From bf15bf025cf61f1f2379d25d3aa36f2a19b7255b Mon Sep 17 00:00:00 2001 From: prdm0 Date: Wed, 24 Apr 2024 10:47:05 -0300 Subject: [PATCH] Update AcceptReject.cpp --- DESCRIPTION | 4 ++ NAMESPACE | 6 +- NEWS.md | 2 +- R/RcppExports.R | 7 +++ R/accept_reject.r | 30 ++++------ README.md | 4 +- docs/articles/accept_reject.html | 44 ++++++++------- .../figure-html/unnamed-chunk-10-1.png | Bin 46352 -> 46213 bytes .../figure-html/unnamed-chunk-11-1.png | Bin 42992 -> 43163 bytes .../figure-html/unnamed-chunk-12-1.png | Bin 108741 -> 107586 bytes .../figure-html/unnamed-chunk-13-1.png | Bin 111103 -> 112854 bytes .../figure-html/unnamed-chunk-14-1.png | Bin 20268 -> 20669 bytes .../figure-html/unnamed-chunk-9-1.png | Bin 36195 -> 47419 bytes docs/articles/inspect.html | 4 +- .../figure-html/unnamed-chunk-3-1.png | Bin 98014 -> 97428 bytes docs/index.html | 4 +- docs/news/index.html | 2 +- docs/pkgdown.yml | 2 +- docs/reference/Rplot002.png | Bin 22698 -> 22882 bytes docs/reference/accept_reject-1.png | Bin 55034 -> 54700 bytes docs/reference/accept_reject-2.png | Bin 63804 -> 63512 bytes .../figures/README-unnamed-chunk-2-1.png | Bin 45662 -> 45634 bytes .../figures/README-unnamed-chunk-3-1.png | Bin 49063 -> 47717 bytes .../figures/README-unnamed-chunk-5-1.png | Bin 43034 -> 42706 bytes docs/reference/plot.accept_reject-1.png | Bin 54958 -> 55100 bytes docs/reference/plot.accept_reject-2.png | Bin 63755 -> 64387 bytes docs/search.json | 2 +- man/figures/README-unnamed-chunk-2-1.png | Bin 45662 -> 45634 bytes man/figures/README-unnamed-chunk-3-1.png | Bin 49063 -> 47717 bytes man/figures/README-unnamed-chunk-5-1.png | Bin 43034 -> 42706 bytes src/.gitignore | 3 + src/AcceptReject.cpp | 52 ++++++++++++++++++ src/RcppExports.cpp | 38 +++++++++++++ tests/testthat/test-time-parallel.R | 7 +-- 34 files changed, 154 insertions(+), 57 deletions(-) create mode 100644 R/RcppExports.R create mode 100644 src/.gitignore create mode 100644 src/AcceptReject.cpp create mode 100644 src/RcppExports.cpp diff --git a/DESCRIPTION b/DESCRIPTION index a513770..85804e4 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -24,6 +24,7 @@ Imports: numDeriv, pbmcapply, purrr, + Rcpp, rlang, scales Suggests: @@ -33,3 +34,6 @@ Suggests: tictoc, testthat (>= 3.0.0) Config/testthat/edition: 3 +LinkingTo: + Rcpp, + RcppArmadillo diff --git a/NAMESPACE b/NAMESPACE index 25f87b0..9c043c8 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -5,6 +5,7 @@ S3method(print,accept_reject) export(accept_reject) export(inspect) import(rlang) +importFrom(Rcpp,evalCpp) importFrom(assertthat,assert_that) importFrom(cli,cli_alert_danger) importFrom(cli,cli_alert_info) @@ -32,9 +33,7 @@ importFrom(graphics,hist) importFrom(lbfgs,lbfgs) importFrom(numDeriv,grad) importFrom(parallel,detectCores) -importFrom(parallel,makeCluster) -importFrom(parallel,stopCluster) -importFrom(pbmcapply,pbmclapply) +importFrom(parallel,mclapply) importFrom(purrr,map_dbl) importFrom(purrr,partial) importFrom(rlang,list2) @@ -46,3 +45,4 @@ importFrom(stats,runif) importFrom(utils,capture.output) importFrom(utils,head) importFrom(utils,tail) +useDynLib(AcceptReject, .registration = TRUE) diff --git a/NEWS.md b/NEWS.md index d49c336..5a188cb 100644 --- a/NEWS.md +++ b/NEWS.md @@ -4,7 +4,7 @@ # AcceptReject 0.1.1 -* Improved performance in serial and parallel processing; +* Improved performance in serial and parallel processing with Rcpp and RcppArmadillo; * Now it is possible to specify a different base density/probability mass function than the uniform one. If none is specified, the uniform density (either discrete or continuous) is assumed for the case of discrete or continuous random variables, respectively; diff --git a/R/RcppExports.R b/R/RcppExports.R new file mode 100644 index 0000000..45c4657 --- /dev/null +++ b/R/RcppExports.R @@ -0,0 +1,7 @@ +# Generated by using Rcpp::compileAttributes() -> do not edit by hand +# Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 + +one_step <- function(n, f, f_base, random_base, c) { + .Call(`_AcceptReject_one_step`, n, f, f_base, random_base, c) +} + diff --git a/R/accept_reject.r b/R/accept_reject.r index 73abf1c..5cd30cb 100644 --- a/R/accept_reject.r +++ b/R/accept_reject.r @@ -106,13 +106,15 @@ #' @importFrom lbfgs lbfgs #' @importFrom purrr partial map_dbl #' @importFrom numDeriv grad -#' @importFrom parallel detectCores makeCluster stopCluster +#' @importFrom parallel detectCores mclapply #' @importFrom stats dunif runif dweibull #' @importFrom utils capture.output #' @importFrom assertthat assert_that #' @importFrom cli cli_alert_danger cli_alert_warning #' @importFrom glue glue -#' @importFrom pbmcapply pbmclapply +#' @useDynLib AcceptReject, .registration = TRUE +#' @importFrom Rcpp evalCpp +#' #' @export accept_reject <- function(n = 1L, @@ -218,17 +220,6 @@ accept_reject <- )$par[1L] } - one_step <- function(n) { - x <- numeric(0L) - while(length(x) < n) { - x_cand <- random_base(n = n) - u <- runif(n = n) - accepted <- u <= f(x = x_cand) / (c * f_base(x = x_cand)) - x <- c(x, x_cand[accepted]) - } - return(x[1L:n]) - } - if (parallel && .Platform$OS.type == "unix") { n_cores <- parallel::detectCores() n_per_core <- n %/% n_cores @@ -238,14 +229,13 @@ accept_reject <- rep(n_per_core, n_cores - remainder), rep(n_per_core + 1L, remainder) ) - capture.output( - r <- unlist(pbmcapply::pbmclapply( - X = n_each_core, - FUN = one_step, - mc.cores = n_cores - ))) + r <- unlist(parallel::mclapply( + X = n_each_core, + FUN = function(n) one_step(n, f, f_base, random_base, c), + mc.cores = n_cores + )) } else { - r <- one_step(n) + r <- one_step(n, f, f_base, random_base, c) } class(r) <- "accept_reject" diff --git a/README.md b/README.md index e65b389..20f8672 100644 --- a/README.md +++ b/README.md @@ -289,7 +289,7 @@ case_1 <- accept_reject( xlim = c(0, 10) ) toc() -#> 0.491 sec elapsed +#> 0.375 sec elapsed # Specifying the base probability density function tic() @@ -305,7 +305,7 @@ case_2 <- accept_reject( c = 1.2 ) toc() -#> 0.153 sec elapsed +#> 0.145 sec elapsed # Visualizing the results p1 <- plot(case_1) diff --git a/docs/articles/accept_reject.html b/docs/articles/accept_reject.html index 9b96d2f..78195eb 100644 --- a/docs/articles/accept_reject.html +++ b/docs/articles/accept_reject.html @@ -554,6 +554,9 @@

Accessing metadata= c(-4, 4) ) attributes(data) +#> $dim +#> [1] 100 1 +#> #> $class #> [1] "accept_reject" #> @@ -561,7 +564,7 @@

Accessing metadata#> <partialised> #> function (...) #> f(mean = 0, sd = 1, ...) -#> <environment: 0x577673074758> +#> <environment: 0x5ce4d1deb390> #> #> $args_f #> $args_f$mean @@ -610,7 +613,7 @@

Accessing metadata#> Number of observations: 100 #> c: 38.2549 #> Probability of acceptance (1/c): 0.0261 -#> Observations: -0.9116 -0.9773 -0.8328 -1.7554 0.3205 0.2271 0.5857 0.5872 0.0143 0.3097... +#> Observations: 0.5342 -0.184 -0.5075 0.6179 0.7239 -1.2548 -1.6283 2.1179 -1.1999 1.4528... #> xlim = -4 4 #> #> ──────────────────────────────────────────────────────────────────────────────── @@ -618,23 +621,26 @@

Accessing metadata# Coercing the object into an atomic vector without attributes data <- as.vector(data) print(data) -#> [1] -0.91157235 -0.97730458 -0.83279488 -1.75538689 0.32054036 0.22709815 -#> [7] 0.58574094 0.58724381 0.01434882 0.30974479 -2.19669601 0.62127511 -#> [13] 1.60171712 0.90850249 2.05355351 -2.17650113 0.60057436 -0.42051950 -#> [19] -0.23232206 -1.55660906 -0.88425284 -0.52673517 -0.87943832 -0.63063285 -#> [25] -0.85628026 -0.24591930 -1.01740081 0.79763561 1.39946376 0.54384696 -#> [31] 0.28309924 0.19440448 -1.30929375 -2.34363151 0.88472824 0.10004806 -#> [37] -0.37334603 -1.16272727 1.42066773 0.85311870 -0.72987775 -0.19328477 -#> [43] -0.86285814 0.71666934 0.69502212 -0.25295744 -1.11561732 -0.07071140 -#> [49] 1.40951045 0.91927889 0.74099312 1.02052561 -2.03183078 -0.67392395 -#> [55] -0.60803784 -1.39868014 -0.24927761 0.46767154 -0.20196875 -0.53432214 -#> [61] 0.10237354 -0.65235253 0.71854476 -0.41719143 1.77431837 -0.74298612 -#> [67] -1.86710453 -0.65607749 -0.25607571 0.72290366 1.28796522 0.28634292 -#> [73] 0.78000570 -0.16246228 -0.37944091 -0.54735621 -1.19424975 0.76440685 -#> [79] 1.33546143 -0.23903133 0.99561439 -0.05855329 0.01292897 0.43525180 -#> [85] -0.30473989 1.54150634 -1.13000945 -0.05852531 -1.21125887 0.96265198 -#> [91] -0.73563223 0.46325579 -1.62444950 2.19485540 1.59486479 0.45293343 -#> [97] 0.92180256 -0.85777644 0.22787886 1.90666291 +#> [1] 0.534245253 -0.183997687 -0.507464629 0.617919579 0.723922456 +#> [6] -1.254807025 -1.628329813 2.117886554 -1.199947229 1.452794388 +#> [11] 0.310452344 1.225297770 1.104048949 1.832389735 -1.841293754 +#> [16] -0.765329981 0.020570215 -0.774675276 -0.803478792 -1.237061789 +#> [21] -0.934027262 -1.306629814 -0.720020790 -0.700280717 -0.818287523 +#> [26] -1.354446732 1.032223510 -0.423842752 0.565342499 0.248239769 +#> [31] -0.291264677 0.969923008 -0.367037185 0.682432128 0.518372450 +#> [36] 1.376336776 0.592576550 0.032290388 -0.454552187 0.313642351 +#> [41] -0.131941760 -0.567616293 1.559280271 -1.519645112 0.148973394 +#> [46] 0.672334375 -0.138510706 -0.041496335 -1.654766673 1.925832756 +#> [51] 0.310204182 -0.667024322 -2.046886852 -1.924451638 0.007024352 +#> [56] -0.476250337 -1.480277512 -0.730583686 -1.626920121 0.524984177 +#> [61] 1.327180345 -0.744962642 0.800397621 0.798312563 1.029206168 +#> [66] -0.276248327 1.265759828 -0.463355500 -0.526583759 0.449307008 +#> [71] -0.891447401 0.414776433 -2.268820044 -1.726611942 -0.603286713 +#> [76] 1.708525870 1.191659490 -0.829356125 -1.074078787 1.447968772 +#> [81] -0.796756910 -0.538346931 -0.690693406 1.188385796 0.752605218 +#> [86] 0.576092634 -0.023789801 -0.694355655 0.268758874 0.431670101 +#> [91] -0.462814657 1.872349702 -0.677518418 1.452397358 -1.516824778 +#> [96] -0.267388908 -0.389839482 0.928961854 -0.452615434 -2.166475924

Important:

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    Example of inspection xlim = c(0, 10) ) toc() -#> 0.434 sec elapsed +#> 0.398 sec elapsed # Specifying the base probability density function tic() @@ -213,7 +213,7 @@

    Example of inspection c = 1.2 ) toc() -#> 0.156 sec elapsed +#> 0.142 sec elapsed # Visualizing the results p1 <- plot(case_1) diff --git a/docs/articles/inspect_files/figure-html/unnamed-chunk-3-1.png b/docs/articles/inspect_files/figure-html/unnamed-chunk-3-1.png index cff9cafb6d7ca15e6e632e0f922b907e4a5eeb57..4ddfc826671e0861a88b8bfa5e7db0281b5a052a 100644 GIT binary patch literal 97428 zcmd43cRber8wUE=Gh0SBA+u7Fy&{wqk{v>__a-|+L_&5Vva>QHdxz{z_TKy4Pxbws zbN)GhoIlR%Jg>el-^TMipU?Y!zwi6HuKT(_uap&KFX2+-A`pm6a`&ZG5eN)%1Om+f z8x#Iy&8_|p{J=C+kd=m?@H&#J^oAceHus;{BM`Jf$p26x=C__95DW-8X$du#53A#@ zE|1iYu{N!vOrH0}l&t2wF7>^>%8|f;jV(Vcje>!KaS!Wv=FDRGB?cy@P(l1G_Fy#? zC*?>K4B{*<)s#{TZVat=@768j=aVMs6Pw;me3VPr=U+P55q3?Qn<%cjbMW!`WRiP? zJT{}a^nb58zkYeF|MRzM>hBR(nf`kvH=?r>|MxoLVikWC{O{FbdILrNzt4~s4aHIZ z?>$W0PagP?{P(8FZbQ`Q|K1erahWvbe{Y&A{(tpV?Mh3CV5?`v!&4g@yp{PWDG2JY zPw~ul`i?Yym7Z#jt{hDMK6?4F;poTG&h$Qm{WY#DctmZP5olzZi^~!y7+6Owi%T=`~Z%*AsDA>_JHsa&9Vk 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    Example of inspection c = 1.2 ) toc() -#> 0.153 sec elapsed +#> 0.145 sec elapsed # Visualizing the results p1 <- plot(case_1) diff --git a/docs/news/index.html b/docs/news/index.html index 1a434eb..f1121eb 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -57,7 +57,7 @@

    AcceptReject

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