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load-parallel-results.r: Great updates from David Rosenberg.
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## Copyright (C) 2014 Ole Tange, David Rosenberg, and Free Software
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## Foundation, Inc.
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##
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## This program is free software; you can redistribute it and/or modify
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## it under the terms of the GNU General Public License as published by
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## the Free Software Foundation; either version 3 of the License, or
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## (at your option) any later version.
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##
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## This program is distributed in the hope that it will be useful, but
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## WITHOUT ANY WARRANTY; without even the implied warranty of
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## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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## General Public License for more details.
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##
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## You should have received a copy of the GNU General Public License
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## along with this program; if not, see <http://www.gnu.org/licenses/>
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## or write to the Free Software Foundation, Inc., 51 Franklin St,
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## Fifth Floor, Boston, MA 02110-1301 USA
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##
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##
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## LIBRARY FOR READING GNU PARALLEL RESULTS
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##
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## Example:
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## parallel --results my/results/dir --header : 'printf "FOO={foo}\\tBAR={bar}\\n";paste <(seq {bar}) <(seq {bar} -1 1)' :::: <(echo foo; seq 100) <(echo bar; seq 10)
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##
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## dir="my/results/dir"
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## filenametable <- load_parallel_results_filenames(dir);
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## raw <- load_parallel_results_raw(filenametable)
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## newlines <- load_parallel_results_split_on_newline(filenametable)
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## rawdt <- raw_to_data.table(raw)
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## rawdf <- raw_to_data.frame(raw)
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load_parallel_results <- function(resdir) {
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load_parallel_results_filenames <- function(resdir) {
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## Find files called .../stdout
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stdoutnames <- list.files(path=resdir, pattern="stdout", recursive=T);
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## Read them
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stdoutcontents <-
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lapply(stdoutnames, function(x) { return(paste(readLines(paste(resdir,x,sep="/")),collapse="\n")) } );
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## Find files called .../stderr
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stderrnames <- list.files(path=resdir, pattern="stderr", recursive=T);
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## Read them
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stderrcontents <-
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lapply(stderrnames, function(x) { return(paste(readLines(paste(resdir,x,sep="/")),collapse="\n")) } );
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if(length(stdoutnames) == 0) {
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## Return empty data frame if no files found
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return(data.frame());
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}
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## Make the columns containing the variable values
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## The argument names are every other dir level
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## The argument values are every other dir level
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## e.g. my/results/dir/age/18/chromosome/20/stdout
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m <- matrix(unlist(strsplit(stdoutnames, "/")),nrow = length(stdoutnames),byrow=T);
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mm <- m[,c(F,T)];
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## Append the stdout and stderr column
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mmm <- cbind(mm,unlist(stdoutcontents),unlist(stderrcontents));
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colnames(mmm) <- c(strsplit(stdoutnames[1],"/")[[1]][c(T,F)],"stderr");
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## Example:
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## parallel --results my/res/dir --header : 'echo {};seq {myvar2}' ::: myvar1 1 2 ::: myvar2 A B
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## > load_parallel_results("my/res/dir")
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## myvar1 myvar2 stdout stderr
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## [1,] "1" "A" "1 A\n1" ""
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## [2,] "1" "B" "1 B\n1" ""
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## [3,] "2" "A" "2 A\n1\n2" ""
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## [4,] "2" "B" "2 B\n1\n2" ""
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return(mmm);
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filenametable <- as.table(m[,c(F,T)]);
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## Append the stdout and stderr filenames
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filenametable <- cbind(filenametable,
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paste(resdir,unlist(stdoutnames),sep="/"),
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paste(resdir,unlist(stderrnames),sep="/"));
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colnames(filenametable) <- c(strsplit(stdoutnames[1],"/")[[1]][c(T,F)],"stderr");
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return(filenametable);
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}
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load_parallel_results_raw <- function(filenametable) {
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## Read the files given in column stdout
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stdoutcontents <-
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lapply(filenametable[,c("stdout")],
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function(filename) {
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return(readChar(filename, file.info(filename)$size));
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} );
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## Read the files given in column stderr
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stderrcontents <-
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lapply(filenametable[,c("stderr")],
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function(filename) {
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return(readChar(filename, file.info(filename)$size));
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} );
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## Replace filenames with file contents
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filenametable[,c("stdout","stderr")] <-
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c(as.character(stdoutcontents),as.character(stderrcontents));
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return(filenametable);
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}
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load_parallel_results_split_on_newline <- function(filenametable,split="\n") {
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raw <- load_parallel_results_raw(filenametable);
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## Keep all columns except stdout and stderr
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varnames = setdiff(colnames(raw), c("stdout","stderr"))
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## Find the id of the non-stdout and non-stderr columns
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header_cols = which(colnames(raw) %in% varnames)
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## Split stdout on \n
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splits = strsplit(raw[,"stdout"], split)
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## Compute lengths of all the lines
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lens = sapply(splits, length)
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## The arguments should be repeated as many times as there are lines
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reps = rep(1:nrow(raw), lens)
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## Merge the repeating argument and the lines into a matrix
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m = cbind(raw[reps, header_cols], unlist(splits))
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return(m)
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}
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raw_to_data.table <- function(raw, ...) {
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require(data.table)
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## Keep all columns except stdout and stderr
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varnames = setdiff(colnames(raw), c("stdout","stderr"))
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## Remove rownames
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rownames(raw) = NULL
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## after data.table feature request the as.data.frame can be skipped
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## and will thus be much faster
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ddt = as.data.table(as.data.frame(raw,stringsAsFactors=FALSE))
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## ensure fread knows stdout is string and not filename by appending \n
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ddt[, stdout := paste0(stdout,"\n")]
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## drop files with empty stdout
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ddd = ddt[nchar(stdout)>1,fread(stdout, header=FALSE, ...), by=varnames]
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return(ddd)
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}
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raw_to_data.frame <- function(raw, ...) {
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require(plyr)
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## Convert to data.frame without factors
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raw = as.data.frame(raw, stringsAsFactors = FALSE)
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## Keep all columns except stdout and stderr
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varnames = setdiff(colnames(raw), c("stdout","stderr"))
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dd = ddply(raw, .variables=varnames, function(row) {
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## Ignore empty stdouts
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if (nchar(row[,"stdout"]) == 0) {
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return(NULL)
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}
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## Read stdout with read.table
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con <- textConnection(row[,"stdout"], open = "r")
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d = read.table(con, header=FALSE, ...)
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return(d)
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})
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return(dd)
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}
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