[kepler-dev] Thoughts on an "R' Actor
Dan Higgins
higgins at nceas.ucsb.edu
Thu Jun 10 15:04:08 PDT 2004
Hi All,
I have been working on trying to understand some of the details of the R
system (http://www.r-project.org/) and how it might be integrated into
Kepler. For those who are unfamiliar with R, "R is a system for
statistical computation and graphics. It consists of a language plus a
run-time environment with graphics, a debugger, access to certain system
functions, and the ability to run programs stored in script files."
(from the "R FAQ"). R is a powerful system for statistical and other
calculations. It is comparable to Matlab or SAS but has the advantage of
being free, easily extended, and available for PCs, Macs (OS X), and
Unix systems. There are also numerous extensions from a variety of
sources. It thus appears to be fairly widely accepted and used by
numerous researchers.
A first-cut on building an R actor would seem to be to use a local
version of R (since it can be freely installed on almost any computer)
and run it as a sub-process to Kepler. An obvious method for doing this
is to use one of the CommandLine/Exec actors.
I say 'one of ...' because there are at least 2 existing actors for
running arbitrary subprocesses from within Kepler/Ptolemy. The
"CommandLine" actor can be found in the the Kepler graph editor tree
under "actors/kepler/spa/CommandLine". The author listed in the source
is Ilkay Altintas, and this actor runs under the 3.0.2 version of
Ptolemy/Kepler. A second similar actor, called "Exec" is included with
the Ptolemy 4.0Beta release under "MoreLibraries/Esoteric/Exec". The
Exec actor was written for Ptolemy 4 by Chris Brooks and (I think) uses
some new features that are not available in version 3.0.2.
[Specifically, there is an "Expert Mode" for setting additional parameters.]
Both the CommandLine and Exec actors use the Java 'exec' method to
launch a subprocess. They differ in the details, however. CommandLine
actually launches a command processor ('cmd.exe/command.exe' on Windows
and 'sh' on Mac/Linux) so that the command entered by a user is
essentially identical to that entered in a terminal window to launch a
process. This can include I/O redirection like "< myfile.in". In the
Exec actor, the command follows the underlying Java method more closely
and has ports for input and output streams. The command string cannot
include redirection. Both actors wait for the subprocess to finish
before their 'fire' action completes.
Now consider just how we might integrate R into Kepler. R can be run in
an interactive mode (start up; type a command; see response; type
another command) or in a batch mode (start R with a script file which
has a series of command and write the results to an output file).
Creating an R workflow in the batch mode is fairly easy. A screen shot
of a workflow which uses the CommandLine actor to run R to create a jpeg
plot and then display it shown below.
The script file used in the example is:
x <- seq(-10, 10, length = 50)
y <- x
rotsinc <- function(x, y) {
sinc <- function(x) {
y <- sin(x)/x
y[is.na(y)] <- 1
y
}
10 * sinc(sqrt(x^2 + y^2))
}
sinc.exp <- expression(z == Sinc(sqrt(x^2 + y^2)))
z <- outer(x, y, rotsinc)
jpeg(filename = "RTest.jpg", width = 480, height = 480, pointsize = 12,
quality = 75, bg = "white")
par(bg = "white")
persp(x, y, z, theta = 30, phi = 30, expand = 0.5, col = "lightblue")
It can be seen in this batch approach that one can get the results from
an R calculation from the output stream or from a file created by R that
is then read by other Kepler actors. A problem comes up, however, if one
considers how to dynamically input instructions/data to R. In batch
mode, this could require the dynamic creation of script files, although
it would be nicer if ports for inputing data/instructions existed for an
R actor. One thus has the question of how to import information from
other parts of a workflow to an R actor.
And what about using R in an interactive mode? Both the CommandLine
actor and the Exec actor start a subprocess and then wait for it to
finish. This means that the R code is loaded, executed, and then removed
from memory. For an interactive environment (or for the case where the
R calculation is repeatedly executed). it would be desirable to only
load R once! There doesn't seem to any reason why the R process has to
be stopped between firings. One could keep the process in memory (a
static variable?) and simply read the input stream, execute it, write
the output to the output stream, and then wait for the next input as
part of a fire event. [Or perhaps there needs to be some class level R
actor and a set of instances that do certain calculations by
communicating with the class actor???]
In any case, it is possible to simulate an interactive R session using
save/load workspace options when starting and ending an R session. But
it would be useful if the CommandLine actor had an 'inport' port to
receive commands. Also, it might be useful if the Exec actor really had
input and output streams instead of the String tokens currently used (to
handle long inputs).
That ends these semi-random thoughts for now.
Any comments or suggestions?
Dan
--
*******************************************************************
Dan Higgins higgins at nceas.ucsb.edu
http://www.nceas.ucsb.edu/ Ph: 805-892-2531
National Center for Ecological Analysis and Synthesis (NCEAS)
735 State Street - Room 205
Santa Barbara, CA 93195
*******************************************************************
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://mercury.nceas.ucsb.edu/kepler/pipermail/kepler-dev/attachments/20040610/f880dede/attachment.html>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: CommandLine.gif
Type: image/gif
Size: 19027 bytes
Desc: not available
URL: <http://mercury.nceas.ucsb.edu/kepler/pipermail/kepler-dev/attachments/20040610/f880dede/attachment.gif>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: exec.gif
Type: image/gif
Size: 17234 bytes
Desc: not available
URL: <http://mercury.nceas.ucsb.edu/kepler/pipermail/kepler-dev/attachments/20040610/f880dede/attachment-0001.gif>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: R-example.gif
Type: image/gif
Size: 62558 bytes
Desc: not available
URL: <http://mercury.nceas.ucsb.edu/kepler/pipermail/kepler-dev/attachments/20040610/f880dede/attachment-0002.gif>
More information about the Kepler-dev
mailing list