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library(microbenchmark) | |
charBinaryMat <- function(listOfValues, fill = NA) { | |
lev <- sort(unique(unlist(listOfValues, use.names = FALSE))) | |
m <- matrix(fill, nrow = length(listOfValues), ncol = length(lev)) | |
colnames(m) <- lev | |
for (i in 1:nrow(m)) { | |
m[i, listOfValues[[i]]] <- 1 | |
} | |
m | |
} | |
reverseIn <- function(vector, value) { | |
return(value %in% vector) | |
} | |
buildCategoryMatrix <- function(valueVector) { | |
allClasses <- c() | |
for(classVec in unique(valueVector)) { | |
allClasses <- unique(c(allClasses, | |
strsplit(classVec, " ", fixed=TRUE)[[1]])) | |
} | |
resMatrix <- matrix(ncol=0, nrow=length(valueVector)) | |
splitValues <- strsplit(valueVector, " ", fixed=TRUE) | |
for(cat in allClasses) { | |
if(cat=="") { | |
catIsPart <- (valueVector == "") | |
} else { | |
catIsPart <- sapply(splitValues, reverseIn, cat) | |
} | |
resMatrix <- cbind(resMatrix, catIsPart) | |
} | |
colnames(resMatrix) <- allClasses | |
return(resMatrix) | |
} | |
CBM <- function(str) { | |
charBinaryMat(strsplit(str, " ", fixed=TRUE), fill = 0) | |
} | |
BCM <- function(str) { | |
buildCategoryMatrix(str)*1L | |
} | |
Sapply <- function(str) { | |
y <- unique( unlist( strsplit( str , " " ) ) ) | |
out <- t(sapply(str, function(x) y %in% unlist(strsplit(x , " " )), | |
USE.NAMES = FALSE )) * 1L | |
colnames(out) <- y | |
out | |
} | |
had <- function(x) { | |
lines <- strsplit(x, " ", fixed = TRUE) | |
all <- sort(unique(unlist(lines))) | |
t(vapply(lines, "%in%", x = all, numeric(length(all)))) | |
} | |
set.seed(1) | |
A = sample(10, 1000, replace = TRUE) | |
str <- sapply(seq_along(A), function(x) | |
paste(sample(LETTERS[1:10], A[x]), collapse = " ")) | |
head(str) | |
microbenchmark(CBM(str), BCM(str), Sapply(str), had(str), times=20) | |
# Unit: milliseconds | |
# expr min lq median uq max neval | |
# CBM(str) 2.780421 2.901480 2.957426 3.091195 9.443014 20 | |
# BCM(str) 42.221266 44.834562 45.091333 46.691666 49.844484 20 | |
# Sapply(str) 18.727119 19.106317 19.271673 20.679960 31.284702 20 | |
# had(str) 3.139086 3.300337 3.404033 3.452204 5.381122 20 | |
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