-
-
Save tajmorton/8412808 to your computer and use it in GitHub Desktop.
Fix a type and change `MAT` to `x` to refer to input matrix.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
bigcorPar <- function(x, nblocks = 10, verbose = TRUE, ncore="all", ...){ | |
library(ff, quietly = TRUE) | |
require(doMC) | |
if(ncore=="all"){ | |
ncore = multicore:::detectCores() | |
registerDoMC(cores = ncore) | |
} else{ | |
registerDoMC(cores = ncore) | |
} | |
NCOL <- ncol(x) | |
## test if ncol(x) %% nblocks gives remainder 0 | |
if (NCOL %% nblocks != 0){stop("Choose different 'nblocks' so that ncol(x) %% nblocks = 0!")} | |
## preallocate square matrix of dimension | |
## ncol(x) in 'ff' single format | |
corMAT <- ff(vmode = "single", dim = c(NCOL, NCOL)) | |
## split column numbers into 'nblocks' groups | |
SPLIT <- split(1:NCOL, rep(1:nblocks, each = NCOL/nblocks)) | |
## create all unique combinations of blocks | |
COMBS <- expand.grid(1:length(SPLIT), 1:length(SPLIT)) | |
COMBS <- t(apply(COMBS, 1, sort)) | |
COMBS <- unique(COMBS) | |
## iterate through each block combination, calculate correlation matrix | |
## between blocks and store them in the preallocated matrix on both | |
## symmetric sides of the diagonal | |
results <- foreach(i = 1:nrow(COMBS)) %dopar% { | |
COMB <- COMBS[i, ] | |
G1 <- SPLIT[[COMB[1]]] | |
G2 <- SPLIT[[COMB[2]]] | |
if (verbose) cat("Block", COMB[1], "with Block", COMB[2], "\n") | |
flush.console() | |
COR <- cor(x[, G1], x[, G2], ...) | |
corMAT[G1, G2] <- COR | |
corMAT[G2, G1] <- t(COR) | |
COR <- NULL | |
} | |
gc() | |
return(corMAT) | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment