From 8c04727aee7213573a3f72421cc4af8b6b0aecce Mon Sep 17 00:00:00 2001 From: asardaes Date: Sun, 30 Jun 2024 19:40:17 +0200 Subject: [PATCH] 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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