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Type 'q()' to quit R. > library("matrixStats") > > ## Always allow testing of the 'center' argument (as long as it's not defunct) > options(matrixStats.center.onUse = "ignore") > options(matrixStats.vars.formula.freq = Inf) > > ## Create isFALSE() if running on an old version of R > if (!exists("isFALSE", mode="function")) { + isFALSE <- function(x) is.logical(x) && length(x) == 1L && !is.na(x) && !x + } > > rowVars_R <- function(x, na.rm = FALSE, center = NULL, ..., useNames = NA) { + suppressWarnings({ + res <- apply(x, MARGIN = 1L, FUN = var, na.rm = na.rm) + }) + stopifnot(!any(is.infinite(res))) + + # Keep naming support consistency same as rowVars() + if (is.null(center) || ncol(x) <= 1L) { + if (is.na(useNames) || isFALSE(useNames)) names(res) <- NULL + } + else if (isFALSE(useNames)) names(res) <- NULL + res + } > > colVars_R <- function(x, na.rm = FALSE, center = NULL, ..., useNames = NA) { + suppressWarnings({ + res <- apply(x, MARGIN = 2L, FUN = var, na.rm = na.rm) + }) + stopifnot(!any(is.infinite(res))) + + # Keep naming support consistency same as colVars() + if (is.null(center) || ncol(x) <= 1L) { + if (is.na(useNames) || isFALSE(useNames)) names(res) <- NULL + } + else if (isFALSE(useNames)) names(res) <- NULL + res + } > > > rowVars_center <- function(x, rows = NULL, cols = NULL, na.rm = FALSE, ..., useNames = NA) { + center <- rowWeightedMeans(x, cols = cols, na.rm = na.rm, useNames = FALSE) + res <- rowVars(x, rows = rows, cols = cols, center = center, na.rm = na.rm, useNames = useNames) + stopifnot(!any(is.infinite(res))) + res + } > > colVars_center <- function(x, rows = NULL, cols = NULL, na.rm = FALSE, ..., useNames = NA) { + center <- colWeightedMeans(x, rows = rows, na.rm = na.rm, useNames = FALSE) + res <- colVars(x, rows = rows, cols = cols, center = center, na.rm = na.rm, useNames = useNames) + stopifnot(!any(is.infinite(res))) + res + } > > rowVars_center_naive <- function(x, rows = NULL, cols = NULL, center = NULL, na.rm = FALSE, ..., useNames = NA) { + x <- sweep(x, MARGIN = 1, STATS = as.array(center), FUN = "-") + x[is.infinite(center), ] <- NaN + res <- rowVars(x, rows = rows, cols = cols, center = rep(0, times = nrow(x)), na.rm = na.rm, useNames = useNames) + stopifnot(!any(is.infinite(res))) + res + } > > colVars_center_naive <- function(x, rows = NULL, cols = NULL, center = NULL, na.rm = FALSE, ..., useNames = NA) { + x <- sweep(x, MARGIN = 2, STATS = as.array(center), FUN = "-") + x[, is.infinite(center)] <- NaN + res <- colVars(x, rows = rows, cols = cols, center = rep(0, times = ncol(x)), na.rm = na.rm, useNames = useNames) + stopifnot(!any(is.infinite(res))) + res + } > > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > # With and without some NAs or Infs > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > for (mode in c("integer", "double")) { + if (mode == "integer") { + specials <- c(0L, NA_integer_) + delta <- 0L + } else { + specials <- c(0, NA_real_, Inf) + delta <- 0.1 + } + + for (special in specials) { + cat("special = ", special, "\n", sep = "") + x <- matrix(1:50 + delta, nrow = 10L, ncol = 5L) + x[3:7, c(2, 4)] <- special + cat("mode: ", mode, "\n", sep = "") + str(x) + stopifnot(storage.mode(x) == mode) + + # To check names attribute + dimnames <- list(letters[1:10], LETTERS[1:5]) + + # Test with and without dimnames on x + for (setDimnames in c(TRUE, FALSE)) { + if (setDimnames) dimnames(x) <- dimnames + else dimnames(x) <- NULL + # Row/column variance + for (na.rm in c(FALSE, TRUE)) { + # Check names attribute + for (useNames in c(if (!matrixStats:::isUseNamesNADefunct()) NA, TRUE, FALSE)) { + cat("na.rm = ", na.rm, "\n", sep = "") + center <- rowMeans(x, na.rm = na.rm) + + r0 <- rowVars_R(x, na.rm = na.rm, useNames = useNames) + r1 <- rowVars(x, na.rm = na.rm, useNames = useNames) + r1b <- rowVars_center(x, na.rm = na.rm, useNames = useNames) + r1c <- rowVars(x, center = center, na.rm = na.rm, useNames = useNames) + + tx <- t(x) + r2 <- colVars(tx, na.rm = na.rm, useNames = useNames) + r2b <- colVars_center(tx, na.rm = na.rm, useNames = useNames) + r2c <- colVars(tx, center = center, na.rm = na.rm, useNames = useNames) + tx <- NULL + + stopifnot(all.equal(r1, r2)) + stopifnot(all.equal(r1, r0)) + stopifnot(all.equal(r1b, r1c)) + stopifnot(all.equal(r2, r0)) + stopifnot(all.equal(r2b, r2c)) + + center <- colMeans(x, na.rm = na.rm) + + r3 <- colVars(x, center = center, na.rm = na.rm, useNames = useNames) + r3b <- colVars_center_naive(x, center = center, na.rm = na.rm, useNames = useNames) + r3c <- rowVars(t(x), center = center, na.rm = na.rm, useNames = useNames) + r3d <- rowVars_center_naive(t(x), center = center, na.rm = na.rm, useNames = useNames) + stopifnot(all.equal(r3b, r3)) + stopifnot(all.equal(r3c, r3)) + stopifnot(all.equal(r3d, r3)) + + stopifnot( + !any(is.infinite(r0)), + !any(is.infinite(r1)), + !any(is.infinite(r2)), + !any(is.infinite(r3)), + !any(is.infinite(r1b)), + !any(is.infinite(r1c)), + !any(is.infinite(r2b)), + !any(is.infinite(r2c)), + !any(is.infinite(r3b)), + !any(is.infinite(r3c)), + !any(is.infinite(r3d)) + ) + } + } + } + } # for (special ...) + } special = 0 mode: integer int [1:10, 1:5] 1 2 3 4 5 6 7 8 9 10 ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE special = NA mode: integer int [1:10, 1:5] 1 2 3 4 5 6 7 8 9 10 ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE special = 0 mode: double num [1:10, 1:5] 1.1 2.1 3.1 4.1 5.1 6.1 7.1 8.1 9.1 10.1 ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE special = NA mode: double num [1:10, 1:5] 1.1 2.1 3.1 4.1 5.1 6.1 7.1 8.1 9.1 10.1 ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE special = Inf mode: double num [1:10, 1:5] 1.1 2.1 3.1 4.1 5.1 6.1 7.1 8.1 9.1 10.1 ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE > > > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > # All NAs > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > for (mode in c("integer", "double")) { + x <- matrix(NA_real_, nrow = 10L, ncol = 5L) + cat("mode: ", mode, "\n", sep = "") + storage.mode(x) <- mode + str(x) + + # Test with and without dimnames on x + for (setDimnames in c(TRUE, FALSE)) { + if (setDimnames) dimnames(x) <- dimnames + else dimnames(x) <- NULL + # Row/column variance + for (na.rm in c(FALSE, TRUE)) { + # Check names attribute + for (useNames in c(if (!matrixStats:::isUseNamesNADefunct()) NA, TRUE, FALSE)) { + cat("na.rm = ", na.rm, "\n", sep = "") + + r0 <- rowVars_R(x, na.rm = na.rm, useNames = useNames) + r1 <- rowVars(x, na.rm = na.rm, useNames = useNames) + r1b <- rowVars_center(x, na.rm = na.rm, useNames = useNames) + r2 <- colVars(t(x), na.rm = na.rm, useNames = useNames) + r2b <- colVars_center(t(x), na.rm = na.rm, useNames = useNames) + stopifnot(all.equal(r1, r2)) + stopifnot(all.equal(r1, r0)) + stopifnot(all.equal(r2, r0)) + stopifnot(all.equal(r1b, r2b)) + stopifnot( + !any(is.infinite(r0)), + !any(is.infinite(r1)), + !any(is.infinite(r2)), + !any(is.infinite(r1b)), + !any(is.infinite(r2b)) + ) + } + } + } + } mode: integer int [1:10, 1:5] NA NA NA NA NA NA NA NA NA NA ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE mode: double num [1:10, 1:5] NA NA NA NA NA NA NA NA NA NA ... na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE > > > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > # A 1x1 matrix > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > x <- matrix(0, nrow = 1L, ncol = 1L) > dimnames <- list("a", "A") > # Test with and without dimnames on x > for (setDimnames in c(TRUE, FALSE)) { + if (setDimnames) dimnames(x) <- dimnames + else dimnames(x) <- NULL + # Row/column variance + for (na.rm in c(FALSE, TRUE)) { + # Check names attribute + for (useNames in c(if (!matrixStats:::isUseNamesNADefunct()) NA, TRUE, FALSE)) { + cat("na.rm = ", na.rm, "\n", sep = "") + + r0 <- rowVars_R(x, na.rm = na.rm, useNames = useNames) + r1 <- rowVars(x, na.rm = na.rm, useNames = useNames) + r1b <- rowVars_center(x, na.rm = na.rm, useNames = useNames) + r2 <- colVars(t(x), na.rm = na.rm, useNames = useNames) + r2b <- colVars_center(t(x), na.rm = na.rm, useNames = useNames) + stopifnot(all.equal(r1, r2)) + stopifnot(all.equal(r1, r0)) + stopifnot(all.equal(r2, r0)) + stopifnot(all.equal(r1b, r2b)) + stopifnot( + !any(is.infinite(r0)), + !any(is.infinite(r1)), + !any(is.infinite(r2)), + !any(is.infinite(r1b)), + !any(is.infinite(r2b)) + ) + } + } + } na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE na.rm = FALSE na.rm = FALSE na.rm = TRUE na.rm = TRUE > > > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > # center and .dim > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > m <- matrix(1:12, nrow = 3L, ncol = 4L) > a <- array(m, dim = c(3, 2, 2)) > stopifnot(prod(dim(a)) == prod(dim(m))) > > y0 <- rowVars(m, dim. = dim(m)) > print(y0) [1] 15 15 15 > y1 <- rowVars(a, dim. = dim(m)) > print(y1) [1] 15 15 15 > stopifnot(identical(y1, y0)) > stopifnot( + !any(is.infinite(y0)), + !any(is.infinite(y1)) + ) > > mu <- rowMeans(m) > y0 <- rowVars(m, center = mu, dim. = dim(m)) > print(y0) [1] 15 15 15 > y1 <- rowVars(a, center = mu, dim. = dim(m)) > print(y1) [1] 15 15 15 > stopifnot(identical(y1, y0)) > stopifnot( + !any(is.infinite(y0)), + !any(is.infinite(y1)) + ) > > > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > # Corner cases > # https://github.com/HenrikBengtsson/matrixStats/issues/195 > # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - > x <- matrix(c(1,2,3,4), nrow = 2L, ncol = 2L) > x[1,1] <- NA_real_ > x[1,2] <- Inf > > center <- colMeans2(x, na.rm = TRUE) > y <- colVars(x, center = center, na.rm = TRUE) > stopifnot(!any(is.infinite(y))) > > x <- t(x) > center <- rowMeans2(x, na.rm = TRUE) > y <- rowVars(x, center = center, na.rm = TRUE) > stopifnot(!any(is.infinite(y))) > > proc.time() user system elapsed 0.46 0.04 0.51