Created
June 29, 2017 16:43
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a "factorial apply" function
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#' apply a function to a factorial combination of elements of lists | |
#' returns (if \code{FLATTEN=TRUE}) a flat list (with length equal to the product of the | |
#' lengths of the input lists) of results, along with a \code{grid} attribute containing | |
#' a data frame giving the values used for each element in the list | |
#' @param FUN function to apply | |
#' @param ... list of vectors to apply to | |
#' @param FLATTEN | |
#' @param MoreArgs additional arguments to pass to \code{FUN} | |
#' @param GlobalVars list of names of variables in global environment needed for parallel runs | |
#' @param .progress progress bar? | |
#' @param checkpoint ?stub | |
#' @param verbose | |
#' @param sanitize.call clean up call element of computed objects? | |
#' @examples | |
#' L1 <- list(data.frame(x=1:10,y=1:10), | |
#' data.frame(x=runif(10),y=runif(10)), | |
#' data.frame(x=rnorm(10),y=rnorm(10))) | |
#' L2 <- list(y~1,y~x,y~poly(x,2)) | |
#' z <- xapply(lm,L2,L1) | |
#' z <- xapply(lm,L2,L1,verbose=TRUE) | |
#' z <- xapply(lm,L2,L1,parallel=TRUE) | |
#' sapply(z,coef) | |
#' if (require(tcltk)) { | |
#' z <- xapply(lm,L2,L1,.progress="tk") | |
#' } | |
## FIXME/TODO: | |
## - wrap in try()? warn on inherits("error")? | |
## - Summarize() method? | |
## - progress printing doesn't work right in parallel eval | |
xapply <- function(FUN,..., | |
FLATTEN=TRUE, | |
MoreArgs=NULL, | |
GlobalVars=NULL, | |
Packages=NULL, | |
parallel=FALSE, | |
ncores=2, | |
.progress="none", | |
verbose=FALSE, | |
checkpoint=FALSE, | |
sanitize.call=FALSE) { | |
if (parallel) { | |
require(parallel) | |
## print/cat to stdout on Linux ... doesn't work on Windows? | |
## https://stackoverflow.com/questions/16717461/how-can-i-print-or-cat-when-using-parallel | |
cl <- makeCluster(getOption("cl.cores", ncores),outfile="") | |
on.exit(stopCluster(cl)) | |
} | |
L <- list(...) | |
if (isTRUE(checkpoint) || is.character(checkpoint)) | |
stop("checkpointing is a stub") | |
namefun <- function(x,maxchar=20) { | |
if (!is.null(names(x))) return(names(x)) | |
if (is.atomic(x) && !any(duplicated(n <- as.character(x)))) return(n) | |
nn <- sapply(x,deparse) | |
if (all(nchar(nn)<maxchar)) return(nn) | |
return(paste0("V",seq_along(x))) | |
} | |
namelist <- lapply(L,namefun) | |
grid <- do.call(expand.grid,c(namelist,list(stringsAsFactors=FALSE))) | |
grid <- data.frame(ind=1:nrow(grid),grid,stringsAsFactors=FALSE) | |
inds <- do.call(expand.grid,lapply(L,seq_along)) ## Marek's suggestion | |
maxind <- nrow(inds) | |
pbStyle <- 1 | |
do.progress <- (.progress!="none") | |
if (do.progress || verbose) { ## wrap/decorate primary function | |
if (do.progress) { | |
## minor hack to allow plyr-like progress bars | |
if (.progress=="text") { | |
.progress <- "txt" | |
pbStyle <- 3 | |
} | |
pbfun <- get(paste(.progress,"ProgressBar",sep="")) | |
setpbfun <- get(paste("set",.simpleCap(.progress),"ProgressBar",sep="")) | |
pbArgs <- list() | |
if (.progress=="txt") pbArgs$style <- pbStyle | |
pb <- do.call(pbfun,pbArgs) | |
on.exit(close(pb)) | |
} | |
FUN0 <- FUN | |
## don't have an explicit loop, so need to increment counter in environment | |
i <- 1 | |
FUN <- function(...) { | |
if (do.progress) setpbfun(pb,value=i/maxind) | |
if (verbose) cat(paste(grid[i,],collapse=","),"\n") | |
ret <- FUN0(...) | |
i <<- i+1 | |
return(ret) | |
} | |
} | |
## FIXME: apply names(L) to argsList ? | |
if (!FLATTEN) stop("only FLATTEN=TRUE is implemented so far") | |
## construct list of arg lists (+ additional arguments) | |
argsList <- lapply(1:nrow(inds), function(i) c(Map(function(x,j) x[[j]],L,as.list(inds[i,])), | |
MoreArgs)) | |
if (parallel) { | |
clusterExport(cl,varlist=c("FUN0","FUN","fit_verbose"),env=environment(FUN)) | |
if (!is.null(Packages)) { | |
for (pkg in Packages) { | |
clusterCall(cl,library,pkg,character.only=TRUE) | |
} | |
} | |
if (!is.null(GlobalVars)) clusterExport(cl,varlist=GlobalVars) | |
retlist <- parLapply(cl=cl, X=argsList, fun=function(x) do.call(FUN,x)) | |
} else { | |
retlist <- lapply(argsList, do.call, what=FUN) | |
} | |
attr(retlist,"grid") <- grid | |
return(retlist) | |
} |
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