a references through all of our languages…

Lets start by reversing the table from the previous examples

table.reverse()
table

4	5	6
1	2	3

Take the first part of the list

table[1]

Turn the numbers into string

(mapcar (lambda (el) (format "%S" el)) table)

"(4)"

"(1)"

and Check that it is still a list

table.class.name

source blocks as functions

(defun fibbd (n) (if (< n 2) 1 (+ (fibbd (- n 1)) (fibbd (- n 2)))))

(fibbd n)

sbe tests (these don't seem to be working…)

Testing the insertion of results into org-mode tables.

"the first line ends here


     and this is the second one

even a third"

the first line ends here\n\n\n     and this is the second one\n\neven a third

raise "oh nooooooooooo"

oh nooooooooooo

the first line ends here…

-:5: warning: parenthesize argument(s) for future version…

forcing results types tests

triv.class.name

sessions

var = [1, 2, 3]
:set

var.size

var=4
'set'

var

a <- 5
'set'

Sandbox

To run these examples evaluate org-babel-init.el

org-babel.el beginning functionality

date

Sun Jul  5 18:54:39 EDT 2009

Time.now

Sun Jul 05 18:54:35 -0400 2009

"Hello World"

Hello World

org-babel-R

a <- 9
b <- 16
a + b

hist(rgamma(20,3,3))

org-babel plays with tables

Alright, this should demonstrate both the ability of org-babel to read tables into a lisp source code block, and to then convert the results of the source code block into an org table. It's using the classic "lisp is elegant" demonstration transpose function. To try this out…

evaluate /ndwarshuis/org-mode/src/commit/8df56a1026bde43e3431bc731597bb7b128be78e/lisp/org-babel-init.el to load org-babel and friends
evaluate the transpose definition \C-c\\C-c on the beginning of the source block
evaluate the next source code block, this should read in the table because of the :var table=previous, then transpose the table, and finally it should insert the transposed table into the buffer immediately following the block

Emacs lisp

(defun transpose (table)
  (apply #'mapcar* #'list table))

1	2	3
4	schulte	6

(transpose table)

'(1 2 3 4 5)

Ruby and Python

table.first.join(" - ")

1 - 2 - 3

table[0]

table

[[1, 2, 3], [4, "schulte", 6]]

1	2	3
4	"schulte"	6

len(table)

"add"

"class"

"contains"

"delattr"

"delitem"

"delslice"

"doc"

"eq"

"format"

"ge"

"getattribute"

"getitem"

"getslice"

"gt"

"hash"

"iadd"

"imul"

"init"

"iter"

"le"

"len"

"lt"

"mul"

"ne"

"new"

"reduce"

"reduce_ex"

"repr"

"reversed"

"rmul"

"setattr"

"setitem"

"setslice"

"sizeof"

"str"

"subclasshook"

"append"

"count"

"extend"

"index"

"insert"

"pop"

"remove"

"reverse"

"sort"

(sandbox table) R

1	2	3
4	schulte	6

x <- c(rnorm(10, mean=-3, sd=1), rnorm(10, mean=3, sd=1))
x

-3.35473133869346
-2.45714878661
-3.32819924928633
-2.97310212756194
-2.09640758369576
-5.06054014378736
-2.20713700711221
-1.37618039712037
-1.95839385821742
-3.90407396475502
2.51168071590226
3.96753011570494
3.31793212627865
1.99829753972341
4.00403686419829
4.63723764452927
3.94636744261313
3.58355906547775
3.01563442274226
1.7634976849927

tabel

1	2	3
4	"schulte"	6

shell

Now shell commands are converted to tables using org-table-import and if these tables are non-trivial (i.e. have multiple elements) then they are imported as org-mode tables…

ls -l

"total"	208	""	""	""	""	""	""
"-rw-r–r–"	1	"dan"	"dan"	57	2009	15	"block"
"-rw-r–r–"	1	"dan"	"dan"	35147	2009	15	"COPYING"
"-rw-r–r–"	1	"dan"	"dan"	722	2009	18	"examples.org"
"drwxr-xr-x"	4	"dan"	"dan"	4096	2009	19	"existing_tools"
"-rw-r–r–"	1	"dan"	"dan"	2207	2009	14	"intro.org"
"drwxr-xr-x"	2	"dan"	"dan"	4096	2009	18	"org-babel"
"-rw-r–r–"	1	"dan"	"dan"	277	2009	20	"README.markdown"
"-rw-r–r–"	1	"dan"	"dan"	11837	2009	18	"rorg.html"
"-rw-r–r–"	1	"dan"	"dan"	61829	2009	19	"#rorg.org#"
"-rw-r–r–"	1	"dan"	"dan"	60190	2009	19	"rorg.org"
"-rw-r–r–"	1	"dan"	"dan"	972	2009	11	"test-export.org"

silent evaluation

:im_the_results

:im_the_results

:im_the_results

:im_the_results_

:im_the_results_

(sandbox) referencing other source blocks

Doing this in emacs-lisp first because it's trivial to convert emacs-lisp results to and from emacs-lisp.

emacs lisp source reference

This first example performs a calculation in the first source block named top, the results of this calculation are then saved into the variable first by the header argument :var first=top, and it is used in the calculations of the second source block.

(+ 4 2)

(* first 3)

This example is the same as the previous only the variable being passed through is a table rather than a number.

(defun transpose (table)
  (apply #'mapcar* #'list table))

1	2	3
4	schulte	6

(transpose table)

(transpose table)

1	2	3
4	"schulte"	6

ruby python

Now working for ruby

2 * other

and for python

another*3

mixed languages

Since all variables are converted into Emacs Lisp it is no problem to reference variables specified in another language.

(* ruby-variable 8)

lisp_var + 4

R

a <- 9
a

other + 2

(sandbox) selective export

For exportation tests and examples see (including exportation of inline source code blocks) /ndwarshuis/org-mode/src/commit/8df56a1026bde43e3431bc731597bb7b128be78e/test-export.org

(sandbox) source blocks as functions

(* 3 n)

result

The following just demonstrates the ability to assign variables to literal values, which was not implemented until recently.

num+" schulte "

"eric schulte "

(sandbox) inline source blocks

This is an inline source code block

1 + 6

. And another source block with text output src_emacs-lisp{"eric"}.

This is an inline source code block with header arguments.

(sandbox) integration w/org tables

(defun fibbd (n) (if (< n 2) 1 (+ (fibbd (- n 1)) (fibbd (- n 2)))))

(fibbd n)

(mapcar #'fibbd '(0 1 2 3 4 5 6 7 8))

Something is not working here. The function `sbe ' works fine when called from outside of the table (see the source block below), but produces an error when called from inside the table. I think there must be some narrowing going on during intra-table emacs-lisp evaluation.

original	fibbd
0	1
1	1
2	2
3	3
4	5
5	8
6	13
7	21
8	34
9	55

silent-result

(sbe 'fibbd (n "8"))

Buffer Dictionary

LocalWords: DBlocks dblocks org-babel el eric fontification

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1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	0	0	0	1	0	1	1	1
1	0	0	1	1	0	0	0	1	0	0	0	0
1	0	0	1	1	0	0	0	1	0	0	0	0
1	0	0	1	1	0	0	0	1	0	0	0	1
1	0	0	1	1	1	0	1	1	0	0	0	1
0	1	1	0	1	0	1	1	0	1	1	1	0
0	0	0	0	0	0	0	0	0	0	0	0	0
0	0	0	0	0	0	0	0	0	0	0	0	0

128 KiB Raw Blame History Unescape Escape

org-babel — facilitating communication between programming languages and people

Introduction

communication between programs

simple execution

reading information from tables

reading information from other source blocks (disk usage in your home directory)

operations in/on tables

communication between people

Interactive tutorial

Tests embedded in documentation

Emacs initialization files stored in Org-Mode buffers

features

code evaluation (comint buffer sessions and external processes)

results (values and outputs)

Getting started

Tasks [35/57]

PROPOSED raise elisp error when source-blocks return errors

PROPOSED Default args

PROPOSED allow `anonymous' function block with function call args?

PROPOSED allow :result as synonym for :results?

PROPOSED allow 'output mode to return stdout as value?

PROPOSED optional timestamp for output

source code block timestamps (optional addition)

maintaining source-code block timestamps

TODO make tangle files read-only?

TODO take default values for header args from properties

TODO support for working with *Org Edit Src Example* buffers [2/4]

TODO optionally evaluate header references when we switch to *Org Edit Src* buffer

TODO set buffer-local-process variables appropriately [DED]

DEFERRED send code to inferior process

DONE some possible requests/proposed changes for Carsten [4/4]

DONE Remap C-x C-s to save the source to the org buffer?

DEFERRED Rename buffer and minor mode?

DONE Changed minor mode name and added hooks

DONE a hook called when the src edit buffer is created

TODO resolve references to other org buffers/files

TODO resolve references to other non-org files

TODO figure out how to handle errors during evaluation

TODO figure out how to handle graphic output

TODO R graphics to screen means session evaluation

Adding to a discussion started in email

TODO \C-c \C-o to open results of source block

TODO Finalise behaviour regarding vector/scalar output

DONE Stop spaces causing vector output

STARTED share org-babel [1/4]

DONE post to org-mode

TODO post to ess mailing list

TODO create a org-babel page on worg

TODO create a short screencast demonstrating org-babel in action

examples

interactive tutorials

answering a text-book question w/code example

something using tables

file sizes

TODO command line execution

TODO inline source code blocks [3/5]

DONE evaluation with \C-c\C-c

DONE inline exportation

DONE header arguments

TODO fontification

TODO refine html exportation

TODO LoB: re-implement plotting and analysis functions from org-R

PROPOSED conversion between org-babel and noweb (e.g. .Rnw) format

PROPOSED support for passing paths to files between source blocks

DEFERRED Support rownames and other org babel table features?

rownames

Old notes

Notes

Initial statement: allow tables with hline to be passed as args into R

DEFERRED use textConnection to pass tsv to R?

DEFERRED Rework Interaction with Running Processes [2/5]

DONE robust to errors interrupting execution

DEFERRED use C-g keyboard-quit to push processing into the background

TODO ability to select which of multiple sessions is being used

R sessions

TODO evaluation of shell code as background process?

partial update of org-mode buffer

'working' spinner

TODO conversion of output from interactive shell, R (and python) sessions to org-babel buffers

128 KiB

Raw Blame History

Tasks `[35/57]`

TODO support for working with `Org Edit Src Example` buffers `[2/4]`

TODO optionally evaluate header references when we switch to `Org Edit Src` buffer

DONE some possible requests/proposed changes for Carsten `[4/4]`

TODO `\C-c \C-o` to open results of source block

STARTED share org-babel `[1/4]`

TODO inline source code blocks `[3/5]`

DEFERRED Rework Interaction with Running Processes `[2/5]`

DEFERRED use `C-g` keyboard-quit to push processing into the background

DONE exclusive `exports` params

DONE singe-function tangling and loading elisp from literate org-mode file `[3/3]`

DONE add `:none` session argument (for purely functional execution) `[4/4]`

DONE Create objects in top level (global) environment `[5/5]`

(5) exploit some `last_value` functionality if present

DONE rework evaluation lang-by-lang `[4/4]`

DONE Ruby `[4/4]`

DONE R `[4/4]`

DONE Python `[4/4]`

DONE Shells `[4/4]`

DONE implement a session header argument `[4/4]`

DONE function to bring up inferior-process buffer `[4/4]`

DONE set `:results silent` when eval with prefix argument

DONE results-type header (vector/file) `[3/3]`

DONE multiple `:results` headers

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