I have a matrix with 5 columns and 4 rows. I also have a vector with 3 columns. I want to subtract the values in the vector from columns 3,4 and 5 respectively at each row o
This can be done with the rray package in a very satisfying way (using its (numpy-like) broadcasting - operator %b-%):
#install.packages("rray")
library(rray)
b <- matrix(rep(1:20), nrow=4, ncol=5)
x <- c(5, 6, 7)
b[, 3:5] <- b[, 3:5] %b-% matrix(x, 1)
b
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1 5 4 7 10
#> [2,] 2 6 5 8 11
#> [3,] 3 7 6 9 12
#> [4,] 4 8 7 10 13
For large matrices this is even faster than sweep:
#install.packages("bench")
res <- bench::press(
size = c(10, 1000, 10000),
frac_selected = c(0.1, 0.5, 1),
{
B <- matrix(sample(size*size), nrow=size, ncol=size)
B2 <- B
x <- sample(size, size=ceiling(size*frac_selected))
idx <- sample(size, size=ceiling(size*frac_selected))
bench::mark(rray = {B2[, idx] <- B[, idx, drop = FALSE] %b-% matrix(x, nrow = 1); B2},
sweep = {B2[, idx] <- sweep(B[, idx, drop = FALSE], MARGIN = 2, x); B2}
)
}
)
plot(res)