From 8c04727aee7213573a3f72421cc4af8b6b0aecce Mon Sep 17 00:00:00 2001 From: asardaes Date: Sun, 30 Jun 2024 19:40:17 +0200 Subject: [PATCH 01/14] Support distmat as lower triangular for distances with proxy loops --- DESCRIPTION | 1 + NAMESPACE | 2 + R/CLUSTERING-ddist2.R | 24 +++-- R/CLUSTERING-tsclust.R | 47 ++++++--- R/S4-DistmatLowerTriangular.R | 129 +++++++++++++++++++++++ R/S4-tsclustFamily.R | 12 ++- man/DistmatLowerTriangular-class.Rd | 24 +++++ man/DistmatLowerTriangular-generics.Rd | 29 +++++ tests/testthat/integration/custom-dist.R | 2 + tests/testthat/rds/pc_ndtw.rds | Bin 94999 -> 592229 bytes tests/testthat/rds/pc_ndtw_sym.rds | Bin 94999 -> 592229 bytes 11 files changed, 246 insertions(+), 24 deletions(-) create mode 100644 R/S4-DistmatLowerTriangular.R create mode 100644 man/DistmatLowerTriangular-class.Rd create mode 100644 man/DistmatLowerTriangular-generics.Rd diff --git a/DESCRIPTION b/DESCRIPTION index b83eaeae..a7f58d5d 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -84,6 +84,7 @@ Collate: 'DISTANCES-sdtw.R' 'GENERICS-cvi.R' 'S4-Distmat.R' + 'S4-DistmatLowerTriangular.R' 'S4-PairTracker.R' 'S4-SparseDistmat.R' 'S4-tsclustFamily.R' diff --git a/NAMESPACE b/NAMESPACE index 22569d42..2ddc3d81 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -6,6 +6,7 @@ S3method(as.data.frame,pairdist) S3method(as.matrix,crossdist) S3method(as.matrix,pairdist) S3method(base::dim,Distmat) +S3method(base::dim,DistmatLowerTriangular) S3method(base::dim,SparseDistmat) S3method(cl_class_ids,TSClusters) S3method(cl_membership,TSClusters) @@ -105,6 +106,7 @@ importFrom(ggplot2,theme_bw) importFrom(ggrepel,geom_label_repel) importFrom(graphics,plot) importFrom(methods,S3Part) +importFrom(methods,as) importFrom(methods,callNextMethod) importFrom(methods,initialize) importFrom(methods,is) diff --git a/R/CLUSTERING-ddist2.R b/R/CLUSTERING-ddist2.R index 73c904c9..7beddeaf 100644 --- a/R/CLUSTERING-ddist2.R +++ b/R/CLUSTERING-ddist2.R @@ -143,7 +143,7 @@ parallel_symmetric <- function(d_desc, ids, x, distance, dots) { #' @importFrom proxy dist #' @importFrom proxy pr_DB #' -ddist2 <- function(distance, control) { +ddist2 <- function(distance, control, lower_triangular_only = FALSE) { # I need to re-register any custom distances in each parallel worker dist_entry <- proxy::pr_DB$get_entry(distance) symmetric <- isTRUE(control$symmetric) @@ -175,20 +175,23 @@ ddist2 <- function(distance, control) { return(ret(use_distmat(control$distmat, x, centroids))) } - dots <- get_dots(dist_entry, x, centroids, ...) + dots <- get_dots(dist_entry, x, centroids, ..., lower_triangular_only = lower_triangular_only) if (!dist_entry$loop) { # CUSTOM LOOP, LET THEM HANDLE OPTIMIZATIONS - dm <- base::as.matrix(quoted_call( + dm <- quoted_call( proxy::dist, x = x, y = centroids, method = distance, dots = dots - )) + ) if (isTRUE(dots$pairwise)) { dim(dm) <- NULL return(ret(dm, class = "pairdist")) } + else if (lower_triangular_only && inherits(dm, "dist")) { + return(ret(dm, class = "dist", Size = length(x))) + } else { - return(ret(dm, class = "crossdist")) + return(ret(base::as.matrix(dm), class = "crossdist")) } } @@ -237,11 +240,16 @@ ddist2 <- function(distance, control) { } else if (!multiple_workers) { # WHOLE SYMMETRIC DISTMAT WITHOUT CUSTOM LOOP OR USING SEQUENTIAL proxy LOOP - dm <- base::as.matrix(quoted_call( + dm <- quoted_call( proxy::dist, x = x, y = NULL, method = distance, dots = dots - )) + ) - return(ret(dm, class = "crossdist")) + if (lower_triangular_only && inherits(dm, "dist")) { + return(ret(dm, class = "dist", Size = length(x))) + } + else { + return(ret(base::as.matrix(dm), class = "crossdist")) + } } } diff --git a/R/CLUSTERING-tsclust.R b/R/CLUSTERING-tsclust.R index c5ad1d89..40b30679 100644 --- a/R/CLUSTERING-tsclust.R +++ b/R/CLUSTERING-tsclust.R @@ -3,16 +3,31 @@ # ================================================================================================== # Get an appropriate distance matrix object for internal use with PAM/FCMdd centroids +#' @importFrom methods as pam_distmat <- function(series, control, distance, cent_char, family, args, trace) { distmat <- control$distmat distmat_provided <- FALSE if (!is.null(distmat)) { - if (nrow(distmat) != length(series) || ncol(distmat) != length(series)) - stop("Dimensions of provided cross-distance matrix don't correspond ", - "to length of provided data") - # see S4-Distmat.R - if (!inherits(distmat, "Distmat")) distmat <- Distmat$new(distmat = distmat) + if (inherits(distmat, "dist")) { + n <- attr(distmat, "Size") + if (n != length(series)) + stop("Dimensions of provided cross-distance matrix don't correspond ", + "to length of provided data") + + # see S4-Distmat.R + if (!inherits(distmat, "Distmat")) + distmat <- DistmatLowerTriangular$new(distmat = distmat) + } + else { + if (nrow(distmat) != length(series) || ncol(distmat) != length(series)) + stop("Dimensions of provided cross-distance matrix don't correspond ", + "to length of provided data") + + # see S4-Distmat.R + if (!inherits(distmat, "Distmat")) distmat <- Distmat$new(distmat = distmat) + } + distmat_provided <- TRUE if (trace) cat("\n\tDistance matrix provided...\n\n") # nocov } @@ -20,13 +35,21 @@ pam_distmat <- function(series, control, distance, cent_char, family, args, trac if (distance == "dtw_lb") warning("Using dtw_lb with control$pam.precompute = TRUE is not advised.") # nocov if (trace) cat("\n\tPrecomputing distance matrix...\n\n") - # see S4-Distmat.R - distmat <- Distmat$new(distmat = quoted_call( - family@dist, - x = series, - centroids = NULL, - dots = args$dist - )) + + if (control$symmetric) { + distfun <- ddist2(distance, control, lower_triangular_only = TRUE) + distmat <- methods::as(quoted_call(distfun, x = series, centroids = NULL, dots = args$dist), + "Distmat") + } + else { + # see S4-Distmat.R + distmat <- Distmat$new(distmat = quoted_call( + family@dist, + x = series, + centroids = NULL, + dots = args$dist + )) + } } else { if (isTRUE(control$pam.sparse) && distance != "dtw_lb") { diff --git a/R/S4-DistmatLowerTriangular.R b/R/S4-DistmatLowerTriangular.R new file mode 100644 index 00000000..1f81f043 --- /dev/null +++ b/R/S4-DistmatLowerTriangular.R @@ -0,0 +1,129 @@ +lower_triangular_index <- function(i, j, n, diagonal) { + stopifnot(i > 0L, i <= n, j > 0L, j <= i) + + i <- i - 1L + j <- j - 1L + + adjustment <- if (diagonal) { + 0L + } + else { + Reduce(x = 0L:j, init = 0L, f = function(a, b) { a + b + 1L }) + } + + i + j * n - adjustment + 1L +} + +#' Distance matrix's lower triangular +#' +#' Reference class that is used internally for PAM centroids when `pam.precompute = TRUE` and +#' `pam.sparse = FALSE`. It contains [Distmat-class]. +#' +#' @include S4-Distmat.R +#' @importFrom methods setRefClass +#' +#' @field distmat The lower triangular. +#' +#' @keywords internal +#' +DistmatLowerTriangular <- methods::setRefClass( + "DistmatLowerTriangular", + contains = "Distmat", + fields = list( + distmat = "ANY" + ), + methods = list( + initialize = function(..., distmat) { + "Initialization based on needed parameters" + + if (missing(distmat)) { + stop("distmat must be provided for this class.") + } + else if (!inherits(distmat, "dist")) { + stop("distmat must be a 'dist' object.") + } + + callSuper(..., distmat = distmat) + # return + invisible(NULL) + } + ) +) + +#' Generics for `DistmatLowerTriangular` +#' +#' Generics with methods for [DistmatLowerTriangular-class]. +#' +#' @name DistmatLowerTriangular-generics +#' @rdname DistmatLowerTriangular-generics +#' @keywords internal +#' @importFrom methods setMethod +#' +NULL + +#' @rdname DistmatLowerTriangular-generics +#' @aliases show,DistmatLowerTriangular +#' @importFrom methods show +#' +#' @param object A [DistmatLowerTriangular-class] object. +#' +setMethod("show", "DistmatLowerTriangular", function(object) { methods::show(object$distmat) }) # nocov + +#' @rdname DistmatLowerTriangular-generics +#' @aliases [,DistmatLowerTriangular,ANY,ANY,ANY +#' +#' @param x A [DistmatLowerTriangular-class] object. +#' @param i Row indices. +#' @param j Column indices. +#' @param ... Ignored. +#' +setMethod(`[`, "DistmatLowerTriangular", function(x, i, j, ...) { + if (missing(j)) { + stopifnot(inherits(i, "matrix"), ncol(i) == 2L) + j <- i[, 2L] + i <- i[, 1L] + drop <- TRUE + } + else { + out_dim <- c(length(i), length(j)) + out_dimnames <- list(i, j) + combinations <- expand.grid(i = i, j = j) + i <- combinations$i + j <- combinations$j + drop <- FALSE + + } + + n <- attr(x$distmat, "Size") + diagonal <- isTRUE(attr(x$distmat, "Diag")) + entries <- mapply(i, j, FUN = function(i, j) { + if (!diagonal && i == j) { + 0 + } + else if (j > i) { + x$distmat[lower_triangular_index(j, i, n, diagonal)] + } + else { + x$distmat[lower_triangular_index(i, j, n, diagonal)] + } + }) + + if (drop) { + entries + } + else { + dim(entries) <- out_dim + dimnames(entries) <- out_dimnames + entries + } +}) + +#' @exportS3Method base::dim +dim.DistmatLowerTriangular <- function(x) { rep(attr(x$distmat, "Size"), 2L) } # nocov + +methods::setOldClass("dist") +methods::setOldClass("crossdist") + +setAs("matrix", "Distmat", function(from) { Distmat$new(distmat = from) }) +setAs("crossdist", "Distmat", function(from) { Distmat$new(distmat = from) }) +setAs("dist", "Distmat", function(from) { DistmatLowerTriangular$new(distmat = from) }) diff --git a/R/S4-tsclustFamily.R b/R/S4-tsclustFamily.R index d4c0bf5b..6e81f869 100644 --- a/R/S4-tsclustFamily.R +++ b/R/S4-tsclustFamily.R @@ -143,10 +143,14 @@ setMethod("initialize", "tsclustFamily", if (!missing(allcent)) { if (is.character(allcent)) { if (allcent %in% c("pam", "fcmdd")) { - if (!is.null(control$distmat) && !inherits(control$distmat, "Distmat")) - control$distmat <- Distmat$new( # see S4-Distmat.R - distmat = base::as.matrix(control$distmat) - ) + if (!is.null(control$distmat) && !inherits(control$distmat, "Distmat")) { + control$distmat <- if (inherits(control$distmat, "dist")) { + DistmatLowerTriangular$new(distmat = control$distmat) + } + else { + Distmat$new(distmat = control$distmat) + } + } } allcent <- all_cent2(allcent, control) } diff --git a/man/DistmatLowerTriangular-class.Rd b/man/DistmatLowerTriangular-class.Rd new file mode 100644 index 00000000..3a97c4de --- /dev/null +++ b/man/DistmatLowerTriangular-class.Rd @@ -0,0 +1,24 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/S4-DistmatLowerTriangular.R +\docType{class} +\name{DistmatLowerTriangular-class} +\alias{DistmatLowerTriangular-class} +\alias{DistmatLowerTriangular} +\title{Distance matrix's lower triangular} +\description{ +Reference class that is used internally for PAM centroids when \code{pam.precompute = TRUE} and +\code{pam.sparse = FALSE}. It contains \linkS4class{Distmat}. +} +\section{Fields}{ + +\describe{ +\item{\code{distmat}}{The lower triangular.} +}} + +\section{Methods}{ + +\describe{ +\item{\code{initialize(..., distmat, series, distance, control, error.check = TRUE)}}{Initialization based on needed parameters} +}} + +\keyword{internal} diff --git a/man/DistmatLowerTriangular-generics.Rd b/man/DistmatLowerTriangular-generics.Rd new file mode 100644 index 00000000..2aba74c3 --- /dev/null +++ b/man/DistmatLowerTriangular-generics.Rd @@ -0,0 +1,29 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/S4-DistmatLowerTriangular.R +\name{DistmatLowerTriangular-generics} +\alias{DistmatLowerTriangular-generics} +\alias{show,DistmatLowerTriangular-method} +\alias{show,DistmatLowerTriangular} +\alias{[,DistmatLowerTriangular,ANY,ANY,ANY-method} +\alias{[,DistmatLowerTriangular,ANY,ANY,ANY} +\title{Generics for \code{DistmatLowerTriangular}} +\usage{ +\S4method{show}{DistmatLowerTriangular}(object) + +\S4method{[}{DistmatLowerTriangular,ANY,ANY,ANY}(x, i, j, ..., drop = TRUE) +} +\arguments{ +\item{object}{A \linkS4class{DistmatLowerTriangular} object.} + +\item{x}{A \linkS4class{DistmatLowerTriangular} object.} + +\item{i}{Row indices.} + +\item{j}{Column indices.} + +\item{...}{Ignored.} +} +\description{ +Generics with methods for \linkS4class{DistmatLowerTriangular}. +} +\keyword{internal} diff --git a/tests/testthat/integration/custom-dist.R b/tests/testthat/integration/custom-dist.R index d10bae9a..f5e4f349 100644 --- a/tests/testthat/integration/custom-dist.R +++ b/tests/testthat/integration/custom-dist.R @@ -44,6 +44,8 @@ test_that("Calling tsclust after registering a custom distance works as expected ## just for expect below pc_ndtw@control$symmetric <- TRUE pc_ndtw@call <- pc_ndtw_sym@call <- as.call(list("foo", bar = 1)) + pc_ndtw@control$distmat <- pc_ndtw@distmat <- as.matrix(pc_ndtw@distmat) + 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z4VHXwX*FrWN?+#7`E#gxj>b3aKcfY0uWP=p%pi3tZgZ^u1|$@zJxn_N-)|JTb@_e= z7*cE=F`dGd@YM-FO3(W$^ppGKmcv>vEftB+dnx2UCvd2-IYQzU9A`{jjW6vd2qbG% zhTIBM*xo`lc$*BTh(=s?OI%;2^j)Xy-}~Jb!f;?Qu-5z1J)D-Cj=dwEZ}gg*W@9&# z^DIO%frT$~;cl@g#(rKwLh*XHz2orPDF=~AQmT=8VM0~y)4DhQaUq}!EFWmBbdB)s J^K_T#{tv%qR_*`* From 5ad50ea2d13278c98a54e03f128839aa7729390b Mon Sep 17 00:00:00 2001 From: asardaes Date: Mon, 1 Jul 2024 00:16:21 +0200 Subject: [PATCH 02/14] Support distmat as lower triangular for included distances --- CHANGELOG.md | 1 + NAMESPACE | 2 + R/CLUSTERING-tsclust.R | 2 +- R/DISTANCES-dtw-basic.R | 11 +- R/DISTANCES-gak.R | 26 +++- R/DISTANCES-lb-improved.R | 3 +- R/DISTANCES-lb-keogh.R | 3 +- R/DISTANCES-sbd.R | 13 +- R/DISTANCES-sdtw.R | 15 ++- R/S4-DistmatLowerTriangular.R | 14 +++ R/UTILS-expressions.R | 14 ++- R/UTILS-utils.R | 20 +-- R/pkg.R | 5 + inst/NEWS.Rd | 1 + src/distmat/distmat-loop.cpp | 12 +- src/distmat/fillers.cpp | 162 ++++++++++++++++++++++++- src/distmat/fillers.h | 34 +++++- tests/testthat/rds/comp_all.rds | Bin 419096 -> 22741 bytes tests/testthat/rds/pc_dtwb.rds | Bin 96787 -> 594020 bytes tests/testthat/rds/pc_dtwb_distmat.rds | Bin 96820 -> 593919 bytes tests/testthat/rds/pc_mv_pam.rds | Bin 101308 -> 26126 bytes 21 files changed, 302 insertions(+), 36 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 3025aa3f..bdb47ece 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -3,6 +3,7 @@ ## Version 5.6.0 * Update Makevars for ARM version of Windows. * Sanitize internal usage of `do.call` to avoid huge backtraces. +* Support lower triangular `distmat` objects for symmetric distances. ## Version 5.5.12 * Remove explicit C++ requirements. diff --git a/NAMESPACE b/NAMESPACE index 2ddc3d81..4487a6ba 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -5,6 +5,7 @@ S3method(as.data.frame,crossdist) S3method(as.data.frame,pairdist) S3method(as.matrix,crossdist) S3method(as.matrix,pairdist) +S3method(base::as.matrix,distdiag) S3method(base::dim,Distmat) S3method(base::dim,DistmatLowerTriangular) S3method(base::dim,SparseDistmat) @@ -128,6 +129,7 @@ importFrom(rlang,"!!!") importFrom(rlang,.data) importFrom(rlang,as_environment) importFrom(rlang,as_string) +importFrom(rlang,caller_env) importFrom(rlang,enexpr) importFrom(rlang,enexprs) importFrom(rlang,env_bind) diff --git a/R/CLUSTERING-tsclust.R b/R/CLUSTERING-tsclust.R index 40b30679..18f32cac 100644 --- a/R/CLUSTERING-tsclust.R +++ b/R/CLUSTERING-tsclust.R @@ -37,7 +37,7 @@ pam_distmat <- function(series, control, distance, cent_char, family, args, trac if (trace) cat("\n\tPrecomputing distance matrix...\n\n") if (control$symmetric) { - distfun <- ddist2(distance, control, lower_triangular_only = TRUE) + distfun <- ddist2(distance, control, lower_triangular_only = cent_char != "fcmdd") distmat <- methods::as(quoted_call(distfun, x = series, centroids = NULL, dots = args$dist), "Distmat") } diff --git a/R/DISTANCES-dtw-basic.R b/R/DISTANCES-dtw-basic.R index eafb3a57..3450442d 100644 --- a/R/DISTANCES-dtw-basic.R +++ b/R/DISTANCES-dtw-basic.R @@ -115,7 +115,7 @@ dtw_basic <- function(x, y, window.size = NULL, norm = "L1", dtw_basic_proxy <- function(x, y = NULL, window.size = NULL, norm = "L1", step.pattern = dtw::symmetric2, normalize = FALSE, sqrt.dist = TRUE, ..., - error.check = TRUE, pairwise = FALSE) + error.check = TRUE, pairwise = FALSE, lower_triangular_only = FALSE) { x <- tslist(x) if (error.check) check_consistency(x, "vltslist") @@ -130,6 +130,7 @@ dtw_basic_proxy <- function(x, y = NULL, window.size = NULL, norm = "L1", } fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals + diagonal <- FALSE eval(prepare_expr) # UTILS-expressions.R # adjust parameters for this distance @@ -176,6 +177,14 @@ dtw_basic_proxy <- function(x, y = NULL, window.size = NULL, norm = "L1", dim(D) <- NULL class(D) <- "pairdist" } + else if (lower_triangular_only) { + dim(D) <- NULL + class(D) <- "dist" + attr(D, "Size") <- length(x) + attr(D, "Diag") <- FALSE + attr(D, "Upper") <- FALSE + attr(D, "Labels") <- names(x) + } else { dimnames(D) <- dim_names class(D) <- "crossdist" diff --git a/R/DISTANCES-gak.R b/R/DISTANCES-gak.R index 019efb58..2ba2985d 100644 --- a/R/DISTANCES-gak.R +++ b/R/DISTANCES-gak.R @@ -160,7 +160,8 @@ gak <- GAK # ================================================================================================== gak_proxy <- function(x, y = NULL, ..., sigma = NULL, window.size = NULL, normalize = TRUE, - error.check = TRUE, pairwise = FALSE, .internal_ = FALSE) + error.check = TRUE, pairwise = FALSE, .internal_ = FALSE, + lower_triangular_only = FALSE) { # normalization will be done manually to avoid multiple calculations of gak_x and gak_y if (!.internal_ && !normalize) { # nocov start @@ -185,6 +186,7 @@ gak_proxy <- function(x, y = NULL, ..., sigma = NULL, window.size = NULL, normal stop("Parameter 'sigma' must be positive.") fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals + diagonal <- FALSE eval(prepare_expr) # UTILS-expressions.R # adjust parameters for this distance @@ -229,12 +231,32 @@ gak_proxy <- function(x, y = NULL, ..., sigma = NULL, window.size = NULL, normal if (normalize) D <- 1 - exp(D - 0.5 * (gak_x + gak_y)) class(D) <- "pairdist" } + else if (lower_triangular_only) { + dim(D) <- NULL + if (normalize) { + k <- 1L + for (j in 1L:(length(x) - 1L)) { + for (i in (j+1L):length(x)) { + D[k] <- 1 - exp(D[k] - (gak_x[i] + gak_x[j]) / 2) + k <- k + 1L + } + } + } + + class(D) <- "dist" + attr(D, "Size") <- length(x) + attr(D, "Diag") <- FALSE + attr(D, "Upper") <- FALSE + attr(D, "Labels") <- names(x) + } else { if (normalize) D <- 1 - exp(D - outer(gak_x, gak_y, function(x, y) { (x + y) / 2 })) dimnames(D) <- dim_names class(D) <- "crossdist" } - if (!pairwise && symmetric && normalize) diag(D) <- 0 + + if (!pairwise && symmetric && !lower_triangular_only) diag(D) <- 0 + attr(D, "method") <- "GAK" attr(D, "sigma") <- sigma # return diff --git a/R/DISTANCES-lb-improved.R b/R/DISTANCES-lb-improved.R index 60259ed4..b9a34612 100644 --- a/R/DISTANCES-lb-improved.R +++ b/R/DISTANCES-lb-improved.R @@ -128,7 +128,8 @@ lb_improved_proxy <- function(x, y = NULL, window.size = NULL, norm = "L1", ..., if (length(x) == 0L || length(y) == 0L) stop("Empty list received in x or y.") # nocov start if (error.check) check_consistency(c(x,y), "tslist") if (is_multivariate(c(x,y))) stop("lb_improved does not support multivariate series.") # nocov end - symmetric <- FALSE + + lower_triangular_only <- symmetric <- FALSE fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals eval(prepare_expr) # UTILS-expressions.R diff --git a/R/DISTANCES-lb-keogh.R b/R/DISTANCES-lb-keogh.R index 1d44c6bc..c36dc8da 100644 --- a/R/DISTANCES-lb-keogh.R +++ b/R/DISTANCES-lb-keogh.R @@ -102,7 +102,8 @@ lb_keogh_proxy <- function(x, y = NULL, window.size = NULL, norm = "L1", ..., if (length(x) == 0L || length(y) == 0L) stop("Empty list received in x or y.") # nocov start if (error.check) check_consistency(c(x,y), "tslist") if (is_multivariate(c(x,y))) stop("lb_keogh does not support multivariate series.") # nocov end - symmetric <- FALSE + + lower_triangular_only <- symmetric <- FALSE fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals eval(prepare_expr) # UTILS-expressions.R diff --git a/R/DISTANCES-sbd.R b/R/DISTANCES-sbd.R index d52f82fd..27880275 100644 --- a/R/DISTANCES-sbd.R +++ b/R/DISTANCES-sbd.R @@ -132,7 +132,9 @@ sbd <- SBD #' @importFrom stats fft #' @importFrom stats nextn #' -sbd_proxy <- function(x, y = NULL, znorm = FALSE, ..., error.check = TRUE, pairwise = FALSE) { +sbd_proxy <- function(x, y = NULL, znorm = FALSE, ..., + error.check = TRUE, pairwise = FALSE, lower_triangular_only = FALSE) +{ x <- tslist(x) if (error.check) check_consistency(x, "vltslist") @@ -163,6 +165,7 @@ sbd_proxy <- function(x, y = NULL, znorm = FALSE, ..., error.check = TRUE, pairw if (is_multivariate(c(x,y))) stop("SBD does not support multivariate series.") # nocov fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals + diagonal <- FALSE eval(prepare_expr) # UTILS-expressions.R # calculate distance matrix @@ -182,6 +185,14 @@ sbd_proxy <- function(x, y = NULL, znorm = FALSE, ..., error.check = TRUE, pairw dim(D) <- NULL class(D) <- "pairdist" } + else if (lower_triangular_only) { + dim(D) <- NULL + class(D) <- "dist" + attr(D, "Size") <- length(x) + attr(D, "Diag") <- FALSE + attr(D, "Upper") <- FALSE + attr(D, "Labels") <- names(x) + } else { dimnames(D) <- dim_names class(D) <- "crossdist" diff --git a/R/DISTANCES-sdtw.R b/R/DISTANCES-sdtw.R index 2d713add..91d41598 100644 --- a/R/DISTANCES-sdtw.R +++ b/R/DISTANCES-sdtw.R @@ -42,7 +42,9 @@ sdtw <- function(x, y, gamma = 0.01, ..., error.check = TRUE) # Wrapper for proxy::dist # ================================================================================================== -sdtw_proxy <- function(x, y = NULL, gamma = 0.01, ..., error.check = TRUE, pairwise = FALSE) { +sdtw_proxy <- function(x, y = NULL, gamma = 0.01, ..., + error.check = TRUE, pairwise = FALSE, lower_triangular_only = FALSE) +{ x <- tslist(x) if (error.check) check_consistency(x, "vltslist") if (is.null(y)) { @@ -56,10 +58,11 @@ sdtw_proxy <- function(x, y = NULL, gamma = 0.01, ..., error.check = TRUE, pairw } fill_type <- mat_type <- dim_names <- NULL # avoid warning about undefined globals + diagonal <- TRUE eval(prepare_expr) # UTILS-expressions.R # adjust parameters for this distance - if (!pairwise && symmetric) + if (!pairwise && symmetric && !lower_triangular_only) diagonal <- sdtw_proxy(x, gamma = gamma, error.check = FALSE, pairwise = TRUE) if (gamma <= 0) stop("The 'gamma' parameter must be positive") mv <- is_multivariate(c(x, y)) @@ -78,6 +81,14 @@ sdtw_proxy <- function(x, y = NULL, gamma = 0.01, ..., error.check = TRUE, pairw dim(D) <- NULL class(D) <- "pairdist" } + else if (lower_triangular_only) { + dim(D) <- NULL + class(D) <- c("distdiag", "dist") + attr(D, "Size") <- length(x) + attr(D, "Diag") <- TRUE + attr(D, "Upper") <- FALSE + attr(D, "Labels") <- names(x) + } else { dimnames(D) <- dim_names if (symmetric) diag(D) <- diagonal diff --git a/R/S4-DistmatLowerTriangular.R b/R/S4-DistmatLowerTriangular.R index 1f81f043..273be06a 100644 --- a/R/S4-DistmatLowerTriangular.R +++ b/R/S4-DistmatLowerTriangular.R @@ -127,3 +127,17 @@ methods::setOldClass("crossdist") setAs("matrix", "Distmat", function(from) { Distmat$new(distmat = from) }) setAs("crossdist", "Distmat", function(from) { Distmat$new(distmat = from) }) setAs("dist", "Distmat", function(from) { DistmatLowerTriangular$new(distmat = from) }) + +#' @exportS3Method base::as.matrix +as.matrix.distdiag <- function(x) { + n <- attr(x, "Size") + m <- matrix(0, n, n) + m[lower.tri(m, diag = TRUE)] <- x + + lbls <- attr(x, "Labels") + if (!is.null(lbls)) { + names(m) <- list(lbls, lbls) + } + + m +} diff --git a/R/UTILS-expressions.R b/R/UTILS-expressions.R index 80d46072..6028296b 100644 --- a/R/UTILS-expressions.R +++ b/R/UTILS-expressions.R @@ -4,7 +4,17 @@ prepare_expr <- quote({ if (pairwise && length(x) != length(y)) stop("Pairwise distances require the same amount of series in 'x' and 'y'.") # Get appropriate matrix (big.matrix was needed before) - D <- allocate_distmat(length(x), length(y), pairwise, symmetric) # UTILS-utils.R - fill_type <- if (pairwise) "PAIRWISE" else if (symmetric) "SYMMETRIC" else "PRIMARY" + D <- allocate_distmat(length(x), length(y), pairwise, symmetric, lower_triangular_only, diagonal) # UTILS-utils.R + + fill_type <- if (pairwise) { + "PAIRWISE" + } else if (lower_triangular_only) { + if (diagonal) "LOWER_TRIANGULAR_DIAGONAL" else "LOWER_TRIANGULAR" + } else if (symmetric) { + "SYMMETRIC" + } else { + "PRIMARY" + } + mat_type <- "R_MATRIX" }) diff --git a/R/UTILS-utils.R b/R/UTILS-utils.R index 1ef59788..c7345d54 100644 --- a/R/UTILS-utils.R +++ b/R/UTILS-utils.R @@ -344,15 +344,17 @@ get_nthreads <- function() { # ================================================================================================== # allocate distance matrix for custom proxy loops -allocate_distmat <- function(x_len, y_len, pairwise, symmetric) { - if (pairwise) - D <- matrix(0, x_len, 1L) - else if (symmetric) - D <- matrix(0, x_len, x_len) - else - D <- matrix(0, x_len, y_len) - # return - D +allocate_distmat <- function(x_len, y_len, pairwise, symmetric, lower, diagonal) { + if (pairwise) { + matrix(0, x_len, 1L) + } else if (lower) { + diagonal_factor <- if (diagonal) 1L else -1L + matrix(0, x_len * (x_len + diagonal_factor) / 2L, 1L) + } else if (symmetric) { + matrix(0, x_len, x_len) + } else { + matrix(0, x_len, y_len) + } } # Euclidean norm diff --git a/R/pkg.R b/R/pkg.R index 920bdcf7..9716b7f1 100644 --- a/R/pkg.R +++ b/R/pkg.R @@ -68,7 +68,12 @@ "_PACKAGE" # PREFUN for some of my proxy distances so that they support 'pairwise' directly +#' @importFrom rlang caller_env +#' @importFrom rlang env_bind proxy_prefun <- function(x, y, pairwise, params, reg_entry) { + if (!is.null(reg_entry) && "sdtw" %in% reg_entry$names) { + rlang::env_bind(rlang::caller_env(), diag = TRUE) + } params$pairwise <- pairwise list(x = x, y = y, pairwise = pairwise, p = params, reg_entry = reg_entry) } diff --git a/inst/NEWS.Rd b/inst/NEWS.Rd index e3c0041c..9e6c9aa5 100644 --- a/inst/NEWS.Rd +++ b/inst/NEWS.Rd @@ -11,5 +11,6 @@ \itemize{ \item Update Makevars for ARM version of Windows. \item Sanitize internal usage of \code{do.call} to avoid huge backtraces. + \item Support lower triangular \code{distmat} objects for symmetric distances. } } diff --git a/src/distmat/distmat-loop.cpp b/src/distmat/distmat-loop.cpp index 5736fd28..44406173 100644 --- a/src/distmat/distmat-loop.cpp +++ b/src/distmat/distmat-loop.cpp @@ -8,16 +8,18 @@ namespace dtwclust { +static auto distmat_factory = DistmatFactory(); +static auto distance_calculator_factory = DistanceCalculatorFactory(); +static auto distmat_filler_factory = DistmatFillerFactory(); + extern "C" SEXP distmat_loop(SEXP D, SEXP X, SEXP Y, SEXP DIST, SEXP DIST_ARGS, SEXP FILL_TYPE, SEXP MAT_TYPE, SEXP NUM_THREADS) { BEGIN_RCPP - auto distmat = DistmatFactory().create(MAT_TYPE, D); - auto dist_calculator = DistanceCalculatorFactory() - .create(DIST, DIST_ARGS, X, Y); - auto distmat_filler = DistmatFillerFactory() - .create(FILL_TYPE, NUM_THREADS, distmat, dist_calculator); + auto distmat = distmat_factory.create(MAT_TYPE, D); + auto dist_calculator = distance_calculator_factory.create(DIST, DIST_ARGS, X, Y); + auto distmat_filler = distmat_filler_factory.create(FILL_TYPE, NUM_THREADS, distmat, dist_calculator); distmat_filler->fill(); return R_NilValue; END_RCPP diff --git a/src/distmat/fillers.cpp b/src/distmat/fillers.cpp index 689ce527..6ecb4141 100644 --- a/src/distmat/fillers.cpp +++ b/src/distmat/fillers.cpp @@ -1,5 +1,6 @@ #include "fillers.h" +#include // std::sqrt #include // make_shared #include @@ -28,6 +29,12 @@ DistmatFillerFactory::create(const SEXP& FILL_TYPE, else if (type == "SYMMETRIC") { return std::make_shared(distmat, dist_calculator, NUM_THREADS); } + else if (type == "LOWER_TRIANGULAR") { + return std::make_shared(distmat, dist_calculator, NUM_THREADS); + } + else if (type == "LOWER_TRIANGULAR_DIAGONAL") { + return std::make_shared(distmat, dist_calculator, NUM_THREADS); + } else { return std::make_shared(distmat, dist_calculator, NUM_THREADS); } @@ -190,11 +197,12 @@ class SymmetricFillWorker : public ParallelWorker { // constructor SymmetricFillWorker(const std::shared_ptr& dist_calculator, const std::shared_ptr& distmat, - const int grain) + const int grain, + const int nrows) : ParallelWorker(grain, 10, 1000) , dist_calculator_(dist_calculator) , distmat_(distmat) - , nrows_(distmat->nrow()) + , nrows_(nrows) { } // parallel loop across specified range @@ -216,8 +224,7 @@ class SymmetricFillWorker : public ParallelWorker { i++; // same column still valid, only increase row double dist = dist_calculator->calculate(i,j); - (*distmat_)(i,j) = dist; - (*distmat_)(j,i) = dist; + this->update_distmat(id, i, j, dist); } // delete local calculator @@ -226,9 +233,16 @@ class SymmetricFillWorker : public ParallelWorker { mutex_.unlock(); } +protected: + std::shared_ptr distmat_; + + virtual void update_distmat(id_t id, id_t i, id_t j, double dist) { + (*distmat_)(i,j) = dist; + (*distmat_)(j,i) = dist; + } + private: const std::shared_ptr dist_calculator_; - std::shared_ptr distmat_; const id_t nrows_; }; @@ -240,7 +254,143 @@ void SymmetricFiller::fill() const { int nrows = distmat_->nrow(); int size = nrows * (nrows - 1) / 2; int grain = get_grain(size, num_threads_); - SymmetricFillWorker fill_worker(dist_calculator_, distmat_, grain); + SymmetricFillWorker fill_worker(dist_calculator_, distmat_, grain, distmat_->nrow()); + parallel_for(0, size, fill_worker, grain); +} + +// ================================================================================================= +/* multi-threaded lower triangular filler + * This filler assumes a single column vector has been received in *distmat_ + */ +// ================================================================================================= + +// ------------------------------------------------------------------------------------------------- +/* constructor */ +// ------------------------------------------------------------------------------------------------- +LowerTriangularFiller::LowerTriangularFiller(std::shared_ptr& distmat, + const std::shared_ptr& dist_calculator, + const SEXP& NUM_THREADS) + : DistmatFiller(distmat, dist_calculator, NUM_THREADS) +{ } + +// ------------------------------------------------------------------------------------------------- +/* parallel worker */ +// ------------------------------------------------------------------------------------------------- +class LowerTriangularFillWorker : public SymmetricFillWorker { +public: + // constructor + LowerTriangularFillWorker(const std::shared_ptr& dist_calculator, + const std::shared_ptr& distmat, + const int grain, + const int nrows) + : SymmetricFillWorker(dist_calculator, distmat, grain, nrows) + { } + +protected: + void update_distmat(id_t id, id_t i, id_t j, double dist) override { + (*distmat_)(id,0) = dist; + } +}; + +// ------------------------------------------------------------------------------------------------- +/* public fill method */ +// ------------------------------------------------------------------------------------------------- +void LowerTriangularFiller::fill() const { + int size = distmat_->nrow(); + if (size <= 0) return; + + int rows_for_worker = static_cast((1 + std::sqrt(1 + 8.0 * size)) / 2); + int grain = get_grain(size, num_threads_); + LowerTriangularFillWorker fill_worker(dist_calculator_, distmat_, grain, rows_for_worker); + parallel_for(0, size, fill_worker, grain); +} + +// ================================================================================================= +/* multi-threaded lower triangular and diagonal filler + * This filler assumes a single column vector has been received in *distmat_ + */ +// ================================================================================================= + +// ------------------------------------------------------------------------------------------------- +/* constructor */ +// ------------------------------------------------------------------------------------------------- +LowerTriangularDiagonalFiller::LowerTriangularDiagonalFiller(std::shared_ptr& distmat, + const std::shared_ptr& dist_calculator, + const SEXP& NUM_THREADS) + : DistmatFiller(distmat, dist_calculator, NUM_THREADS) +{ } + +// ------------------------------------------------------------------------------------------------- +/* parallel worker */ +// ------------------------------------------------------------------------------------------------- +class LowerTriangularDiagonalFillWorker : public ParallelWorker { +public: + // constructor + LowerTriangularDiagonalFillWorker(const std::shared_ptr& dist_calculator, + const std::shared_ptr& distmat, + const int grain, + const int nrows) + : ParallelWorker(grain, 10, 1000) + , dist_calculator_(dist_calculator) + , distmat_(distmat) + , nrows_(nrows) + { } + + // parallel loop across specified range + void work_it(id_t begin, id_t end) override { + // local copy of dist_calculator so it is setup separately for each thread + mutex_.lock(); + DistanceCalculator* dist_calculator = dist_calculator_->clone(); + mutex_.unlock(); + + // fill distances + id_t i, j; + begin_indices(begin, nrows_, i, j); + for (id_t id = begin; id < end; id++) { + if (is_interrupted(id)) break; // nocov + + double dist = dist_calculator->calculate(i,j); + (*distmat_)(id,0) = dist; + + i++; + if (i >= nrows_) { + j++; + i = j; + } + } + + // delete local calculator + mutex_.lock(); + delete dist_calculator; + mutex_.unlock(); + } + +private: + const std::shared_ptr dist_calculator_; + std::shared_ptr distmat_; + const id_t nrows_; + + void begin_indices(const id_t id, const id_t nrow, id_t& i, id_t& j) { + j = 0; + id_t upper_bound = nrow - 1; + while (id > upper_bound) { + j++; + upper_bound += nrow - j; + } + i = nrow - 1 - (upper_bound - id); + } +}; + +// ------------------------------------------------------------------------------------------------- +/* public fill method */ +// ------------------------------------------------------------------------------------------------- +void LowerTriangularDiagonalFiller::fill() const { + int size = distmat_->nrow(); + if (size <= 0) return; + + int rows_for_worker = static_cast((-1 + std::sqrt(1 + 8.0 * size)) / 2); + int grain = get_grain(size, num_threads_); + LowerTriangularDiagonalFillWorker fill_worker(dist_calculator_, distmat_, grain, rows_for_worker); parallel_for(0, size, fill_worker, grain); } diff --git a/src/distmat/fillers.h b/src/distmat/fillers.h index 60f7ffeb..2a553c0a 100644 --- a/src/distmat/fillers.h +++ b/src/distmat/fillers.h @@ -58,6 +58,18 @@ class PairwiseFiller : public DistmatFiller void fill() const override; }; +// ------------------------------------------------------------------------------------------------- +/* primary filler */ +// ------------------------------------------------------------------------------------------------- +class PrimaryFiller : public DistmatFiller +{ +public: + PrimaryFiller(std::shared_ptr& distmat, + const std::shared_ptr& dist_calculator, + const SEXP& NUM_THREADS); + void fill() const override; +}; + // ------------------------------------------------------------------------------------------------- /* symmetric filler */ // ------------------------------------------------------------------------------------------------- @@ -71,14 +83,26 @@ class SymmetricFiller : public DistmatFiller }; // ------------------------------------------------------------------------------------------------- -/* primary filler */ +/* lower triangular filler */ // ------------------------------------------------------------------------------------------------- -class PrimaryFiller : public DistmatFiller +class LowerTriangularFiller : public DistmatFiller { public: - PrimaryFiller(std::shared_ptr& distmat, - const std::shared_ptr& dist_calculator, - const SEXP& NUM_THREADS); + LowerTriangularFiller(std::shared_ptr& distmat, + const std::shared_ptr& dist_calculator, + const SEXP& NUM_THREADS); + void fill() const override; +}; + +// ------------------------------------------------------------------------------------------------- +/* lower triangular and diagonal filler */ +// ------------------------------------------------------------------------------------------------- +class LowerTriangularDiagonalFiller : public DistmatFiller +{ +public: + 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