R Programming/Debugging

< R Programming

Some basic tipsEdit

  • Use print() statements in your functions to print variable values. Although this technique is considered low-tech or even old fashioned by some, it can still be a quick and easy way to trace an error.
  • Place a browser() statement in the function just before the crashing line. When the function is called, it will be executed up to the browser() line. The command-line interface then switches to the function environment, so that all variables in the function can be inspected or changed. See below for commands available in browser() mode.

Tracing errors with traceback()Edit

A standard error message in R will tell you which function threw the error. Consider as an example the following function whose sole purpose is to throw an error.

myFun <- function(){
    stop("Woops! An error")

A call to myFun() gives

> myFun()
Error in myFun() : Woops! An error

After an error is raised, the traceback() function allows you to show the call stack leading to the error. For example, the function below calls myFun.

myFun2 <- function(){

Calling myFun2() and traceback() gives

> myFun2()
Error in myFun() : Woops! An error
> traceback()
3: stop("Woops! An error")
2: myFun()
1: myFun2()

The traceback() function can be executed automatically each time an error is raised with the option


It may be switched off again with


Executing code line by lineEdit

A function can be executed by setting it to debugging mode with



Then, when the function is called, and a browser in that function's environment is opened so that it can be executed line by line. In the debugging browser, apart from all standard R functionality, the following commands are available.

Command Meaning
n Advance to next step. An empty line also works.
c, cont Continue to the end of the current context. E.g. to the end the loop within a loop or to the end of the function.
where Print the stack of function calls (where are you?)
Q Exit the browser and return to the top-level R prompt.

Debugging can be switched off with


There are a few related functions as well:

  • debugonce() Switch off debugging after the first call.
  • isdebugged() Check if a function is in degugging mode.

Browsing the call stackEdit

This is the most advanced debugging option in R base. By setting options(error=recover) you get the opportunity to browse any environment in the call stack. For example,

> options(error=recover)
> myFun2()
Error in myFun() : Woops! An error

Enter a frame number, or 0 to exit   

1: myFun2()
2: myFun()


By typing '1' or '2' behind Selection: the browser will jump to the selected environment. Once in the browser, all standard R functionality is at your disposal, as well as the commands in the table below.

Command Meaning
c, cont Exit the browser and continue at the next statement. An empty line will do the same.
n Enter the step-through debugger (this changes the meaning of c)
where Print a stack trace of active function calls (where are you in the stack?).
Q Exit the browser, do not continue at the next statement but go back to the top-level R browser.

Recovery mode can be switched off by