Joris Meys
2014-Oct-17 18:04 UTC
[Rd] Most efficient way to check the length of a variable mentioned in a formula.
Dear R gurus, I need to know the length of a variable (let's call that X) that is mentioned in a formula. So obviously I look for the environment from which the formula is called and then I have two options: - using eval(parse(text='length(X)'), envir=environment(formula) ) - using length(get('X'), envir=environment(formula) ) a bit of benchmarking showed that the first option is about 20 times slower, to that extent that if I repeat it 10,000 times I save more than half a second. So speed is not really an issue here. Personally I'd go for option 2 as that one is easier to read and does the job nicely, but with these functions I'm always a bit afraid that I'm overseeing important details or side effects here (possibly memory issues when working with larger data). Anybody an idea what the dangers are of these methods, and which one is the most robust method? Thank you Joris -- Joris Meys Statistical consultant Ghent University Faculty of Bioscience Engineering Department of Mathematical Modelling, Statistics and Bio-Informatics tel : +32 9 264 59 87 Joris.Meys at Ugent.be ------------------------------- Disclaimer : http://helpdesk.ugent.be/e-maildisclaimer.php [[alternative HTML version deleted]]
Gabriel Becker
2014-Oct-17 18:23 UTC
[Rd] Most efficient way to check the length of a variable mentioned in a formula.
Joris, For me length(environment(form)[["x"]]) Was about twice as fast as length(get("x",environment(form)))) In the year-old version of R (3.0.2) that I have on the virtual machine i'm currently using. As for you, the eval method was much slower (though my factor was much larger than 20)> system.time({thing <- replicate(10000,length(environment(form)[["x"]]))})user system elapsed 0.018 0.000 0.018> system.time({thing <-replicate(10000,length(get("x",environment(form))))}) user system elapsed 0.031 0.000 0.033> system.time({thing <- replicate(10000,eval(parse(text = "length(x)"),envir=environment(form)))}) user system elapsed 4.528 0.003 4.656 I can't speak this second to whether this pattern will hold in the more modern versions of R I typically use. ~G> sessionInfo()R version 3.0.2 (2013-09-25) Platform: x86_64-pc-linux-gnu (64-bit) locale: [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 [7] LC_PAPER=en_US.UTF-8 LC_NAME=C [9] LC_ADDRESS=C LC_TELEPHONE=C [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C attached base packages: [1] stats graphics grDevices utils datasets methods base On Fri, Oct 17, 2014 at 11:04 AM, Joris Meys <jorismeys at gmail.com> wrote:> Dear R gurus, > > I need to know the length of a variable (let's call that X) that is > mentioned in a formula. So obviously I look for the environment from which > the formula is called and then I have two options: > > - using eval(parse(text='length(X)'), > envir=environment(formula) ) > > - using length(get('X'), > envir=environment(formula) ) > > a bit of benchmarking showed that the first option is about 20 times > slower, to that extent that if I repeat it 10,000 times I save more than > half a second. So speed is not really an issue here. > > Personally I'd go for option 2 as that one is easier to read and does the > job nicely, but with these functions I'm always a bit afraid that I'm > overseeing important details or side effects here (possibly memory issues > when working with larger data). > > Anybody an idea what the dangers are of these methods, and which one is the > most robust method? > > Thank you > Joris > > -- > Joris Meys > Statistical consultant > > Ghent University > Faculty of Bioscience Engineering > Department of Mathematical Modelling, Statistics and Bio-Informatics > > tel : +32 9 264 59 87 > Joris.Meys at Ugent.be > ------------------------------- > Disclaimer : http://helpdesk.ugent.be/e-maildisclaimer.php > > [[alternative HTML version deleted]] > > ______________________________________________ > R-devel at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-devel >-- Gabriel Becker Graduate Student Statistics Department University of California, Davis [[alternative HTML version deleted]]
William Dunlap
2014-Oct-17 18:57 UTC
[Rd] Most efficient way to check the length of a variable mentioned in a formula.
I would use eval(), but I think that most formula-using functions do it more like the following. getRHSLength <- function (formula, data = parent.frame()) { rhsExpr <- formula[[length(formula)]] rhsValue <- eval(rhsExpr, envir = data, enclos = environment(formula)) length(rhsValue) } * use eval() instead of get() so you will find variables are in ancestral environments of envir (if envir is an environment), not just envir itself. * just evaluate the stuff in the formula using the non-standard evaluation frame, call length() in the current frame. Otherwise, if envir inherits directly from emptyenv() the 'length' function will not be found. * use envir=data so it looks first in the data argument for variables * the enclos argument is used if envir is not an environment and is used to find variables that are not in envir. Here are some examples: > X <- 1:10 > getRHSLength(~X) [1] 10 > getRHSLength(~X, data=data.frame(X=1:2)) [1] 2 > getRHSLength((function(){X <- 1:4; ~X})(), data=data.frame()) [1] 4 > getRHSLength((function(){X <- 1:4; ~X})(), data=data.frame(X=1:2)) [1] 2 > getRHSLength((function(){X <- 1:4; ~X})(), data=list2env(data.frame())) [1] 10 > getRHSLength((function(){X <- 1:4; ~X})(), data=emptyenv()) Error in eval(expr, envir, enclos) : object 'X' not found I think you will see the same lookups if you try analogous things with lm(). Bill Dunlap TIBCO Software wdunlap tibco.com On Fri, Oct 17, 2014 at 11:04 AM, Joris Meys <jorismeys at gmail.com> wrote:> Dear R gurus, > > I need to know the length of a variable (let's call that X) that is > mentioned in a formula. So obviously I look for the environment from which > the formula is called and then I have two options: > > - using eval(parse(text='length(X)'), > envir=environment(formula) ) > > - using length(get('X'), > envir=environment(formula) ) > > a bit of benchmarking showed that the first option is about 20 times > slower, to that extent that if I repeat it 10,000 times I save more than > half a second. So speed is not really an issue here. > > Personally I'd go for option 2 as that one is easier to read and does the > job nicely, but with these functions I'm always a bit afraid that I'm > overseeing important details or side effects here (possibly memory issues > when working with larger data). > > Anybody an idea what the dangers are of these methods, and which one is the > most robust method? > > Thank you > Joris > > -- > Joris Meys > Statistical consultant > > Ghent University > Faculty of Bioscience Engineering > Department of Mathematical Modelling, Statistics and Bio-Informatics > > tel : +32 9 264 59 87 > Joris.Meys at Ugent.be > ------------------------------- > Disclaimer : http://helpdesk.ugent.be/e-maildisclaimer.php > > [[alternative HTML version deleted]] > > ______________________________________________ > R-devel at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-devel