[R] memory problem [cluster]
Dylan Beaudette
dylan.beaudette at gmail.com
Sat Dec 2 19:07:47 CET 2006
Hi Stephano,
Looks like you used my example verbatim
(http://casoilresource.lawr.ucdavis.edu/drupal/node/221)
:)
While my approach has not *yet* been published, the original source [4] by
Roger Bivand certainly has. Just a reminder.
That said, I would highly recommend reading up on the background literature
assocated with both the cluster package [1] and terrain classificartion i.e.
[2] and [3]. Note that although the clara() function was created to work on
massive datasets, it is still possible to overwhelm the available memory with
multiple gridded objects- recall that all R objects are held in memory.
I have asked the maintainer of the cluster package, Martin Maechler, about
integrating a known medoid option into the clara() function- which would be
extremely useful in adding some 'supervision' to landscape classification
with clara(). Hopefully there will be enough requests for the feature, that
Martin will kindly add it :) .
1. Kaufman, L. & Rousseeuw, P.J. Finding Groups in Data An Introduction to
Cluster Analysis Wiley-Interscience, 2005
2. Blaszczynski, J. Landform characterization with geographical information
systems Photogrammetric Engineering and Remote Sensing, 1997, 63, 183-191
3. Wood, W.F. & Snell, J.B. A Quatitative system for classifying landforms
U.S. Quatermaster Research & Engineering Center, 1960
4. Bivand, R. Integrating GRASS 5.0 and R: GIS and modern statistics Computers
& Geosciences, 2000, 26, 1043–1052
On Friday 01 December 2006 14:04, Massimo Di Stefano wrote:
> hi to all,
> frustated for this error, to day i buy a 1 GB memory
> slot for my laptop
> now it have 1,28GB instead the old 512, but i've the
> same error :-(
> damn!damn!....how can i do?
> repeat for a little area (about 20X20 km and res=20m)
> it work fine!
> have you any suggestion?
> is ther a method for look if this error depend from my
> ram or other....?
> thanks foe any suggestion!
> i need your help.
> thanks.
> Massimo
>
>
> Il giorno 01/dic/06, alle ore 16:05, massimodisasha ha
> scritto:
> hi,
> i'm trying to perform a clustering on a big dataframe
> the code is this:
>
>
> print("load required R packages")
>
> require(spgrass6)
>
> require(cluster)
>
> gmeta6 <- gmeta6()
>
> print("read in our 7 raster files from GRASS")
>
> x <-
> readFLOAT6sp(c("er","crosc","longc","slope","profc","minic","maxic"))
>
> print("assemble a matrix of our terrain variables")
>
> morph <- data.frame(cbind(x$er, x$crosc, x$longc,
> x$slope, x$profc, x$minic, x$maxic))
>
> print("normailize slope by dividing my max(slope)")
>
> morph <- data.frame(cbind(x$er, x$crosc, x$longc,
> x$slope/max(x$slope), x$profc, x$minic, x$maxic))
>
> names(morph) <-
> c("er","crosc","longc","slope_n","profc","minic","maxic")
>
> print("perform the clustering")
>
> morph.clara <- clara(morph, k=5, stand=F)
>
> x$morph_class <- morph.clara$clustering
>
> print("send result back to GRASS")
>
> rast.put6(x,"morph", zcol="morph_class")
>
>
>
> during the step : ....perform the clustering
> after a lot of time,
> i've this error:
>
>
>
>
> Errore in sprintf(fmt, ...) : La lunghezza della
> stringa eccede la dimensione del buffer di 8192
> Inoltre: Warning messages:
> 1: perl = TRUE è implementato solo nei locale UTF-8
> 2: perl = TRUE è implementato solo nei locale UTF-8
> 3: perl = TRUE è implementato solo nei locale UTF-8
> 4: perl = TRUE è implementato solo nei locale UTF-8
> 5: perl = TRUE è implementato solo nei locale UTF-8
> 6: perl = TRUE è implementato solo nei locale UTF-8
> 7: perl = TRUE è implementato solo nei locale UTF-8
> 8: La stringa di caratteri verrà probabilmente
> troncata
> Esecuzione interrotta
>
>
>
> if i try the same code on a subregion of my data, it
> works very fine!
> but for a large region i've this error :-(
>
> obviously i think that is a memory problem, right ?
> (i'm working with a notebook PPC-1.33-512ram)
> my data are : 7 raster-map on a region of about 50X40
> km at a resolution of 20m.
> is there some wolkaround about the memory problems?
>
> an other question is:
> what is this :
> Warning messages:
> 1: perl = TRUE è implementato solo nei locale UTF-8
> 2: perl = TRUE è implementato solo nei locale UTF-8
> 3: perl = TRUE è implementato solo nei locale UTF-8
> 4: perl = TRUE è implementato solo nei locale UTF-8
> 5: perl = TRUE è implementato solo nei locale UTF-8
> 6: perl = TRUE è implementato solo nei locale UTF-8
> 7: perl = TRUE è implementato solo nei locale UTF-8
>
> is it about this line of the code :
>
> morph.clara <- clara(morph, k=5, stand=F)
> i have an F > false
>
>
> thanks for any suggestion about,
>
> Massimo
>
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--
Dylan Beaudette
Soils and Biogeochemistry Graduate Group
University of California at Davis
530.754.7341
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