[R] Improvement in Process time

PIKAL Petr petr.pikal at precheza.cz
Tue Feb 2 13:29:49 CET 2016


Hi

Basically you can define your data frame before the cycle begins (specify total size, populate rows and columns with NA) and only populate it with your results during a cycle.

Or you can use a list for storing results and use do.call to transform it to data frame.

something like this

lll<- vector("list", 10)
for(i in 1:10) lll[[i]] <- rnorm(12)
do.call(cbind, lll)


I wonder if you get better answer without toy example, because there can be other reasons for slow computation.

Cheers
Petr


> -----Original Message-----
> From: R-help [mailto:r-help-bounces at r-project.org] On Behalf Of Amelia
> Marsh via R-help
> Sent: Tuesday, February 02, 2016 1:03 PM
> To: R Help R
> Subject: [R] Improvement in Process time
>
> Dear R forum,
>
> I am running a Particular process 1000 times for different rates. Each
> time the result of the process is getting stored (appended) in a
> data.frame. However, the process is taking unsual time at times more
> than 2 hours. When I had tried to find out the reason for such a long
> process time, I have realized that writing a data.frame is consuming
> lot of time.
>
> Here is an extract of my code
>
> # ---------------------------------------------------------------
>
> tx_discounted <- read.csv('transaction_discounted.csv', na.strings='')
> tx_discounted$id <- as.character(tx_discounted$id)
>
> n             <- max(unique(simulated_exchange$id))
>
> result         <- NULL
> current  <- 1
> rcount   <- 0
> current1 <- 1
> rcount1  <- 0
> current2 <- 1
> rcount2  <- 0
> for (env in 0:n) {
>
> if (rcount == 0) rcount <- nrow(subset(simulated_interest, id==env))
> temp           <- current+rcount-1
> env_rates  <- simulated_interest[current:temp,] env_rates  <-
> env_rates[order(env_rates$curve, env_rates$day_count), ]
> if (rcount1 == 0)     rcount1 <- nrow(subset(simulated_exchange, id==env))
> temp           <- current1+rcount1-1
> exch_rates <- simulated_exchange[current1:temp,]
> if (rcount2 == 0)     rcount2 <- nrow(subset(simulated_instruments,
> id==env))
> temp           <- current2+rcount2-1
> instr_rates<- simulated_instruments[current2:temp,]
> current        <- current+rcount
> current1       <- current1+rcount1
> current2       <- current2+rcount2
>
> curve       <- daply(env_rates, 'curve', function(x) {
> return(approxfun(x$day_count, x$rate, rule = 2))
> })
>
> # ____________________________________________________
>
> ## Actual time consumtion begins from following part
>
> # ____________________________________________________
>
> result <- rbind(result, ddply(tx_discounted, 'id', function(x) {
>
> if(!is.na(x$curve) && x$curve != '') {
> intrate <- curve[[x$curve]](x$maturity_period)
> } else {
> intrate <- subset(instr_rates,
> instrument==as.character(x$instrument))$value
> }
>
> cross_rate <- subset(exch_rates, key==paste(x$currency,
> x$currency_base, sep='_'))$rate
> mtm_bc     <- cross_rate *
> (x$amount/(1+((intrate/100)*(x$maturity_period/x$intbasis))))
>
> return(data.frame(env=env, id=x$id, instrument=x$instrument,
> currency=x$currency, intrate = intrate, maturity_period =
> x$maturity_period,  intbasis = x$intbasis, cross_rate = cross_rate,
> amount=x$amount, mtm_bc=mtm_bc))
> }))
> }
>
>
> # ---------------------------------------------------------------------
> ------
>
> Unfortuantely I can't share the input files. Is there any way I can
> improve the process time.
>
> Regards and thanking in advance
>
> Amelia
>
> ______________________________________________
> R-help at r-project.org mailing list -- To UNSUBSCRIBE and more, see
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> PLEASE do read the posting guide http://www.R-project.org/posting-
> guide.html
> and provide commented, minimal, self-contained, reproducible code.

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