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Debugging

Diagnosing the problem

Something’s Wrong!
Indications that something’s not right.

  • message: A generic notification/diagnostic message produced by the message function;
    execution of the function continues.
  • warning: An indication that something is wrong but not necessarily fatal; execution of the
    function continues; generated by the warning function
  • error: An indication that a fatal problem has occurred; execution stops; produced by the stop
    function
  • condition: A generic concept for indicating that something unexpected can occur; programmers can create their own conditions

    Warning

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>log(-1) ## Warning: NaNs produced ## [1] NaN
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>printmessage <- function(x) { if(x > 0) print("x is greater than zero") else print("x is less than or equal to zero") invisible(x) } printmessage <- function(x) { if (x > 0) print("x is greater than zero") else print("x is less than or equal to zero") invisible(x) } printmessage(1) ## [1] "x is greater than zero" printmessage(NA) ## Error: missing value where TRUE/FALSE needed

How do you know that something is wrong with your function?

  • What was your input? How did you call the function?
  • What were you expecting? Output, messages, other results?
  • What did you get?
  • How does what you get differ from what you were expecting?
  • Were your expectations correct in the first place?
  • Can you reproduce the problem (exactly)?

Basic Tools

The primary tools for debugging functions in R are

  • traceback: prints out the function call stack after an error occurs; does nothing if there’s no error
  • debug: flags a function for “debug” mode which allows you to step through execution of a function one line at a time
  • browser: suspends the execution of a function wherever it is called and puts the function in
    debug mode
  • trace: allows you to insert debugging code into a function a specific places
  • recover: allows you to modify the error behavior so that you can browse the function call stack

traceback

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> mean(x) Error in mean(x) : object 'x' not found > traceback() 1: mean(x) > lm(y ~ x) Error in eval(expr, envir, enclos) : object ’y’ not found > traceback() 7: eval(expr, envir, enclos) 6: eval(predvars, data, env) 5: model.frame.default(formula = y ~ x, drop.unused.levels = TRUE) 4: model.frame(formula = y ~ x, drop.unused.levels = TRUE) 3: eval(expr, envir, enclos) 2: eval(mf, parent.frame()) 1: lm(y ~ x)

debug

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> debug(lm) > lm(y ~ x) debugging in: lm(y ~ x) debug: { ret.x <- x ret.y <- y cl <- match.call() ... if (!qr) z$qr <- NULL z } Browse[ 2]> Browse[2]> n debug: ret.x <- x Browse[2]> n debug: ret.y <- y Browse[2]> n debug: cl <- match.call() Browse[2]> n debug: mf <- match.call(expand.dots = FALSE) Browse[2]> n debug: m <- match(c("formula", "data", "subset", "weights", "na.action", "offset"), names(mf), 0L)

recover

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> options(error = recover) > read.csv("nosuchfile") Error in file(file, "rt") : cannot open the connection In addition: Warning message: In file(file, "rt") : cannot open file ’nosuchfile’: No such file or directory Enter a frame number, or 0 to exit 1: read.csv("nosuchfile") 2: read.table(file = file, header = header, sep = sep, quote = quote, dec = 3: file(file, "rt") Selection:

Summary

  • There are three main indications of a problem/condition: message, warning, error
    ~ only an error is fatal
  • When analyzing a function with a problem, make sure you can reproduce the problem, clearly state your expectations and how the output differs from your expectation
  • Interactive debugging tools traceback, debug, browser, trace, and recover can be used to find problematic code in functions
  • Debugging tools are not a substitute for thinking!

最后

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