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embedR, an interface for calling R from q


This package is used to invoke R from q for both 32- and 64-bit builds. If the appropriate build is not available on your target system, build instructions are available in the for this repository

A shared library can be loaded which brings R into the q memory space, meaning all the R statistical routines and graphing capabilities can be invoked directly from q. Using this method means data is not passed between remote processes. The library has five methods:

  • Ropen: open R
  • Rclose: close R
  • Rcmd: run an R command, do not return a result
  • Rget: run an R command, return the result to q
  • Rset: set a variable in the R memory space

The R_HOME environment variable must be set prior to starting q. To find out what that should be, run R from the Bash shell and see the result of R.home()

> R.home()
[1] "/Library/Frameworks/R.framework/Resources"

and then set it accordingly in your environment; e.g. for macOS with a Bash shell

$export R_HOME=/Library/Frameworks/R.framework/Resources

Optional additional environment variables are R_SHARE_DIR, R_INCLUDE_DIR, LD_LIBRARY_PATH (for

An example is outlined below, using q to subselect some data and then passing it to R for graphical display.

q)select count i by date from trade
date      | x
----------| --------
2014.01.07| 29205636
2014.01.08| 30953246
2014.01.09| 30395962
2014.01.10| 29253110
2014.01.13| 32763630
2014.01.14| 29721162
2014.01.15| 30035729
/- extract mid prices in 5 minute bars
q)mids:select mid:last .5*bid+ask by time:0D00:05 xbar date+time from quotes where date=2014.01.17,sym=`IBM,time within 09:30 16:00
time                         | mid
-----------------------------| --------
2014.01.15D09:30:00.000000000| 185.92
2014.01.15D09:35:00.000000000| 185.74
2014.01.15D09:40:00.000000000| 186.11
2014.01.15D09:45:00.000000000| 186.36
2014.01.15D09:50:00.000000000| 186.5
2014.01.15D09:55:00.000000000| 186.98
2014.01.15D10:00:00.000000000| 187.45
2014.01.15D10:05:00.000000000| 187.48  
2014.01.15D10:10:00.000000000| 187.66  

/- Load in R
q)\l rinit.q
/- Pass the table into the R memory space
/- Graph it

This will produce a plot as shown in Figure 4:

Quote mid price plot drawn from q
Figure 4: Quote mid price plot drawn from q

To close the graphics window, use rather than the close button on the window.


Alternatively, the table can be written to a file with


If the q and R installations are running remotely from the user on a Linux machine, the graphics can be seen locally using X11 forwarding over SSH.

Aside from using R’s powerful graphics, this mechanism also allows you to call R analytics from within q. Using a rather simple example of an average

q)\l rinit.q
q)avg prices / agrees with q?

This is a trivial example to demonstrate the mechanics of the interface allowing you to leverage the 5,000 libraries available to R from within q.