[R] Memory Problems with a Simple Bootstrap
jim holtman
jholtman at gmail.com
Fri Aug 1 18:54:15 CEST 2008
Use gc() in the loop to possibly free up any fragmented memory. You
might also print out the size of B (object.size(B)) since that appears
to be the only variable in your loop that might be growing.
On Fri, Aug 1, 2008 at 12:09 PM, Tom La Bone <booboo at gforcecable.com> wrote:
>
>
> I have a data file called inputdata.csv that looks something like this"
>
> ID Year Result Month Date
> 1 7174 1954 10 3 540301
> 2 7174 1954 4 3 540322
> 3 20924 1967 4 2 670223
> 4 20924 1967 -7 5 670518
> 5 20924 1967 -3 7 670706
> ...
> 67209 ...
>
> i.e., it goes on for 67209 rows (~2 Mb file). When I run the following
> bootstrap session I get the indicated error:
>
>>
>> library(boot)
>> setwd("C:/Documents and Settings/Tom/Desktop")
>>
>> data.in <- read.csv("inputdata.csv",header=T,as.is=T)
>>
>> per95 <- function( annual.data, b.index) {
> + sample.data <- annual.data[b.index,]
> + return(quantile(sample.data$Result,probs=c(0.95))) }
>>
>> m <- 10000
>> for (i in 1:39) {
> + annual.data <- data.in[data.in$Year == (i+1949),]
> + B <- boot(data=annual.data,statistic=per95,R=m)
> + print(i)
> + print(memory.size())
> + }
> [1] 1
> [1] 20.26163
> [1] 2
> [1] 61.6352
> [1] 3
> [1] 134.4187
> [1] 4
> [1] 149.4704
> [1] 5
> [1] 290.3090
> [1] 6
> [1] 376.7017
> [1] 7
> [1] 435.7683
> [1] 8
> [1] 463.7404
> [1] 9
> [1] 497.7946
> Error: cannot allocate vector of size 568.8 Mb
>>
>
> I am running this on a Windows XP Pro machine with 4 Gb of memory. The same
> problem occurs when the code is executed on the same box running Ubuntu
> 8.04. Does anyone see any obvious reason why this should run out of memory?
> I would be happy to email the data file to anyone who cares to try it on
> their computer.
>
> Tom
>
>
>
>
>
> --
> View this message in context: http://www.nabble.com/Memory-Problems-with-a-Simple-Bootstrap-tp18777897p18777897.html
> Sent from the R help mailing list archive at Nabble.com.
>
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>
--
Jim Holtman
Cincinnati, OH
+1 513 646 9390
What is the problem that you are trying to solve?
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