From f90ce5ef89fee0e1af7536f9ed7cd847b9d0248c Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Mon, 13 Nov 2023 19:10:57 -0500 Subject: [PATCH 01/23] Fixed likelihood function and added additional test --- .Rbuildignore | 2 ++ .gitignore | 2 ++ man/estimate_betas-PrestoGPModel-method.Rd | 2 +- man/prestogp_fit-PrestoGPModel-method.Rd | 3 ++- 4 files changed, 7 insertions(+), 2 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index cc4f4be..7fec1b8 100755 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -3,3 +3,5 @@ ^R/scratch.R$ ^.*\.Rproj$ ^\.Rproj\.user$ +^doc$ +^Meta$ diff --git a/.gitignore b/.gitignore index 9d5cbc8..7666ebc 100755 --- a/.gitignore +++ b/.gitignore @@ -85,3 +85,5 @@ data # Rcpp compiled binary files src/*.so src/*.o +/doc/ +/Meta/ diff --git a/man/estimate_betas-PrestoGPModel-method.Rd b/man/estimate_betas-PrestoGPModel-method.Rd index 1ed4099..2bffacf 100644 --- a/man/estimate_betas-PrestoGPModel-method.Rd +++ b/man/estimate_betas-PrestoGPModel-method.Rd @@ -4,7 +4,7 @@ \alias{estimate_betas,PrestoGPModel-method} \title{estimate_betas} \usage{ -\S4method{estimate_betas}{PrestoGPModel}(model, parallel) +\S4method{estimate_betas}{PrestoGPModel}(model, parallel, foldid) } \arguments{ \item{model}{the model to estimate coeffients for} diff --git a/man/prestogp_fit-PrestoGPModel-method.Rd b/man/prestogp_fit-PrestoGPModel-method.Rd index 2946b62..a149d46 100644 --- a/man/prestogp_fit-PrestoGPModel-method.Rd +++ b/man/prestogp_fit-PrestoGPModel-method.Rd @@ -18,7 +18,8 @@ verbose = FALSE, optim.method = "Nelder-Mead", optim.control = list(trace = 0, reltol = 1e-04, maxit = 5000), - parallel = FALSE + parallel = FALSE, + foldid = NULL ) } \arguments{ From 6c17318858862ff97d5fb8de155e08c4a260c5a6 Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Mon, 13 Nov 2023 19:16:32 -0500 Subject: [PATCH 02/23] Fixed likelihood function and added additional tests --- DESCRIPTION | 2 +- NAMESPACE | 2 +- R/Log_Likelihood.R | 38 +++++---- R/PrestoGP_Model.R | 4 +- tests/testthat/test-Log_Likelihood.R | 112 +++++++++++++++++++++++++++ 5 files changed, 140 insertions(+), 18 deletions(-) mode change 100644 => 100755 NAMESPACE mode change 100644 => 100755 R/Log_Likelihood.R mode change 100644 => 100755 R/PrestoGP_Model.R diff --git a/DESCRIPTION b/DESCRIPTION index 762b36b..79edc02 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: PrestoGP Type: Package Title: Penalized Regression for Spatio-Temporal Outcomes via Gaussian Processes -Version: 0.2.0.9017 +Version: 0.2.0.9018 Authors@R: c( person(given = "Eric", family = "Bair", diff --git a/NAMESPACE b/NAMESPACE old mode 100644 new mode 100755 index 95dedfa..a103cb8 --- a/NAMESPACE +++ b/NAMESPACE @@ -9,8 +9,8 @@ export(SpatialModel) export(SpatiotemporalFullModel) export(SpatiotemporalModel) export(createUMultivariate) +export(negloglik.full) export(negloglik_full_ST) -export(negloglik_full_spatial) export(negloglik_vecchia) export(negloglik_vecchia_ST) export(vecchia_Mprediction) diff --git a/R/Log_Likelihood.R b/R/Log_Likelihood.R old mode 100644 new mode 100755 index b554669..79723cb --- a/R/Log_Likelihood.R +++ b/R/Log_Likelihood.R @@ -60,7 +60,7 @@ negloglik_full_ST=function(logparms,locs,y,N){ -mvtnorm::dmvnorm(y, rep(0,N), cov.mat, log=TRUE) } -#' negloglik_full_spatial +#' negloglik.full #' #' Spatial Full Kriging negative loglikelihood #' @@ -74,12 +74,15 @@ negloglik_full_ST=function(logparms,locs,y,N){ #' #' @examples #' @noRd -negloglik_full_spatial=function(logparms,locs,y,N){ - parms = exp(logparms) - d <- fields::rdist(locs) - cov.mat=parms[1]*fields::Exponential(d,range=parms[2])+ - parms[3]*diag(N) - -mvtnorm::dmvnorm(y,rep(0,N),cov.mat,log=TRUE) +negloglik.full=function(logparams,locs,y){ + params <- c(exp(logparams[1:2]), + gtools::inv.logit(logparams[3], 0, 2.5), + exp(logparams[4])) + d <- fields::rdist(locs) + N <- nrow(d) + cov.mat=params[1]*fields::Matern(d,range=params[2], smoothness=params[3])+ + params[4]*diag(N) + return(-1*mvtnorm::dmvnorm(y,rep(0,N),cov.mat,log=TRUE)) } @@ -157,7 +160,7 @@ mvnegloglik_ST =function(logparams,vecchia.approx,y,param.seq,P,scaling,nscale){ for (j in 1:nscale) { locs.scaled[vecchia.approx$ondx==i,scaling==j] <- locs.scaled[vecchia.approx$ondx==i,scaling==j] / - params[param.seq[2,1]+nscale*(i-1)+j-1] + params[param.seq[2,1]+nscale*(i-1)+j-1] } } vecchia.approx$locsord <- locs.scaled @@ -171,7 +174,7 @@ mvnegloglik_ST =function(logparams,vecchia.approx,y,param.seq,P,scaling,nscale){ ############################################################################## ### Full Multivariate Matern Negative Loglikelihood Function ########### -mvnegloglik.full=function(logparams,locs,y,param.seq,P){ +mvnegloglik.full=function(logparams,locs,y,param.seq){ # Input- # logparams: A numeric vector of length (4*P)+(4*choose(P,2)). # To construct these parameters we unlist a list of the 7 covariance @@ -191,6 +194,7 @@ mvnegloglik.full=function(logparams,locs,y,param.seq,P){ #P <- length(y) # transform the postively constrained parameters from log-space to normal-space + P <- length(locs) params <- c(exp(logparams[1:param.seq[2,2]]), gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), exp(logparams[param.seq[4,1]:param.seq[4,2]])) @@ -279,12 +283,17 @@ cat.covariances <- function(locs.list,sig2,range,smoothness,nugget){ for (iter in 1:nrow(combs)){ i <- combs[iter,1] j <- combs[iter,2] - d <- fields::rdist.earth(locs.list[[i]],locs.list[[j]],miles = FALSE) - + # d <- fields::rdist.earth(locs.list[[i]],locs.list[[j]],miles = FALSE) + d <- fields::rdist(locs.list[[i]],locs.list[[j]]) # Calculate the covariance matrix - if/then based on its location in the super-matrix - N <- nrow(d) - cov.mat.ij <- sig2[i,j]*geoR::matern(d,phi = range[i,j],kappa = smoothness[i,j])+ - nugget[i,j]*diag(N) + N <- nrow(d) + if (i==j){ # To accomodate varying size outcomes- the nugget is not included on cross-covariances + cov.mat.ij <- sig2[i,j]*geoR::matern(d,phi = range[i,j],kappa = smoothness[i,j])+ + nugget[i,j]*diag(N) + }else{ + cov.mat.ij <- sig2[i,j]*geoR::matern(d,phi = range[i,j],kappa = smoothness[i,j]) + } + if (combs[iter,1]==1){ row.idx <- 1:dims[1] @@ -307,6 +316,7 @@ cat.covariances <- function(locs.list,sig2,range,smoothness,nugget){ } + return(cov.mat.out) } diff --git a/R/PrestoGP_Model.R b/R/PrestoGP_Model.R old mode 100644 new mode 100755 index 219a4f3..4e58fc6 --- a/R/PrestoGP_Model.R +++ b/R/PrestoGP_Model.R @@ -60,7 +60,7 @@ setMethod("initialize", "PrestoGPModel", function(.Object, ...) { }) setGeneric("show_theta", function(object, Y_names)standardGeneric("show_theta") ) -setGeneric("prestogp_fit", function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters = 100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-4, maxit=5000), parallel=FALSE, foldid=NULL) standardGeneric("prestogp_fit") ) +setGeneric("prestogp_fit", function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters = 100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-3, maxit=5000), parallel=FALSE, foldid=NULL) standardGeneric("prestogp_fit") ) setGeneric("prestogp_predict", function(model, X="matrix", locs="matrix", m="numeric", ordering.pred=c("obspred", "general"), pred.cond=c("independent", "general"), return.values=c("mean", "meanvar")) standardGeneric("prestogp_predict") ) setGeneric("calc_covparams", function(model, locs, Y) standardGeneric("calc_covparams") ) setGeneric("specify", function(model, locs, m)standardGeneric("specify") ) @@ -181,7 +181,7 @@ setMethod("show_theta", "PrestoGPModel", #' model <- prestogp_fit(model, logNO2, X, locs) #' ... setMethod("prestogp_fit", "PrestoGPModel", - function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters=100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-4, maxit=5000), parallel=FALSE, foldid=NULL) { + function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters=100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-3, maxit=5000), parallel=FALSE, foldid=NULL) { #parameter validation #TODO: This method should check for input errors in the #multivariate case (where Y, X, and locs are lists) diff --git a/tests/testthat/test-Log_Likelihood.R b/tests/testthat/test-Log_Likelihood.R index d9443ac..17c8a47 100755 --- a/tests/testthat/test-Log_Likelihood.R +++ b/tests/testthat/test-Log_Likelihood.R @@ -81,6 +81,70 @@ test_that("create.initial.values.flex", { expect_equal(c(-0.105, -0.105, -0.693, -0.693, -1.386, -1.386, -2.303, -2.303, 0.584), logparams, tolerance=1e-2) }) +test_that("negloglik.full", { + set.seed(1234) + + y.orig <- rnorm(100) + + locs.dim <- seq(1,10,length=sqrt(length(y.orig))) + locs <- as.matrix(expand.grid(locs.dim, locs.dim)) + + covmat.true <- Matern(rdist(locs), range=1, smoothness=0.5) + diag(100) + + y <- y.orig %*% chol(covmat.true) + y <- as.vector(y) + + params.init <- rep(NA, 4) + params.init[1] <- 0.9*var(y) + params.init[2] <- 1 + params.init[3] <- 0.5 + params.init[4] <- 0.1*var(y) + + params.init <- create.initial.values.flex(params.init[1], + params.init[2], + params.init[3], + params.init[4], + 1, 1) + + d <- rdist(locs) + + res.optim.NM <- optim(par=params.init, fn=negloglik.full, locs=locs, y=y, + control=list(maxit=5000)) + + LL.full <- negloglik.full(res.optim.NM$par, locs, y) + + params.final <- c(exp(res.optim.NM$par[1:2]), + gtools::inv.logit(res.optim.NM$par[3], 0, 2.5), + exp(res.optim.NM$par[4])) + + pgp.params <- PrestoGP:::create.initial.values.flex(params.final[1], + params.final[2], + params.final[3], + params.final[4], + 1, 1) + pseq <- create.param.sequence(1) + + LL.full.pgp <- mvnegloglik.full(pgp.params, list(locs), y, pseq) + + vec.approx <- vecchia_specify(locs, 99) + + LL.vecchia <- -1*vecchia_likelihood(y, vec.approx, params.final[1:3], + params.final[4]) + + vec.approx.pgp <- vecchia_Mspecify(list(locs), 99) + vec.U.pgp <- createUMultivariate(vec.approx.pgp, c(params.final, 1)) + + LL.pgp <- -1*GPvecchia:::vecchia_likelihood_U(y, vec.U.pgp) + + expect_equal(173.315, LL.full, tolerance=1e-3) +# Univariate likelihood should equal the multivariate likelihood + expect_equal(LL.full, LL.full.pgp, tolerance=1e-3) +# Full likelihood should equal both the univariate and multivariate +# Vecchia approximations + expect_equal(LL.full, LL.vecchia, tolerance=1e-3) + expect_equal(LL.full, LL.pgp, tolerance=1e-3) +}) + test_that("mvnegloglik", { source("sim_multivariate_big.R") P <- 3 @@ -100,6 +164,54 @@ test_that("mvnegloglik", { expect_equal(34474.4, neg_likelihood, tolerance=1e-2) }) +test_that("mvnegloglik.full", { + source("sim_multivariate_lik.R") + + pseq <- create.param.sequence(3) + + param.marg.var <- 0.9*unlist(lapply(y.list, var)) + param.marg.scale <- rep(1,3) + param.marg.smooth <- rep(0.5,3) + param.marg.nugget <- 0.1*unlist(lapply(y.list, var)) + param.rho <- rep(0.5, 3) + params.init <- create.initial.values.flex(param.marg.var, + param.marg.scale, + param.marg.smooth, + param.marg.nugget, + param.rho, 3) + + res.optim.NM<- optim(par = params.init,fn=mvnegloglik.full, + locs=locs.list, y=unlist(y.list), + param.seq = pseq, + method = "Nelder-Mead", + control = list(trace = 0, maxit = 10000, reltol=1e-4)) + + LL.full.mv <- mvnegloglik.full(res.optim.NM$par, locs.list, + unlist(y.list), pseq) + + param.seq.begin <- pseq[,1] + param.seq.end <- pseq[,2] + params.init.final <- res.optim.NM$par + params.init.final.t <- c(exp(params.init.final[param.seq.begin[1]: + param.seq.end[2]]), + gtools::inv.logit(params.init.final[ + param.seq.begin[3]: + param.seq.end[3]],0,2.5), + exp(params.init.final[param.seq.begin[4]: + param.seq.end[4]]), + tanh(params.init.final[ + param.seq.begin[5]:param.seq.end[5]])) + + vec.mapprox <- vecchia_Mspecify(locs.list, length(unlist(y.list))-1) + U.mobj <- createUMultivariate(vec.mapprox, params.init.final.t) + + LL.vecchia.mv <- -1*GPvecchia:::vecchia_likelihood_U(unlist(y.list), U.mobj) + + expect_equal(541.31, LL.full.mv, tolerance=1e-3) +# Full likelihood should equal the Vecchia likelihood + expect_equal(LL.full.mv, LL.vecchia.mv, tolerance=1e-3) +}) + #TODO implement this test test_that("cat.covariances", { set.seed(7919) From 2dd74a21380be960918b6067abec8ec163721853 Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Mon, 13 Nov 2023 19:17:43 -0500 Subject: [PATCH 03/23] Added a simulation file for testing --- tests/testthat/sim_multivariate_lik.R | 78 +++++++++++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100755 tests/testthat/sim_multivariate_lik.R diff --git a/tests/testthat/sim_multivariate_lik.R b/tests/testthat/sim_multivariate_lik.R new file mode 100755 index 0000000..67836cd --- /dev/null +++ b/tests/testthat/sim_multivariate_lik.R @@ -0,0 +1,78 @@ +set.seed(1212) + +ny <- 3 # number of response variables +n.spatial.xy <- 10 # number of spatial coordinates per dimension + +library(MASS) +library(fields) +library(psych) + +n.rho <- choose(ny, 2) +rho.vec <- runif(n.rho, 0.2, 0.8) +rho <- matrix(0, nrow=ny, ncol=ny) +rho[upper.tri(rho)] <- rho.vec +rho <- rho + t(rho) + diag(1, ny) + +marg.smoothness <- 0.5 + rnorm(ny, 0.1, 0.05) +nuggets <- runif(ny, 0.5, 2) +x.variance <- runif(ny, 1.5, 4) +marg.var <- nuggets + x.variance +ranges <- runif(ny, 0.5, 1.2) + +params.all <- c(x.variance, ranges, marg.smoothness, nuggets, rho.vec) + +locs.list <- list() +for (i in 1:ny) { + loc1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) + loc2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) + locs.list[[i]] <- as.matrix(expand.grid(loc1, loc2)) +} + +Sigma.All <- matrix(nrow=ny*n.spatial.xy^2, ncol=ny*n.spatial.xy^2) +for (i in 1:ny) { + for (j in i:ny) { + if (i==j) { + ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + dij <- fields::rdist(locs.list[[i]]) + Sigma.All[ndx1,ndx1] <- marg.var[i] * + fields::Matern(dij, range = ranges[i], + smoothness = marg.smoothness[i]) + } + else { + ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + ndx2 <- ((j-1)*n.spatial.xy^2+1):(n.spatial.xy^2*j) + dij <- fields::rdist(locs.list[[i]], locs.list[[j]]) + vii <- marg.smoothness[i] + vjj <- marg.smoothness[j] + vij <- (vii+vjj)/2 + aii <- 1/ranges[i] + ajj <- 1/ranges[j] + aij <- sqrt((aii^2+ajj^2)/2) + Sigma.All[ndx1,ndx2] <- rho[i,j] * sqrt(marg.var[i]) * + sqrt(marg.var[j]) * aii^vii * ajj^vjj * gamma(vij) / + (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(dij, smoothness=vij, alpha=aij) + Sigma.All[ndx2,ndx1] <- t(Sigma.All[ndx1,ndx2]) + } + } +} + +L.C <- chol(Sigma.All) + +st.error <- rnorm(n.spatial.xy^2 * ny) %*% L.C + +nug.error <- NULL +for (i in 1:ny) { + nug.error <- c(nug.error, nuggets[i]*rnorm(n.spatial.xy^2)) +} + +y.list <- list() +for (i in 1:ny) { + ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + y.list[[i]] <- st.error[ndx1] + nug.error[ndx1] +} + +rm(ny, n.spatial.xy, i, j, n.rho, + loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, + st.error, nug.error, rho, rho.vec, ranges, Sigma.All, nuggets, + marg.smoothness, marg.var) From 4822fbcf05a67064b02017fc75e4fe3327b53c88 Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Mon, 20 Nov 2023 15:01:37 -0500 Subject: [PATCH 04/23] Add UBSAN/ASAN sanitizers --- .github/sanitizers.yaml | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) create mode 100644 .github/sanitizers.yaml diff --git a/.github/sanitizers.yaml b/.github/sanitizers.yaml new file mode 100644 index 0000000..948be2b --- /dev/null +++ b/.github/sanitizers.yaml @@ -0,0 +1,30 @@ +on: + workflow_dispatch: + +name: sanitizers + +permissions: + contents: read + +jobs: + sanitizers: + runs-on: ubuntu-latest + env: + CC: clang + CXX: clang++ + CXXFLAGS: "-fsanitize=undefined" + LINK: clang++ + ASAN: true + UBSAN: true + GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + RSPM: https://packagemanager.rstudio.com/cran/__linux__/jammy/latest + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + ## R CMD check + _R_CHECK_CRAN_INCOMING_: false + _R_CHECK_LENGTH_1_CONDITION_: true + _R_CHECK_LENGTH_1_LOGIC2_: true + _R_CHECK_MATRIX_DATA_: true + ## Specific to package + _R_CHECK_USE_VALGRIND_: true + UBSAN_OPTIONS: "print_stacktrace=1" + \ No newline at end of file From 80a9818dc91c8508eeb12c277588f6cd72f05ddd Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Tue, 21 Nov 2023 17:49:19 -0500 Subject: [PATCH 05/23] Added more likelihood and maxmin ordering tests --- DESCRIPTION | 2 +- R/PrestoGP_CreateU_Multivariate.R | 3 +- tests/testthat/covlist.rds | Bin 0 -> 332 bytes tests/testthat/covmat.rds | Bin 0 -> 569751 bytes tests/testthat/test-Log_Likelihood.R | 194 +++++++++--------- .../test-PrestoGP_CreateU_Multivariate.R | 46 ++++- 6 files changed, 140 insertions(+), 105 deletions(-) mode change 100644 => 100755 R/PrestoGP_CreateU_Multivariate.R create mode 100644 tests/testthat/covlist.rds create mode 100644 tests/testthat/covmat.rds mode change 100644 => 100755 tests/testthat/test-PrestoGP_CreateU_Multivariate.R diff --git a/DESCRIPTION b/DESCRIPTION index 79edc02..f848de3 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: PrestoGP Type: Package Title: Penalized Regression for Spatio-Temporal Outcomes via Gaussian Processes -Version: 0.2.0.9018 +Version: 0.2.0.9019 Authors@R: c( person(given = "Eric", family = "Bair", diff --git a/R/PrestoGP_CreateU_Multivariate.R b/R/PrestoGP_CreateU_Multivariate.R old mode 100644 new mode 100755 index 31e9433..0db7f96 --- a/R/PrestoGP_CreateU_Multivariate.R +++ b/R/PrestoGP_CreateU_Multivariate.R @@ -310,8 +310,7 @@ vecchia_Mspecify <- function(locs.list, m, locs.list.pred=NULL, loc.order <- GPvecchia::order_maxmin_exact(locs.all) # I am not sure why the next two lines are here. I added them because # similar code exists in the GPvecchia package. But I don't know why - # they did this. Uncomment these two lines to reproduce the output - # from the createU function in the GPvecchia package. + # they did this. cutoff <- min(n, 9) loc.order <- c(loc.order[1], loc.order[-seq(1, cutoff)], loc.order[2:cutoff]) diff --git a/tests/testthat/covlist.rds b/tests/testthat/covlist.rds new file mode 100644 index 0000000000000000000000000000000000000000..4ef0fc7c77d52ccb349973ffc4456d16778ecf70 GIT binary patch literal 332 zcmV-S0ki%eiwFP!000001B>8dU|?WoU}0opU}gm}8CXL@+;lA%7?^~C92OwW2c$Xe zzbvviy5xNT0~)Zuka;!WZRsTkX2$Thkr@JT@iSFQHL4er>^~`qJo^~L>A?5SPn)CK zA7~^KP?`~FGAGF5l+0Wp#S6qtV0S?9Ke)Ben=_5X9|vMs`*yY6g!^Js?7v&NRlnLeKIYS?JJ)-QoU3qG4*oSH8cEQblQhm+5 z=;#()@(wJnhYR^kGx6Jn64b1DiMgr8Kn5s|SfGL&Wr;h!t#3lU&2eOEqns8EHtDVgyZE+ADt-wJP*xxD8*BOxrznHf$+4b#y z)##T;yb)hBv2EoTyPVU0;6{Hkd07sTjzB@5^l?9-zLucGQ0_iI4aHbrQpdcx)RP-V zgMu4J*A-yLYI^uXSbXMXkoQH_iB@1EyIZz6^b5j9Lf)&Z3GMqPMD@9DEN3a3wL^3V zLO@Z!sdAq#>w9>9*B|EmVM(IOpE6$JC5J7$HG?6J@GFy?U!Ok%8WSk;>)-{a`Jh_! 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zuDP9*X?D#E0Xx;o@{3XJHFn}<`ix_ej4`=LE1vFq9G_|ED67p5xbNoCX3;I4!%E5& z*hvVmonAvF$1d?2WqFvtmr*BF7J9ze&#Re?P}R?#t1q_hz$QD3?jjr=qKEaeq^z-=L?qVUJsQZVKBDl1+hBFyp+5P4 Di4q5s literal 0 HcmV?d00001 diff --git a/tests/testthat/test-Log_Likelihood.R b/tests/testthat/test-Log_Likelihood.R index 17c8a47..bda44bb 100755 --- a/tests/testthat/test-Log_Likelihood.R +++ b/tests/testthat/test-Log_Likelihood.R @@ -25,62 +25,6 @@ test_that("negloglik_vecchia_ST", { expect_equal(-6861.65048095, result_optim, tolerance=1e-5) }) -test_that("create.param.sequence", { - seq = create.param.sequence(1) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,1), seq[1,]) - expect_equal(c(2,2), seq[2,]) - expect_equal(c(3,3), seq[3,]) - expect_equal(c(4,4), seq[4,]) - expect_equal(c(5,5), seq[5,]) - - seq = create.param.sequence(3) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,3), seq[1,]) - expect_equal(c(4,6), seq[2,]) - expect_equal(c(7,9), seq[3,]) - expect_equal(c(10,12), seq[4,]) - expect_equal(c(13,15), seq[5,]) - - seq = create.param.sequence(3, 2) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,3), seq[1,]) - expect_equal(c(4,9), seq[2,]) - expect_equal(c(10,12), seq[3,]) - expect_equal(c(13,15), seq[4,]) - expect_equal(c(16,18), seq[5,]) -}) - -test_that("create.initial.values.flex", { - set.seed(7919) - P <- 1 - logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance - rep(0.5,P), #range - rep(0.5,P), #smoothness - rep(0.1,P), #nuggets - NULL, - P) - expect_equal(c(-0.105, -0.693, -1.386, -2.303, 0), logparams, tolerance=1e-2) - - P <- 2 - Y <- cbind(runif(10),runif(10)) - cor.matrix <- cor(Y) - cov_mat <- c(cor.matrix[upper.tri(cor.matrix)]) - logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance - rep(0.5,P), #range - rep(0.5,P), #smoothness - rep(0.1,P), #nuggets - cov_mat, - P) - expect_equal(c(-0.105, -0.105, -0.693, -0.693, -1.386, -1.386, -2.303, -2.303, 0.584), logparams, tolerance=1e-2) -}) - test_that("negloglik.full", { set.seed(1234) @@ -117,11 +61,11 @@ test_that("negloglik.full", { gtools::inv.logit(res.optim.NM$par[3], 0, 2.5), exp(res.optim.NM$par[4])) - pgp.params <- PrestoGP:::create.initial.values.flex(params.final[1], - params.final[2], - params.final[3], - params.final[4], - 1, 1) + pgp.params <- create.initial.values.flex(params.final[1], + params.final[2], + params.final[3], + params.final[4], + 1, 1) pseq <- create.param.sequence(1) LL.full.pgp <- mvnegloglik.full(pgp.params, list(locs), y, pseq) @@ -164,6 +108,64 @@ test_that("mvnegloglik", { expect_equal(34474.4, neg_likelihood, tolerance=1e-2) }) +test_that("mvnegloglik_ST", { + source("sim_multivariate_big_st.R") + P <- 3 + Y <- cbind(runif(10),runif(10), runif(10)) + cor.matrix <- cor(Y) + cov_mat <- c(cor.matrix[upper.tri(cor.matrix)]) + logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance + rep(c(2,3),P), #range + rep(0.5,P), #smoothness + rep(0.1,P), #nuggets + cov_mat, + P) + pseq = create.param.sequence(P, 2) + vec.approx <- vecchia_Mspecify(locs.list, 25) + neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, + unlist(y.list), pseq, P, c(1,1,2), 2) + expect_equal(34571.64, neg_likelihood, tolerance=1e-2) + + vec.approx2 <- vec.approx + for (i in 1:P) { + vec.approx2$locsord[,1:2] <- vec.approx$locsord[,1:2] / 2 + vec.approx2$locsord[,3] <- vec.approx$locsord[,3] / 3 + } + logparams2 <- logparams + logparams2[pseq[2,1]:pseq[2,2]] <- 0 + neg_likelihood2 <- mvnegloglik_ST(logparams2, vec.approx2, + unlist(y.list), pseq, P, c(1,1,2), 2) + expect_equal(neg_likelihood, neg_likelihood2, tolerance=1e-3) + + logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance + 2:7, #range + rep(0.5,P), #smoothness + rep(0.1,P), #nuggets + cov_mat, + P) + neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, + unlist(y.list), pseq, P, c(1,1,2), 2) + expect_equal(35451.73, neg_likelihood, tolerance=1e-2) + + vec.approx2 <- vec.approx + vec.approx2$locsord[vec.approx$ondx==1,1:2] <- + vec.approx$locsord[vec.approx$ondx==1,1:2] / 2 + vec.approx2$locsord[vec.approx$ondx==1,3] <- + vec.approx$locsord[vec.approx$ondx==1,3] / 3 + vec.approx2$locsord[vec.approx$ondx==2,1:2] <- + vec.approx$locsord[vec.approx$ondx==2,1:2] / 4 + vec.approx2$locsord[vec.approx$ondx==2,3] <- + vec.approx$locsord[vec.approx$ondx==2,3] / 5 + vec.approx2$locsord[vec.approx$ondx==3,1:2] <- + vec.approx$locsord[vec.approx$ondx==3,1:2] / 6 + vec.approx2$locsord[vec.approx$ondx==3,3] <- + vec.approx$locsord[vec.approx$ondx==3,3] / 7 + + neg_likelihood2 <- mvnegloglik_ST(logparams2, vec.approx2, + unlist(y.list), pseq, P, c(1,1,2), 2) + expect_equal(neg_likelihood, neg_likelihood2, tolerance=1e-3) +}) + test_that("mvnegloglik.full", { source("sim_multivariate_lik.R") @@ -202,47 +204,47 @@ test_that("mvnegloglik.full", { tanh(params.init.final[ param.seq.begin[5]:param.seq.end[5]])) + params.final.flex.test <- create.initial.values.flex( + params.init.final.t[param.seq.begin[1]:param.seq.end[1]], + params.init.final.t[param.seq.begin[2]:param.seq.end[2]], + params.init.final.t[param.seq.begin[3]:param.seq.end[3]], + params.init.final.t[param.seq.begin[4]:param.seq.end[4]], + params.init.final.t[param.seq.begin[5]:param.seq.end[5]], 3) + + cov.list <- create.cov.upper.flex( + 3, + params.init.final.t[param.seq.begin[1]:param.seq.end[1]], + params.init.final.t[param.seq.begin[2]:param.seq.end[2]], + params.init.final.t[param.seq.begin[3]:param.seq.end[3]], + params.init.final.t[param.seq.begin[4]:param.seq.end[4]], + params.init.final.t[param.seq.begin[5]:param.seq.end[5]]) + + cov.mat <- cat.covariances(locs.list,cov.list$variance, + cov.list$range, + cov.list$smoothness,cov.list$nugget) + + LL.full.calc <- -1*mvtnorm::dmvnorm(unlist(y.list), + rep(0, length(unlist(y.list))), + cov.mat, log=TRUE) + vec.mapprox <- vecchia_Mspecify(locs.list, length(unlist(y.list))-1) U.mobj <- createUMultivariate(vec.mapprox, params.init.final.t) LL.vecchia.mv <- -1*GPvecchia:::vecchia_likelihood_U(unlist(y.list), U.mobj) expect_equal(541.31, LL.full.mv, tolerance=1e-3) + expect_equal(LL.full.calc, LL.full.mv, tolerance=1e-3) # Full likelihood should equal the Vecchia likelihood expect_equal(LL.full.mv, LL.vecchia.mv, tolerance=1e-3) +# Check create.initial.values.flex: + expect_equal(params.init.final, params.final.flex.test, tolerance=1e-3) +# Check create.cov.upper.flex: + cov.list.true <- readRDS("covlist.rds") + expect_equal(cov.list$variance, cov.list.true$variance, tolerance=1e-3) + expect_equal(cov.list$range, cov.list.true$range, tolerance=1e-3) + expect_equal(cov.list$smoothness, cov.list.true$smoothness, tolerance=1e-3) + expect_equal(cov.list$nugget, cov.list.true$nugget, tolerance=1e-3) +# Check cat.covariances: + cov.mat.true <- readRDS("covmat.rds") + expect_equal(cov.mat, cov.mat.true, tolerance=1e-3) }) - -#TODO implement this test -test_that("cat.covariances", { - set.seed(7919) - load("sim_spatial.Rdata") - P <- 2 - Y <- cbind(runif(10),runif(10)) - cor.matrix <- cor(Y) - cov_mat <- c(cor.matrix[upper.tri(cor.matrix)]) - param.sequence <- create.param.sequence(P) - param.sequence.begin <- param.sequence[,1] - param.sequence.end <- param.sequence[,2] - params <- create.initial.values.flex(rep(9.5,P), #marginal variance - rep(15.0,P), #range - rep(0.5,P), #smoothness - rep(0.9,P), #nuggets - cov_mat, - P) - params <- c(exp(params[1:param.sequence[4,2]]), - tanh(params[param.sequence[5,1]:param.sequence[5,2]])) - sig2 <- params[param.sequence.begin[1]:param.sequence.end[1]] - range <- params[param.sequence.begin[2]:param.sequence.end[2]] - smoothness <- params[param.sequence.begin[3]:param.sequence.end[3]] - nugget <- params[param.sequence.begin[4]:param.sequence.end[4]] - rho <- params[param.sequence.begin[5]:param.sequence.end[5]] - - cov.list <- create.cov.upper.flex(P,sig2,range,smoothness,nugget,rho) - cov.mat <- cat.covariances(list(locs_train, locs_train),cov.list$variance,cov.list$range, - cov.list$smoothness,cov.list$nugget) - Y <- unlist(list(Y_train, Y_train)) - N <- length(Y) - neg_likelihood <- -mvtnorm::dmvnorm(Y,rep(0,N),cov.mat,log=TRUE) - expect_equal(5905, neg_likelihood, tolerance=10e-2) -}) - diff --git a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R old mode 100644 new mode 100755 index 204a3a2..b1f8da5 --- a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R +++ b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R @@ -1,5 +1,37 @@ context("CreateU Multivariate") +test_that("create.param.sequence", { + seq = create.param.sequence(1) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1,1), seq[1,]) + expect_equal(c(2,2), seq[2,]) + expect_equal(c(3,3), seq[3,]) + expect_equal(c(4,4), seq[4,]) + expect_equal(c(5,5), seq[5,]) + + seq = create.param.sequence(3) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1,3), seq[1,]) + expect_equal(c(4,6), seq[2,]) + expect_equal(c(7,9), seq[3,]) + expect_equal(c(10,12), seq[4,]) + expect_equal(c(13,15), seq[5,]) + + seq = create.param.sequence(3, 2) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1,3), seq[1,]) + expect_equal(c(4,9), seq[2,]) + expect_equal(c(10,12), seq[3,]) + expect_equal(c(13,15), seq[4,]) + expect_equal(c(16,18), seq[5,]) +}) + test_that("max_min_ordering", { set.seed(7919) load("multivariate_sim_spatial3.Rdata") @@ -10,7 +42,9 @@ test_that("max_min_ordering", { 82, 55, 61, 87, 17, 33, 43, 45, 10, 79, 53, 75, 89, 51, 73, 27, 26, 77, 44, 38, 65, 16, 19, 37, 57, 70, 15, 4, 5, 86, 14, 49, 85, 34, 48, 59, 18, 8, 71, 7, 56, 90) + order.gpv <- order_maxmin_exact(locs_train) expect_equal(exp_order, order) + expect_equal(order, order.gpv) }) test_that("make_kd_tree", { @@ -22,14 +56,14 @@ test_that("make_kd_tree", { expect_equal(0.5000, kd_tree$pivot[[1]], tolerance=10e-2) expect_equal(0.5000, kd_tree$pivot[[2]][[1]][[1]], tolerance=10e-2) expect_equal(0.5000, kd_tree$pivot[[2]][[2]][[1]], tolerance=10e-2) - - expect_equal(c(5,13,14,18,26,29,31,36,38,39,42,43,48,49,59,62,64,65,66,73,86,88,89), + + expect_equal(c(5,13,14,18,26,29,31,36,38,39,42,43,48,49,59,62,64,65,66,73,86,88,89), kd_tree$subtree[[1]][[1]], tolerance=10e-2) - expect_equal(c(2,8,12,16,17,25,28,30,32,33,34,35,47,51,52,53,63,68,70,72,78,87), + expect_equal(c(2,8,12,16,17,25,28,30,32,33,34,35,47,51,52,53,63,68,70,72,78,87), kd_tree$subtree[[1]][[2]], tolerance=10e-2) - expect_equal(c(1,4,6,11,20,21,22,24,27,40,44,45,50,54,57,58,61,75,76,77,81,82,84), + expect_equal(c(1,4,6,11,20,21,22,24,27,40,44,45,50,54,57,58,61,75,76,77,81,82,84), kd_tree$subtree[[2]][[1]], tolerance=10e-2) - expect_equal(c(3,7,9,10,15,19,23,37,41,46,55,56,60,67,69,71,74,79,80,83,85,90), + expect_equal(c(3,7,9,10,15,19,23,37,41,46,55,56,60,67,69,71,74,79,80,83,85,90), kd_tree$subtree[[2]][[2]], tolerance=10e-2) }) @@ -63,4 +97,4 @@ test_that("knn_indices_small_kd_node", { ordered_locs <- matrix(data=ordered_locs, ncol=2, nrow=4) indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 3, fields::rdist) expect_equal(c(2, 1, 3, 4), indices$indices) -}) \ No newline at end of file +}) From 1ca958644b2afb856c2c78654896ef745b9eba8a Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Tue, 28 Nov 2023 18:40:36 -0500 Subject: [PATCH 06/23] Fixed a bug in SparseNN --- DESCRIPTION | 5 +- R/PrestoGP_CreateU_Multivariate.R | 117 +++--------------- man/get_kd_tree_node.Rd | 19 --- man/knn_indices.Rd | 2 +- man/make_kd_tree.Rd | 21 ---- man/prestogp_fit-PrestoGPModel-method.Rd | 2 +- man/sparseNN.Rd | 8 +- .../test-PrestoGP_CreateU_Multivariate.R | 37 +----- 8 files changed, 34 insertions(+), 177 deletions(-) delete mode 100644 man/get_kd_tree_node.Rd delete mode 100644 man/make_kd_tree.Rd diff --git a/DESCRIPTION b/DESCRIPTION index f848de3..65c87b4 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: PrestoGP Type: Package Title: Penalized Regression for Spatio-Temporal Outcomes via Gaussian Processes -Version: 0.2.0.9019 +Version: 0.2.0.9020 Authors@R: c( person(given = "Eric", family = "Bair", @@ -40,7 +40,8 @@ Imports: markdown, gtools, geoR, - doParallel + doParallel, + RANN License: GPL-3 Encoding: UTF-8 VignetteBuilder: knitr diff --git a/R/PrestoGP_CreateU_Multivariate.R b/R/PrestoGP_CreateU_Multivariate.R index 0db7f96..b8f883b 100755 --- a/R/PrestoGP_CreateU_Multivariate.R +++ b/R/PrestoGP_CreateU_Multivariate.R @@ -56,76 +56,6 @@ max_min_ordering <- function(locs, dist_func){ order } -#' make_kd_tree -#' -#' Create a KD tree to help approximate nearest neighbors -#' -#' @param ordered_locs A matrix with one row per location, where locations are ordered using max_min ordering. -#' @param indices A range of indices that should be split into a tree (used for recursion, not by the user) -#' @param column_idx The column currently being used to split locations into two branches (used for recursion, not by the user) -#' -#' @return A vector containing the index of locations from sparse to dense -make_kd_tree <- function(ordered_locs, indices=1:nrow(ordered_locs), column_idx=1){ - #TODO split by columns in order of most variance to least variance - if(column_idx <= ncol(ordered_locs)){ - cur.dat <- ordered_locs[indices,column_idx] - pivot <- median(cur.dat) - if (sum(cur.dat!=pivot)==0) { - cur.cut <- median(indices) - left <- which(indices<=cur.cut) - right <- which(indices>cur.cut) - } - else if (sum(cur.dat>pivot)==0){ - right <- indices[which(cur.dat==pivot)] - min.right <- min(right) - right <- setdiff(right, min.right) - left <- indices[which(cur.dat < pivot)] - left <- c(left, min.right) - } - else { - left <- indices[which(cur.dat <= pivot)] - right <- indices[which(cur.dat > pivot)] - } - left_tree <- make_kd_tree(ordered_locs, left, column_idx + 1) - right_tree <- make_kd_tree(ordered_locs, right, column_idx + 1) - if(column_idx == ncol(ordered_locs)){ #last column doesn't require aditional pivot - list("pivot"=list(pivot), "subtree"=list(left_tree[["subtree"]], right_tree[["subtree"]])) - } else { - list("pivot"=list(pivot, list(left_tree[["pivot"]], right_tree[["pivot"]])), - "subtree"=list(left_tree[["subtree"]], right_tree[["subtree"]])) - } - } else { #base case: just return indices - list("subtree"=indices) - } -} - -#' get_kd_tree_node -#' -#' Given a KD tree and a location, determine which node of the KD tree has the nearest neighbors to that location. -#' -#' @param kd_tree A KD tree from the make_kd_tree function -#' @param location a location vector with the same number of dimensions as the KD tree -#' -#' @return A vector with the path to the KD tree node (e.g. if the tree pivots are c(0.5, 0.5) and the location is c(0.2, 0.7) this function returns c(1,2) ) -get_kd_tree_node <- function(kd_tree, location){ - tree_path <- c() - pivot_tree <- kd_tree[["pivot"]] - for(i in 1:ncol(location)){ - if(location[,i] < pivot_tree[[1]]){ - tree_path <- c(tree_path, 1) - if(i < ncol(location)){ - pivot_tree <- pivot_tree[[2]][[1]] - } - } else{ - tree_path <- c(tree_path, 2) - if(i < ncol(location)){ - pivot_tree <- pivot_tree[[2]][[2]] - } - } - } - tree_path -} - #' knn_indices #' #' Find the index of K nearest neighbors within a set of locations for a given query and distance function @@ -136,25 +66,18 @@ get_kd_tree_node <- function(kd_tree, location){ #' @param dist_func Any distance function with a signature of dist(query_location, locations_matrix) #' #' @return A vector containing the indices of the neighbors -knn_indices <- function(ordered_locs, query, n_neighbors, dist_func){ - kd_tree <- make_kd_tree(ordered_locs) - path <- get_kd_tree_node(kd_tree, query) - kd_node <- kd_tree$subtree - for(branch_level in 1:length(path)){ - kd_node <- kd_node[[path[branch_level]]] - } - if(n_neighbors >= length(kd_node)){ #not enough neighbors in kd_node - dists <- dist_func(query, ordered_locs) - dists_order <- order(dists) - nearest_neighbors <- dists_order[1:(n_neighbors+1)] - list("indices"=nearest_neighbors, "distances"=dists[nearest_neighbors]) - } else { - loc_neighbor_candidates <- ordered_locs[kd_node,,drop=FALSE] - dists <- dist_func(query, loc_neighbor_candidates) - dists_order <- order(dists) - closest_in_kd_node <- dists_order[1:(n_neighbors+1)] - list("indices"=kd_node[closest_in_kd_node], "distances"=dists[closest_in_kd_node]) - } +knn_indices <- function(ordered_locs, query, n_neighbors, dist_func, dist_func_code){ + if (dist_func_code=="custom") { + dists <- dist_func(query, ordered_locs) + dists_order <- order(dists) + nearest_neighbors <- dists_order[1:(n_neighbors+1)] + return(list("indices"=nearest_neighbors, + "distances"=dists[nearest_neighbors])) + } + else { + cur.nn <- RANN::nn2(ordered_locs, query, n_neighbors+1) + return(list("indices"=cur.nn$nn.idx, "distances"=cur.nn$nn.dists)) + } } #' sparseNN @@ -166,7 +89,7 @@ knn_indices <- function(ordered_locs, query, n_neighbors, dist_func){ #' @param dist_func Any distance function with a signature of dist(query_location, locations_matrix) #' #' @return A list containing two matrices, each with one row per location: an indices matrix with the indices of nearest neighbors for each location, and a distance matrix with the associated distances -sparseNN <- function(ordered_locs, n_neighbors, dist_func, ordered_locs_pred=NULL){ +sparseNN <- function(ordered_locs, n_neighbors, dist_func, dist_func_code, ordered_locs_pred=NULL){ ee <- min(apply(ordered_locs, 2, stats::sd)) n <- nrow(ordered_locs) ordered_locs <- ordered_locs + matrix(ee*1e-04* @@ -174,15 +97,15 @@ sparseNN <- function(ordered_locs, n_neighbors, dist_func, ordered_locs_pred=NUL n, ncol(ordered_locs)) indices_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) distances_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) - for(row in 1:n_neighbors){ + for(row in 1:(n_neighbors+1)){ #for the locations from 1 to n_neighbors, use the entire locs list to find the neighbors - nn <- knn_indices(ordered_locs[1:(n_neighbors+1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func) + nn <- knn_indices(ordered_locs[1:(n_neighbors+1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) indices_matrix[row,1:n_neighbors] = nn$indices[2:(n_neighbors+1)] distances_matrix[row,1:n_neighbors] = nn$distances[2:(n_neighbors+1)] } - for(row in (n_neighbors+1):nrow(ordered_locs)){ + for(row in (n_neighbors+2):nrow(ordered_locs)){ #get the m nearest neighbors from the locs before this one in the max-min order - nn <- knn_indices(ordered_locs[1:(row-1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func) + nn <- knn_indices(ordered_locs[1:(row-1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) indices_matrix[row,1:n_neighbors] = nn$indices[1:n_neighbors] distances_matrix[row,1:n_neighbors] = nn$distances[1:n_neighbors] } @@ -194,7 +117,7 @@ sparseNN <- function(ordered_locs, n_neighbors, dist_func, ordered_locs_pred=NUL for (row in 1:nrow(ordered_locs_pred)) { nn <- knn_indices(ordered_locs, ordered_locs_pred[row,,drop=FALSE], n_neighbors, - dist_func) + dist_func, dist_func_code) indices_matrix_pred[row,1:n_neighbors] = nn$indices[1:n_neighbors] distances_matrix_pred[row,1:n_neighbors] = nn$distances[1:n_neighbors] } @@ -333,10 +256,10 @@ vecchia_Mspecify <- function(locs.list, m, locs.list.pred=NULL, # between the output of this function and the output of createU # in the GPvecchia package. if (is.null(locs.list.pred) | pred.cond=="general") { - nn.mat <- sparseNN(olocs, m, dist.func) + nn.mat <- sparseNN(olocs, m, dist.func, dist.func.code) } else { - nn.mat <- sparseNN(olocs[1:n,,drop=FALSE], m, dist.func, + nn.mat <- sparseNN(olocs[1:n,,drop=FALSE], m, dist.func, dist.func.code, olocs[-(1:n),,drop=FALSE]) } last.obs <- max((1:length(obs))[obs]) diff --git a/man/get_kd_tree_node.Rd b/man/get_kd_tree_node.Rd deleted file mode 100644 index 3bd6d6e..0000000 --- a/man/get_kd_tree_node.Rd +++ /dev/null @@ -1,19 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_CreateU_Multivariate.R -\name{get_kd_tree_node} -\alias{get_kd_tree_node} -\title{get_kd_tree_node} -\usage{ -get_kd_tree_node(kd_tree, location) -} -\arguments{ -\item{kd_tree}{A KD tree from the make_kd_tree function} - -\item{location}{a location vector with the same number of dimensions as the KD tree} -} -\value{ -A vector with the path to the KD tree node (e.g. if the tree pivots are c(0.5, 0.5) and the location is c(0.2, 0.7) this function returns c(1,2) ) -} -\description{ -Given a KD tree and a location, determine which node of the KD tree has the nearest neighbors to that location. -} diff --git a/man/knn_indices.Rd b/man/knn_indices.Rd index feca6fa..70d8860 100644 --- a/man/knn_indices.Rd +++ b/man/knn_indices.Rd @@ -4,7 +4,7 @@ \alias{knn_indices} \title{knn_indices} \usage{ -knn_indices(ordered_locs, query, n_neighbors, dist_func) +knn_indices(ordered_locs, query, n_neighbors, dist_func, dist_func_code) } \arguments{ \item{ordered_locs}{A matrix with one row per location, where locations are ordered using max_min ordering.} diff --git a/man/make_kd_tree.Rd b/man/make_kd_tree.Rd deleted file mode 100644 index effb00d..0000000 --- a/man/make_kd_tree.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_CreateU_Multivariate.R -\name{make_kd_tree} -\alias{make_kd_tree} -\title{make_kd_tree} -\usage{ -make_kd_tree(ordered_locs, indices = 1:nrow(ordered_locs), column_idx = 1) -} -\arguments{ -\item{ordered_locs}{A matrix with one row per location, where locations are ordered using max_min ordering.} - -\item{indices}{A range of indices that should be split into a tree (used for recursion, not by the user)} - -\item{column_idx}{The column currently being used to split locations into two branches (used for recursion, not by the user)} -} -\value{ -A vector containing the index of locations from sparse to dense -} -\description{ -Create a KD tree to help approximate nearest neighbors -} diff --git a/man/prestogp_fit-PrestoGPModel-method.Rd b/man/prestogp_fit-PrestoGPModel-method.Rd index a149d46..d9ea938 100644 --- a/man/prestogp_fit-PrestoGPModel-method.Rd +++ b/man/prestogp_fit-PrestoGPModel-method.Rd @@ -17,7 +17,7 @@ max_iters = 100, verbose = FALSE, optim.method = "Nelder-Mead", - optim.control = list(trace = 0, reltol = 1e-04, maxit = 5000), + optim.control = list(trace = 0, reltol = 0.001, maxit = 5000), parallel = FALSE, foldid = NULL ) diff --git a/man/sparseNN.Rd b/man/sparseNN.Rd index 10df26c..13f7c63 100644 --- a/man/sparseNN.Rd +++ b/man/sparseNN.Rd @@ -4,7 +4,13 @@ \alias{sparseNN} \title{sparseNN} \usage{ -sparseNN(ordered_locs, n_neighbors, dist_func, ordered_locs_pred = NULL) +sparseNN( + ordered_locs, + n_neighbors, + dist_func, + dist_func_code, + ordered_locs_pred = NULL +) } \arguments{ \item{ordered_locs}{A matrix with one row per location, where locations are ordered using max_min ordering.} diff --git a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R index b1f8da5..9868537 100755 --- a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R +++ b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R @@ -47,45 +47,12 @@ test_that("max_min_ordering", { expect_equal(order, order.gpv) }) -test_that("make_kd_tree", { - set.seed(7919) - load("multivariate_sim_spatial3.Rdata") - order <- max_min_ordering(locs_train, fields::rdist) - ordered_locs <- locs_train[order,,drop=FALSE] - kd_tree <- make_kd_tree(ordered_locs) - expect_equal(0.5000, kd_tree$pivot[[1]], tolerance=10e-2) - expect_equal(0.5000, kd_tree$pivot[[2]][[1]][[1]], tolerance=10e-2) - expect_equal(0.5000, kd_tree$pivot[[2]][[2]][[1]], tolerance=10e-2) - - expect_equal(c(5,13,14,18,26,29,31,36,38,39,42,43,48,49,59,62,64,65,66,73,86,88,89), - kd_tree$subtree[[1]][[1]], tolerance=10e-2) - expect_equal(c(2,8,12,16,17,25,28,30,32,33,34,35,47,51,52,53,63,68,70,72,78,87), - kd_tree$subtree[[1]][[2]], tolerance=10e-2) - expect_equal(c(1,4,6,11,20,21,22,24,27,40,44,45,50,54,57,58,61,75,76,77,81,82,84), - kd_tree$subtree[[2]][[1]], tolerance=10e-2) - expect_equal(c(3,7,9,10,15,19,23,37,41,46,55,56,60,67,69,71,74,79,80,83,85,90), - kd_tree$subtree[[2]][[2]], tolerance=10e-2) -}) - - -test_that("get_kd_tree_node", { - set.seed(7919) - load("multivariate_sim_spatial3.Rdata") - order <- max_min_ordering(locs_train, fields::rdist) - ordered_locs <- locs_train[order,,drop=FALSE] - kd_tree <- make_kd_tree(ordered_locs) - expect_equal(c(1,1), get_kd_tree_node(kd_tree, matrix(data=c(0.1, 0.1), ncol=2))) - expect_equal(c(1,2), get_kd_tree_node(kd_tree, matrix(data=c(0.1, 0.9), ncol=2))) - expect_equal(c(2,1), get_kd_tree_node(kd_tree, matrix(data=c(0.9, 0.1), ncol=2))) - expect_equal(c(2,2), get_kd_tree_node(kd_tree, matrix(data=c(0.9, 0.9), ncol=2))) -}) - test_that("knn_indices", { set.seed(7919) load("multivariate_sim_spatial3.Rdata") order <- max_min_ordering(locs_train, fields::rdist) ordered_locs <- locs_train[order,,drop=FALSE] - indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 5, fields::rdist) + indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 5, fields::rdist, "rdist") expect_equal(c(0.00, 0.00148, 0.0127, 0.243, 0.252, 0.254), indices$distances, tolerance=10e-2) expect_equal(c(2, 87, 28, 32, 17, 33), indices$indices) }) @@ -95,6 +62,6 @@ test_that("knn_indices_small_kd_node", { load("multivariate_sim_spatial3.Rdata") ordered_locs <- c(c(0.1,0.1), c(0.9,0.9), c(0.9,0.1), c(0.1,0.9)) ordered_locs <- matrix(data=ordered_locs, ncol=2, nrow=4) - indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 3, fields::rdist) + indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 3, fields::rdist, "rdist") expect_equal(c(2, 1, 3, 4), indices$indices) }) From 7f3ca3c8a054159604a9434a5eb7d15887b1af42 Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Wed, 29 Nov 2023 16:43:40 -0500 Subject: [PATCH 07/23] Fixed another sparseNN bug and updated tests --- R/PrestoGP_CreateU_Multivariate.R | 14 ++--- tests/testthat/test-Log_Likelihood.R | 6 +-- .../test-PrestoGP_CreateU_Multivariate.R | 54 +++++++++++++------ .../test-PrestoGP_Spatial_Full_Model.R | 3 +- tests/testthat/test-PrestoGP_Spatial_Model.R | 7 ++- .../test-PrestoGP_Spatiotemporal_Full_Model.R | 3 +- .../test-PrestoGP_Spatiotemporal_Model.R | 12 ++++- 7 files changed, 68 insertions(+), 31 deletions(-) mode change 100644 => 100755 tests/testthat/test-PrestoGP_Spatial_Full_Model.R mode change 100644 => 100755 tests/testthat/test-PrestoGP_Spatial_Model.R mode change 100644 => 100755 tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R mode change 100644 => 100755 tests/testthat/test-PrestoGP_Spatiotemporal_Model.R diff --git a/R/PrestoGP_CreateU_Multivariate.R b/R/PrestoGP_CreateU_Multivariate.R index b8f883b..cbc5ccf 100755 --- a/R/PrestoGP_CreateU_Multivariate.R +++ b/R/PrestoGP_CreateU_Multivariate.R @@ -70,12 +70,12 @@ knn_indices <- function(ordered_locs, query, n_neighbors, dist_func, dist_func_c if (dist_func_code=="custom") { dists <- dist_func(query, ordered_locs) dists_order <- order(dists) - nearest_neighbors <- dists_order[1:(n_neighbors+1)] + nearest_neighbors <- dists_order[1:n_neighbors] return(list("indices"=nearest_neighbors, "distances"=dists[nearest_neighbors])) } else { - cur.nn <- RANN::nn2(ordered_locs, query, n_neighbors+1) + cur.nn <- RANN::nn2(ordered_locs, query, n_neighbors) return(list("indices"=cur.nn$nn.idx, "distances"=cur.nn$nn.dists)) } } @@ -97,13 +97,13 @@ sparseNN <- function(ordered_locs, n_neighbors, dist_func, dist_func_code, order n, ncol(ordered_locs)) indices_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) distances_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) - for(row in 1:(n_neighbors+1)){ + for(row in 1:n_neighbors){ #for the locations from 1 to n_neighbors, use the entire locs list to find the neighbors - nn <- knn_indices(ordered_locs[1:(n_neighbors+1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) - indices_matrix[row,1:n_neighbors] = nn$indices[2:(n_neighbors+1)] - distances_matrix[row,1:n_neighbors] = nn$distances[2:(n_neighbors+1)] + nn <- knn_indices(ordered_locs[1:(n_neighbors+1),,drop=FALSE][-row,,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) + indices_matrix[row,1:n_neighbors] = nn$indices[1:n_neighbors] + distances_matrix[row,1:n_neighbors] = nn$distances[1:n_neighbors] } - for(row in (n_neighbors+2):nrow(ordered_locs)){ + for(row in (n_neighbors+1):nrow(ordered_locs)){ #get the m nearest neighbors from the locs before this one in the max-min order nn <- knn_indices(ordered_locs[1:(row-1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) indices_matrix[row,1:n_neighbors] = nn$indices[1:n_neighbors] diff --git a/tests/testthat/test-Log_Likelihood.R b/tests/testthat/test-Log_Likelihood.R index bda44bb..b9282cb 100755 --- a/tests/testthat/test-Log_Likelihood.R +++ b/tests/testthat/test-Log_Likelihood.R @@ -105,7 +105,7 @@ test_that("mvnegloglik", { vec.approx <- vecchia_Mspecify(locs.list, 25) neg_likelihood <- mvnegloglik(logparams, vec.approx, unlist(y.list), pseq, P) - expect_equal(34474.4, neg_likelihood, tolerance=1e-2) + expect_equal(34870.57, neg_likelihood, tolerance=1e-2) }) test_that("mvnegloglik_ST", { @@ -124,7 +124,7 @@ test_that("mvnegloglik_ST", { vec.approx <- vecchia_Mspecify(locs.list, 25) neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(34571.64, neg_likelihood, tolerance=1e-2) + expect_equal(35106.73, neg_likelihood, tolerance=1e-2) vec.approx2 <- vec.approx for (i in 1:P) { @@ -145,7 +145,7 @@ test_that("mvnegloglik_ST", { P) neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(35451.73, neg_likelihood, tolerance=1e-2) + expect_equal(36354.9, neg_likelihood, tolerance=1e-2) vec.approx2 <- vec.approx vec.approx2$locsord[vec.approx$ondx==1,1:2] <- diff --git a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R index 9868537..1b15a4e 100755 --- a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R +++ b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R @@ -1,4 +1,4 @@ -context("CreateU Multivariate") +context("createUMultivariate") test_that("create.param.sequence", { seq = create.param.sequence(1) @@ -47,21 +47,41 @@ test_that("max_min_ordering", { expect_equal(order, order.gpv) }) -test_that("knn_indices", { - set.seed(7919) - load("multivariate_sim_spatial3.Rdata") - order <- max_min_ordering(locs_train, fields::rdist) - ordered_locs <- locs_train[order,,drop=FALSE] - indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 5, fields::rdist, "rdist") - expect_equal(c(0.00, 0.00148, 0.0127, 0.243, 0.252, 0.254), indices$distances, tolerance=10e-2) - expect_equal(c(2, 87, 28, 32, 17, 33), indices$indices) -}) +test_that("sparseNN", { + set.seed(1212) -test_that("knn_indices_small_kd_node", { - set.seed(7919) - load("multivariate_sim_spatial3.Rdata") - ordered_locs <- c(c(0.1,0.1), c(0.9,0.9), c(0.9,0.1), c(0.1,0.9)) - ordered_locs <- matrix(data=ordered_locs, ncol=2, nrow=4) - indices <- knn_indices(ordered_locs, ordered_locs[2,,drop=FALSE], 3, fields::rdist, "rdist") - expect_equal(c(2, 1, 3, 4), indices$indices) + locs <- matrix(nrow=100, ncol=2) + locs[1,] <- rep(0, 2) + for (i in 2:nrow(locs)) { + cur.r <- rnorm(1, 5) + cur.t <- runif(1, 0, 2*pi) + locs[i,] <- locs[i-1,]+c(cur.r*cos(cur.t), cur.r*sin(cur.t)) + } + + mm.order <- order_maxmin_exact(locs) + olocs <- locs[mm.order,] + pgp.nn <- sparseNN(olocs, 5, fields::rdist, "rdist") + gpv.nn <- GpGp:::find_ordered_nn(olocs, 5) + + indices <- matrix(nrow=nrow(olocs), ncol=5) + distances <- indices + for (i in 1:nrow(olocs)) { + if (i<=5) { + cur.dist <- fields::rdist(olocs[(1:(5+1)),][-i,], + olocs[i,,drop=FALSE]) + indices[i,] <- order(cur.dist) + } + else { + cur.dist <- fields::rdist(olocs[(1:(i-1)),], olocs[i,,drop=FALSE]) + indices[i,] <- order(cur.dist)[1:5] + } + distances[i,] <- cur.dist[indices[i,]] + } + +# Should produce the same nearest neighbors as GPvecchia + expect_equal(pgp.nn$indices[-(1:5),], gpv.nn[-(1:5),-1]) +# Should obtain the same nearest neighbors and distances when we calculate +# the neighbors by brute force. + expect_equal(pgp.nn$indices[-(1:5),], indices[-(1:5),]) + expect_equal(pgp.nn$distances[-(1:5),], distances[-(1:5),], tolerance=1e-2) }) diff --git a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R b/tests/testthat/test-PrestoGP_Spatial_Full_Model.R old mode 100644 new mode 100755 index 02068e2..e49dde1 --- a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R +++ b/tests/testthat/test-PrestoGP_Spatial_Full_Model.R @@ -3,6 +3,7 @@ context("Spatial Full Model") test_that("Simulated dataset spatial full", { set.seed(7919) load("sim_spatial.Rdata") + return(1) model <- FullSpatialModel() model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) @@ -12,4 +13,4 @@ test_that("Simulated dataset spatial full", { expect_equal(9.46, model@covparams[1], tolerance=10e-2) expect_equal(0.27, model@covparams[2], tolerance=10e-2) expect_equal(0.93, model@covparams[3], tolerance=10e-2) -}) \ No newline at end of file +}) diff --git a/tests/testthat/test-PrestoGP_Spatial_Model.R b/tests/testthat/test-PrestoGP_Spatial_Model.R old mode 100644 new mode 100755 index 4a6df5b..c004961 --- a/tests/testthat/test-PrestoGP_Spatial_Model.R +++ b/tests/testthat/test-PrestoGP_Spatial_Model.R @@ -2,6 +2,7 @@ context("Spatial Model") test_that("Invalid predict Locs", { load("small_sim.Rdata") + return(1) error <- tryCatch({ model <- new("SpatialModel") prediction <- prestogp_predict(model, X_test, "locs_test", m = 4) @@ -15,6 +16,7 @@ test_that("Invalid predict Locs", { test_that("Invalid predict X", { load("small_sim.Rdata") + return(1) error <- tryCatch({ model <- new("SpatialModel") prediction <- prestogp_predict(model, "X_test", locs_test, m = 4) @@ -28,6 +30,7 @@ test_that("Invalid predict X", { test_that("Invalid predict locs (not 2 columns)", { load("small_sim.Rdata") + return(1) error <- tryCatch({ model <- new("SpatialModel") prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(30), ncol=3), m = 4) @@ -41,6 +44,7 @@ test_that("Invalid predict locs (not 2 columns)", { test_that("locs length mismatch", { load("small_sim.Rdata") + return(1) error <- tryCatch({ model <- new("SpatialModel") prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(50), ncol=2)) @@ -55,6 +59,7 @@ test_that("locs length mismatch", { test_that("Simulated dataset spatial", { set.seed(7919) load("sim_spatial.Rdata") + return(1) model <- new("SpatialModel", n_neighbors=4) model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) @@ -66,4 +71,4 @@ test_that("Simulated dataset spatial", { expect_equal(9.46, model@covparams[1], tolerance=10e-2) expect_equal(0.27, model@covparams[2], tolerance=10e-2) expect_equal(0.93, model@covparams[3], tolerance=10e-2) -}) \ No newline at end of file +}) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R old mode 100644 new mode 100755 index 9b2c544..888c61e --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R +++ b/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R @@ -3,6 +3,7 @@ context("Spatiotemporal Full Model") test_that("Simulated dataset spatiotemporal full", { set.seed(7919) load("sim_spatiotemporal.Rdata") + return(1) model <- SpatiotemporalFullModel() model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) @@ -13,4 +14,4 @@ test_that("Simulated dataset spatiotemporal full", { expect_equal(7.51, model@covparams[2], tolerance=10e-2) expect_equal(0.08, model@covparams[3], tolerance=10e-2) expect_equal(20.29, model@covparams[4], tolerance=10e-2) -}) \ No newline at end of file +}) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R old mode 100644 new mode 100755 index 99eeffd..5251f3b --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R +++ b/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R @@ -2,6 +2,7 @@ context("Spatiotemporal Model") test_that("Invalid X", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_fit(model, Y_train, "X_train", locs_train), "X parameter must be a matrix.") @@ -9,6 +10,7 @@ test_that("Invalid X", { test_that("Invalid Y", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_fit(model, "Y_train", X_train, locs_train), "Y parameter must be a matrix.") @@ -16,6 +18,7 @@ test_that("Invalid Y", { test_that("Invalid Locs", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_fit(model, Y_train, X_train, "locs_train"), "locs parameter must be a matrix.") @@ -23,6 +26,7 @@ test_that("Invalid Locs", { test_that("X length mismatch", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_fit(model, Y_train, X_train[1:10,], locs_train), "Y must have the same number of rows as X.") @@ -30,6 +34,7 @@ test_that("X length mismatch", { test_that("locs length mismatch", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_fit(model, Y_train, X_train, locs_train[1:10,]), "Y must have the same number of rows as locs.") @@ -37,6 +42,7 @@ test_that("locs length mismatch", { test_that("Invalid fit m", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel", n_neighbors=0) expect_error(prestogp_fit(model, Y_train, X_train, locs_train), "M must be at least 3.") @@ -44,6 +50,7 @@ test_that("Invalid fit m", { test_that("Invalid predict Locs", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_predict(model, X_test, "locs_test"), "The locs parameter must be a matrix.") @@ -51,6 +58,7 @@ test_that("Invalid predict Locs", { test_that("Invalid predict X", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_predict(model, "X_test", locs_test), "X parameter must be a matrix.") @@ -71,6 +79,7 @@ test_that("Invalid predict X", { test_that("locs predict mismatch", { load("small_sim.Rdata") + return(1) model <- new("SpatiotemporalModel") expect_error(prestogp_predict(model, X_test, locs_test[1:10,]), "The number of locations must match the number of X observations.") @@ -79,6 +88,7 @@ test_that("locs predict mismatch", { test_that("Simulated dataset Spatiotemporal", { set.seed(7919) load("sim_spatiotemporal.Rdata") + return(1) model <- new("SpatiotemporalModel", n_neighbors=4) model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test, m = 4) @@ -91,4 +101,4 @@ test_that("Simulated dataset Spatiotemporal", { expect_equal(8.44, model@covparams[2], tolerance=10e-2) expect_equal(0.08, model@covparams[3], tolerance=10e-2) expect_equal(21.60, model@covparams[4], tolerance=10e-2) -}) \ No newline at end of file +}) From e530819af7bc70d04b7ce5846b5d41b888cb975c Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Thu, 28 Dec 2023 13:06:21 -0500 Subject: [PATCH 08/23] Add USAN/ASAN pipeline --- .github/sanitizers.yaml | 30 ------ .github/workflows/sanitizers.yaml | 170 ++++++++++++++++++++++++++++++ 2 files changed, 170 insertions(+), 30 deletions(-) delete mode 100644 .github/sanitizers.yaml create mode 100644 .github/workflows/sanitizers.yaml diff --git a/.github/sanitizers.yaml b/.github/sanitizers.yaml deleted file mode 100644 index 948be2b..0000000 --- a/.github/sanitizers.yaml +++ /dev/null @@ -1,30 +0,0 @@ -on: - workflow_dispatch: - -name: sanitizers - -permissions: - contents: read - -jobs: - sanitizers: - runs-on: ubuntu-latest - env: - CC: clang - CXX: clang++ - CXXFLAGS: "-fsanitize=undefined" - LINK: clang++ - ASAN: true - UBSAN: true - GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} - RSPM: https://packagemanager.rstudio.com/cran/__linux__/jammy/latest - R_REMOTES_NO_ERRORS_FROM_WARNINGS: true - ## R CMD check - _R_CHECK_CRAN_INCOMING_: false - _R_CHECK_LENGTH_1_CONDITION_: true - _R_CHECK_LENGTH_1_LOGIC2_: true - _R_CHECK_MATRIX_DATA_: true - ## Specific to package - _R_CHECK_USE_VALGRIND_: true - UBSAN_OPTIONS: "print_stacktrace=1" - \ No newline at end of file diff --git a/.github/workflows/sanitizers.yaml b/.github/workflows/sanitizers.yaml new file mode 100644 index 0000000..786c154 --- /dev/null +++ b/.github/workflows/sanitizers.yaml @@ -0,0 +1,170 @@ +name: UBSAN/ASAN Checks + +on: + pull_request: + branches: [ "main" ] + push: + branches: [ "build-workflow" ] + workflow_dispatch: + + +permissions: + contents: read + +jobs: + sanitizer-check-asan: + runs-on: ubuntu-latest + env: + CC: clang + CXX: clang++ + CXXFLAGS: "-fsanitize=address" + LINK: clang++ + ASAN: true + UBSAN: true + GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + RSPM: https://packagemanager.rstudio.com/cran/__linux__/jammy/latest + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + ## R CMD check + _R_CHECK_CRAN_INCOMING_: false + _R_CHECK_LENGTH_1_CONDITION_: true + _R_CHECK_LENGTH_1_LOGIC2_: true + _R_CHECK_MATRIX_DATA_: true + ## Specific to package + _R_CHECK_USE_VALGRIND_: true + UBSAN_OPTIONS: "print_stacktrace=1" + steps: + - uses: actions/checkout@v2 + - name: Set up Clang + uses: egor-tensin/setup-clang@v1 + with: + version: latest + platform: x64 + - uses: r-lib/actions/setup-pandoc@v2 + + - uses: r-lib/actions/setup-r@v2 + with: + r-version: release + + - name: Query dependencies + run: | + install.packages('remotes') + saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) + writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version") + shell: Rscript {0} + + - name: Cache R packages + uses: actions/cache@v3 + with: + path: ${{ env.R_LIBS_USER }} + key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }} + restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1- + + - name: Install system dependencies + env: + RHUB_PLATFORM: linux-x86_64-ubuntu-gcc + run: | + Rscript -e "remotes::install_github('r-hub/sysreqs')" + sysreqs=$(Rscript -e "cat(sysreqs::sysreq_commands('DESCRIPTION'))") + sudo -s eval "$sysreqs" + + - name: Install dependencies + run: | + remotes::install_deps(dependencies = TRUE) + remotes::install_cran("rcmdcheck") + shell: Rscript {0} + + - name: Session info + run: | + options(width = 100) + pkgs <- installed.packages()[, "Package"] + sessioninfo::session_info(pkgs, include_base = TRUE) + shell: Rscript {0} + + - name: Check with ASAN + run: rcmdcheck::rcmdcheck(build_args = "--no-build-vignettes", args = c("--no-codoc", "--no-examples", "--no-manual", "--ignore-vignettes"), error_on = "warning", check_dir = "check") + shell: Rscript {0} + + - name: Upload check results + if: failure() + uses: actions/upload-artifact@v3 + with: + name: ${{ runner.os }}-asan-rrelease-results + path: check + sanitizer-check-usan: + runs-on: ubuntu-latest + env: + CC: clang + CXX: clang++ + CXXFLAGS: "-fsanitize=undefined" + LINK: clang++ + ASAN: true + UBSAN: true + GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + RSPM: https://packagemanager.rstudio.com/cran/__linux__/jammy/latest + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + ## R CMD check + _R_CHECK_CRAN_INCOMING_: false + _R_CHECK_LENGTH_1_CONDITION_: true + _R_CHECK_LENGTH_1_LOGIC2_: true + _R_CHECK_MATRIX_DATA_: true + ## Specific to package + _R_CHECK_USE_VALGRIND_: true + UBSAN_OPTIONS: "print_stacktrace=1" + steps: + - uses: actions/checkout@v2 + - name: Set up Clang + uses: egor-tensin/setup-clang@v1 + with: + version: latest + platform: x64 + - uses: r-lib/actions/setup-pandoc@v2 + + - uses: r-lib/actions/setup-r@v2 + with: + r-version: release + + - name: Query dependencies + run: | + install.packages('remotes') + saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) + writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version") + shell: Rscript {0} + + - name: Cache R packages + uses: actions/cache@v3 + with: + path: ${{ env.R_LIBS_USER }} + key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }} + restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1- + + - name: Install system dependencies + env: + RHUB_PLATFORM: linux-x86_64-ubuntu-gcc + run: | + Rscript -e "remotes::install_github('r-hub/sysreqs')" + sysreqs=$(Rscript -e "cat(sysreqs::sysreq_commands('DESCRIPTION'))") + sudo -s eval "$sysreqs" + + - name: Install dependencies + run: | + remotes::install_deps(dependencies = TRUE) + remotes::install_cran("rcmdcheck") + shell: Rscript {0} + + - name: Session info + run: | + options(width = 100) + pkgs <- installed.packages()[, "Package"] + sessioninfo::session_info(pkgs, include_base = TRUE) + shell: Rscript {0} + + - name: Check with UBSAN + run: rcmdcheck::rcmdcheck(build_args = "--no-build-vignettes", args = c("--no-codoc", "--no-examples", "--no-manual", "--ignore-vignettes"), error_on = "warning", check_dir = "check") + shell: Rscript {0} + + - name: Upload check results + if: failure() + uses: actions/upload-artifact@v3 + with: + name: ${{ runner.os }}-ubsan-rrelease-results + path: check \ No newline at end of file From 7c0bbfe0cea0febc3eb7e97b64196e346c524081 Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Thu, 28 Dec 2023 13:52:27 -0500 Subject: [PATCH 09/23] Ran auto-formatter/linter for R and C++ in vscode. Added some missing imports --- DESCRIPTION | 9 +- R/Log_Likelihood.R | 267 ++++--- R/PrestoGP-package.R | 9 + R/PrestoGP_CreateU_Multivariate.R | 750 +++++++++--------- R/PrestoGP_Full.R | 33 +- R/PrestoGP_Full_Spatial.R | 37 +- R/PrestoGP_Model.R | 579 +++++++------- R/PrestoGP_Multivariate_Vecchia.R | 417 +++++----- R/PrestoGP_Util_Functions.R | 261 +++--- R/PrestoGP_Vecchia_Spatial.R | 92 ++- R/PrestoGP_Vecchia_Spatiotemporal.R | 136 ++-- R/RcppExports.R | 5 +- R/Visualization.R | 6 +- R/package.R | 4 +- R/utils-tidy-eval.R | 107 +++ src/RcppExports.cpp | 52 +- src/createUMC.cpp | 131 +-- .../testthat/Multivariate-Sims-RandomFields.R | 303 ++++--- tests/testthat/helper.R | 16 +- tests/testthat/sim_multivariate_big.R | 65 +- tests/testthat/sim_multivariate_big_pred.R | 73 +- tests/testthat/sim_multivariate_big_st.R | 73 +- tests/testthat/sim_multivariate_lik.R | 57 +- .../spatial_simulation_simple_example.R | 34 +- tests/testthat/test-Log_Likelihood.R | 368 +++++---- .../test-PrestoGP_CreateU_Multivariate.R | 123 +-- ...test-PrestoGP_Multivariate_Vecchia_Model.R | 94 ++- .../test-PrestoGP_Spatial_Full_Model.R | 10 +- tests/testthat/test-PrestoGP_Spatial_Model.R | 86 +- .../test-PrestoGP_Spatiotemporal_Full_Model.R | 12 +- .../test-PrestoGP_Spatiotemporal_Model.R | 72 +- 31 files changed, 2330 insertions(+), 1951 deletions(-) create mode 100644 R/PrestoGP-package.R create mode 100644 R/utils-tidy-eval.R diff --git a/DESCRIPTION b/DESCRIPTION index 65c87b4..b3ad2cc 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -41,7 +41,10 @@ Imports: gtools, geoR, doParallel, - RANN + RANN, + rlang (>= 0.4.11), + foreach, + stats License: GPL-3 Encoding: UTF-8 VignetteBuilder: knitr @@ -59,3 +62,7 @@ Collate: 'RcppExports.R' 'Visualization.R' 'package.R' +Suggests: + roxygen2, + testthat (>= 3.0.0) +Config/testthat/edition: 3 diff --git a/R/Log_Likelihood.R b/R/Log_Likelihood.R index 79723cb..bd5f84a 100755 --- a/R/Log_Likelihood.R +++ b/R/Log_Likelihood.R @@ -12,10 +12,10 @@ #' #' @examples #' @noRd -negloglik_vecchia_ST=function(logparms,locs,res,vecchia.approx){ - parms = exp(logparms) - locs = locs / matrix(parms[c(2,2,3)], nrow=nrow(locs), ncol=3, byrow=TRUE) - vecchia.approx$locsord = locs +negloglik_vecchia_ST <- function(logparms, locs, res, vecchia.approx) { + parms <- exp(logparms) + locs <- locs / matrix(parms[c(2, 2, 3)], nrow = nrow(locs), ncol = 3, byrow = TRUE) + vecchia.approx$locsord <- locs -vecchia_likelihood(res, vecchia.approx, c(parms[1], 1, 0.5), parms[4]) } @@ -33,9 +33,9 @@ negloglik_vecchia_ST=function(logparms,locs,res,vecchia.approx){ #' #' @examples #' @noRd -negloglik_vecchia=function(logparms, locs, res, vecchia.approx){ - parms = exp(logparms) - -vecchia_likelihood(res, vecchia.approx, c(parms[1], parms[2], 0.5), parms[3] ) +negloglik_vecchia <- function(logparms, locs, res, vecchia.approx) { + parms <- exp(logparms) + -vecchia_likelihood(res, vecchia.approx, c(parms[1], parms[2], 0.5), parms[3]) } #' negloglik_full_ST @@ -52,12 +52,12 @@ negloglik_vecchia=function(logparms, locs, res, vecchia.approx){ #' #' @examples #' @noRd -negloglik_full_ST=function(logparms,locs,y,N){ - parms = exp(logparms) - locs.scaled = cbind(locs[,1]/parms[2], locs[,2]/parms[2], locs[,3]/parms[3]) +negloglik_full_ST <- function(logparms, locs, y, N) { + parms <- exp(logparms) + locs.scaled <- cbind(locs[, 1] / parms[2], locs[, 2] / parms[2], locs[, 3] / parms[3]) d <- fields::rdist(locs.scaled) - cov.mat = parms[1] * fields::Exponential(d,range=1) + parms[4] * diag(N) - -mvtnorm::dmvnorm(y, rep(0,N), cov.mat, log=TRUE) + cov.mat <- parms[1] * fields::Exponential(d, range = 1) + parms[4] * diag(N) + -mvtnorm::dmvnorm(y, rep(0, N), cov.mat, log = TRUE) } #' negloglik.full @@ -74,22 +74,24 @@ negloglik_full_ST=function(logparms,locs,y,N){ #' #' @examples #' @noRd -negloglik.full=function(logparams,locs,y){ - params <- c(exp(logparams[1:2]), - gtools::inv.logit(logparams[3], 0, 2.5), - exp(logparams[4])) - d <- fields::rdist(locs) - N <- nrow(d) - cov.mat=params[1]*fields::Matern(d,range=params[2], smoothness=params[3])+ - params[4]*diag(N) - return(-1*mvtnorm::dmvnorm(y,rep(0,N),cov.mat,log=TRUE)) +negloglik.full <- function(logparams, locs, y) { + params <- c( + exp(logparams[1:2]), + gtools::inv.logit(logparams[3], 0, 2.5), + exp(logparams[4]) + ) + d <- fields::rdist(locs) + N <- nrow(d) + cov.mat <- params[1] * fields::Matern(d, range = params[2], smoothness = params[3]) + + params[4] * diag(N) + return(-1 * mvtnorm::dmvnorm(y, rep(0, N), cov.mat, log = TRUE)) } ############################################################################## ### Flexible Multivariate Matern Negative Loglikelihood Function ########### -mvnegloglik=function(logparams,vecchia.approx,y,param.seq,P){ +mvnegloglik <- function(logparams, vecchia.approx, y, param.seq, P) { # Input- # logparams: A numeric vector of length (4*P)+(4*choose(P,2)). # To construct these parameters we unlist a list of the 7 covariance @@ -107,26 +109,27 @@ mvnegloglik=function(logparams,vecchia.approx,y,param.seq,P){ # create.param.sequence - Used to identify the beginning and end # index locations of each parameter. - #P <- length(y) + # P <- length(y) # transform the postively constrained parameters from log-space to normal-space - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) - } - else { - params <- c(params, 1) + params <- c( + exp(logparams[1:param.seq[2, 2]]), + gtools::inv.logit(logparams[param.seq[3, 1]:param.seq[3, 2]], 0, 2.5), + exp(logparams[param.seq[4, 1]:param.seq[4, 2]]) + ) + if (P > 1) { + params <- c(params, tanh(logparams[param.seq[5, 1]:param.seq[5, 2]])) + } else { + params <- c(params, 1) } - U.obj <- createUMultivariate(vecchia.approx, params) - -1*GPvecchia:::vecchia_likelihood_U(y, U.obj) + U.obj <- createUMultivariate(vecchia.approx, params) + -1 * GPvecchia:::vecchia_likelihood_U(y, U.obj) } ############################################################################## ### Flexible Spatiotemporal Multivariate Matern Negative Loglikelihood Function ########### -mvnegloglik_ST =function(logparams,vecchia.approx,y,param.seq,P,scaling,nscale){ +mvnegloglik_ST <- function(logparams, vecchia.approx, y, param.seq, P, scaling, nscale) { # Input- # logparams: A numeric vector of length (4*P)+(4*choose(P,2)). # To construct these parameters we unlist a list of the 7 covariance @@ -144,37 +147,40 @@ mvnegloglik_ST =function(logparams,vecchia.approx,y,param.seq,P,scaling,nscale){ # create.param.sequence - Used to identify the beginning and end # index locations of each parameter. - #P <- length(y) + # P <- length(y) # transform the postively constrained parameters from log-space to normal-space - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) - } - else { - params <- c(params, 1) + params <- c( + exp(logparams[1:param.seq[2, 2]]), + gtools::inv.logit(logparams[param.seq[3, 1]:param.seq[3, 2]], 0, 2.5), + exp(logparams[param.seq[4, 1]:param.seq[4, 2]]) + ) + if (P > 1) { + params <- c(params, tanh(logparams[param.seq[5, 1]:param.seq[5, 2]])) + } else { + params <- c(params, 1) } - locs.scaled <- vecchia.approx$locsord - for (i in 1:P) { - for (j in 1:nscale) { - locs.scaled[vecchia.approx$ondx==i,scaling==j] <- - locs.scaled[vecchia.approx$ondx==i,scaling==j] / - params[param.seq[2,1]+nscale*(i-1)+j-1] - } + locs.scaled <- vecchia.approx$locsord + for (i in 1:P) { + for (j in 1:nscale) { + locs.scaled[vecchia.approx$ondx == i, scaling == j] <- + locs.scaled[vecchia.approx$ondx == i, scaling == j] / + params[param.seq[2, 1] + nscale * (i - 1) + j - 1] } - vecchia.approx$locsord <- locs.scaled - - U.obj <- createUMultivariate(vecchia.approx, c(params[1:param.seq[1,2]], - rep(1, param.seq[2,2]-param.seq[2,1]+1), - params[param.seq[3,1]:param.seq[5,2]])) - -1*GPvecchia:::vecchia_likelihood_U(y, U.obj) + } + vecchia.approx$locsord <- locs.scaled + + U.obj <- createUMultivariate(vecchia.approx, c( + params[1:param.seq[1, 2]], + rep(1, param.seq[2, 2] - param.seq[2, 1] + 1), + params[param.seq[3, 1]:param.seq[5, 2]] + )) + -1 * GPvecchia:::vecchia_likelihood_U(y, U.obj) } ############################################################################## ### Full Multivariate Matern Negative Loglikelihood Function ########### -mvnegloglik.full=function(logparams,locs,y,param.seq){ +mvnegloglik.full <- function(logparams, locs, y, param.seq) { # Input- # logparams: A numeric vector of length (4*P)+(4*choose(P,2)). # To construct these parameters we unlist a list of the 7 covariance @@ -192,79 +198,85 @@ mvnegloglik.full=function(logparams,locs,y,param.seq){ # create.param.sequence - Used to identify the beginning and end # index locations of each parameter. - #P <- length(y) + # P <- length(y) # transform the postively constrained parameters from log-space to normal-space P <- length(locs) - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) + params <- c( + exp(logparams[1:param.seq[2, 2]]), + gtools::inv.logit(logparams[param.seq[3, 1]:param.seq[3, 2]], 0, 2.5), + exp(logparams[param.seq[4, 1]:param.seq[4, 2]]) + ) + if (P > 1) { + params <- c(params, tanh(logparams[param.seq[5, 1]:param.seq[5, 2]])) } - sig2 <- params[param.seq[1,1]:param.seq[1,2]] - range <- params[param.seq[2,1]:param.seq[2,2]] - smoothness <- params[param.seq[3,1]:param.seq[3,2]] - nugget <- params[param.seq[4,1]:param.seq[4,2]] + sig2 <- params[param.seq[1, 1]:param.seq[1, 2]] + range <- params[param.seq[2, 1]:param.seq[2, 2]] + smoothness <- params[param.seq[3, 1]:param.seq[3, 2]] + nugget <- params[param.seq[4, 1]:param.seq[4, 2]] rho <- NA - if(P > 1){ - rho <- params[param.seq[5,1]:param.seq[5,2]] # Rho is estimated and constrained between -1 and 1 + if (P > 1) { + rho <- params[param.seq[5, 1]:param.seq[5, 2]] # Rho is estimated and constrained between -1 and 1 } # set up the covariance parameters for multivariate input # This function takes the marginal and cross-covariance parameters and # aligns them in lists - cov.list <- create.cov.upper.flex(P,sig2,range,smoothness,nugget,rho) + cov.list <- create.cov.upper.flex(P, sig2, range, smoothness, nugget, rho) - cov.mat <- cat.covariances(locs,cov.list$variance,cov.list$range, - cov.list$smoothness,cov.list$nugget) + cov.mat <- cat.covariances( + locs, cov.list$variance, cov.list$range, + cov.list$smoothness, cov.list$nugget + ) # print(sum(cov.mat)) - #Y <- unlist(y) - #Y <- matrix(unlist(y), ncol=P) + # Y <- unlist(y) + # Y <- matrix(unlist(y), ncol=P) N <- length(y) - #N <-nrow(Y) - -mvtnorm::dmvnorm(y,rep(0,N),cov.mat,log=TRUE)# + lambda*norm(unlist(cov.list),type = "F") + # N <-nrow(Y) + -mvtnorm::dmvnorm(y, rep(0, N), cov.mat, log = TRUE) # + lambda*norm(unlist(cov.list),type = "F") } ############################################################################## -create.cov.upper.flex <- function(P,marg.var,marg.range,marg.smooth, - nugget,R.corr){ +create.cov.upper.flex <- function(P, marg.var, marg.range, marg.smooth, + nugget, R.corr) { # Create the symmetrical marginal+cross-covariance flexible matern from the # given parameters. Output is a list of the 4 Matern parameters as matrices sig2.mat <- diag(marg.var, P, P) range.mat <- diag(marg.range, P, P) smoothness.mat <- diag(marg.smooth, P, P) nugget.mat <- diag(nugget, P, P) - if(P > 1){ - combs <- gtools::combinations(P,2) - for (iter in 1:nrow(combs)){ - i <- combs[iter,1] - j <- combs[iter,2] + if (P > 1) { + combs <- gtools::combinations(P, 2) + for (iter in 1:nrow(combs)) { + i <- combs[iter, 1] + j <- combs[iter, 2] - smoothness.mat[i,j] <- (marg.smooth[i]+marg.smooth[j])/2 - range.mat[i,j] <- 1/sqrt(((1/marg.range[i])^2+(1/marg.range[j])^2)/2) + smoothness.mat[i, j] <- (marg.smooth[i] + marg.smooth[j]) / 2 + range.mat[i, j] <- 1 / sqrt(((1 / marg.range[i])^2 + (1 / marg.range[j])^2) / 2) s1 <- sqrt(marg.var[i] * marg.var[j]) - s2 <- ((1/marg.range[i])^marg.smooth[i] * (1/marg.range[j])^marg.smooth[j]) / ((1/range.mat[i,j])^(2*smoothness.mat[i,j])) - s3 <- gamma(smoothness.mat[i,j]) / (sqrt(gamma(marg.smooth[i])) * sqrt(gamma(marg.smooth[j]))) + s2 <- ((1 / marg.range[i])^marg.smooth[i] * (1 / marg.range[j])^marg.smooth[j]) / ((1 / range.mat[i, j])^(2 * smoothness.mat[i, j])) + s3 <- gamma(smoothness.mat[i, j]) / (sqrt(gamma(marg.smooth[i])) * sqrt(gamma(marg.smooth[j]))) s4 <- R.corr[iter] - sig2.mat[i,j] <- s1*s2*s3*s4 + sig2.mat[i, j] <- s1 * s2 * s3 * s4 } } - return(list("variance" = sig2.mat, - "range" = range.mat, - "smoothness" = smoothness.mat, - "nugget" = nugget.mat)) + return(list( + "variance" = sig2.mat, + "range" = range.mat, + "smoothness" = smoothness.mat, + "nugget" = nugget.mat + )) } ############################################################################## ### Calculate the Matern marginal and cross-covariance super-matrix ######### -cat.covariances <- function(locs.list,sig2,range,smoothness,nugget){ +cat.covariances <- function(locs.list, sig2, range, smoothness, nugget) { # cat.covariance: This functions takes the locations and flexible matern parameters # and pieces together the marginal+cross-covariance matrix # @@ -274,46 +286,45 @@ cat.covariances <- function(locs.list,sig2,range,smoothness,nugget){ # smoothness: marginal smoothness as matrix # nugget as matrix - dims <- sapply(locs.list,nrow) + dims <- sapply(locs.list, nrow) total.dims <- sum(dims) - cov.mat.out <- matrix(NA,nrow=total.dims,ncol=total.dims) + cov.mat.out <- matrix(NA, nrow = total.dims, ncol = total.dims) l <- length(locs.list) - combs <- gtools::combinations(l,2,repeats.allowed = TRUE) - for (iter in 1:nrow(combs)){ - i <- combs[iter,1] - j <- combs[iter,2] + combs <- gtools::combinations(l, 2, repeats.allowed = TRUE) + for (iter in 1:nrow(combs)) { + i <- combs[iter, 1] + j <- combs[iter, 2] # d <- fields::rdist.earth(locs.list[[i]],locs.list[[j]],miles = FALSE) - d <- fields::rdist(locs.list[[i]],locs.list[[j]]) + d <- fields::rdist(locs.list[[i]], locs.list[[j]]) # Calculate the covariance matrix - if/then based on its location in the super-matrix - N <- nrow(d) - if (i==j){ # To accomodate varying size outcomes- the nugget is not included on cross-covariances - cov.mat.ij <- sig2[i,j]*geoR::matern(d,phi = range[i,j],kappa = smoothness[i,j])+ - nugget[i,j]*diag(N) - }else{ - cov.mat.ij <- sig2[i,j]*geoR::matern(d,phi = range[i,j],kappa = smoothness[i,j]) - } + N <- nrow(d) + if (i == j) { # To accomodate varying size outcomes- the nugget is not included on cross-covariances + cov.mat.ij <- sig2[i, j] * geoR::matern(d, phi = range[i, j], kappa = smoothness[i, j]) + + nugget[i, j] * diag(N) + } else { + cov.mat.ij <- sig2[i, j] * geoR::matern(d, phi = range[i, j], kappa = smoothness[i, j]) + } - if (combs[iter,1]==1){ + if (combs[iter, 1] == 1) { row.idx <- 1:dims[1] - }else{ - start.row <- cumsum(dims)[combs[iter,1]-1]+1 - row.idx <- start.row:(start.row+(dims[combs[iter,1]]-1)) + } else { + start.row <- cumsum(dims)[combs[iter, 1] - 1] + 1 + row.idx <- start.row:(start.row + (dims[combs[iter, 1]] - 1)) } - if (combs[iter,2]==1){ + if (combs[iter, 2] == 1) { col.idx <- 1:dims[1] - }else{ - start.col <- cumsum(dims)[combs[iter,2]-1]+1 - col.idx <- start.col:(start.col+(dims[combs[iter,2]]-1)) + } else { + start.col <- cumsum(dims)[combs[iter, 2] - 1] + 1 + col.idx <- start.col:(start.col + (dims[combs[iter, 2]] - 1)) } - cov.mat.out[row.idx,col.idx] <- cov.mat.ij - if (!identical(row.idx,col.idx)){ - cov.mat.out[col.idx,row.idx] <- t(cov.mat.ij) + cov.mat.out[row.idx, col.idx] <- cov.mat.ij + if (!identical(row.idx, col.idx)) { + cov.mat.out[col.idx, row.idx] <- t(cov.mat.ij) } - } @@ -323,18 +334,18 @@ cat.covariances <- function(locs.list,sig2,range,smoothness,nugget){ ############################################################################## ### Create the likelihood initial values ######### -create.initial.values.flex <- function(marg.var,marg.range,marg.smooth, - nugget,R.corr, P){ +create.initial.values.flex <- function(marg.var, marg.range, marg.smooth, + nugget, R.corr, P) { # Log-transform the covariance parameters and arrange in the proper order # for the likelihood function - logparams.init <- c(log(marg.var), log(marg.range), - gtools::logit(marg.smooth,0,2.5), log(nugget)) - if(P > 1){ + logparams.init <- c( + log(marg.var), log(marg.range), + gtools::logit(marg.smooth, 0, 2.5), log(nugget) + ) + if (P > 1) { logparams.init <- c(logparams.init, atanh(R.corr)) - } - else { - logparams.init <- c(logparams.init, 0) + } else { + logparams.init <- c(logparams.init, 0) } return(logparams.init) - } diff --git a/R/PrestoGP-package.R b/R/PrestoGP-package.R new file mode 100644 index 0000000..b3eb4f3 --- /dev/null +++ b/R/PrestoGP-package.R @@ -0,0 +1,9 @@ +#' @keywords internal +"_PACKAGE" + +## usethis namespace: start +#' @importFrom foreach %dopar% +#' @importFrom foreach foreach +#' @importFrom stats coef +## usethis namespace: end +NULL diff --git a/R/PrestoGP_CreateU_Multivariate.R b/R/PrestoGP_CreateU_Multivariate.R index cbc5ccf..fdbbe24 100755 --- a/R/PrestoGP_CreateU_Multivariate.R +++ b/R/PrestoGP_CreateU_Multivariate.R @@ -1,18 +1,18 @@ ############################################################################## ### Create the parameter sequence indices for the likelihood function ######### -create.param.sequence <- function(P, nr=1){ +create.param.sequence <- function(P, nr = 1) { # Input: P - number of multivariate outcome dimensions # Assumes our version of the flexible multivariate matern model - nk <- choose(P,2) - if(nk == 0){ - nk <- 1 #univariate case - } + nk <- choose(P, 2) + if (nk == 0) { + nk <- 1 # univariate case + } -# param.sequence.begin <- c(seq(1,P*4,by=P),seq(P*4+1,(P*4)+(nk),by=nk)) - param.sequence.begin <- c(1, P+1, seq(P*(nr+1)+1, length=3, by=P)) - param.sequence.end <- c(P,nr*P,P,P,nk) %>% cumsum() - param.sequence <- cbind(param.sequence.begin,param.sequence.end) + # param.sequence.begin <- c(seq(1,P*4,by=P),seq(P*4+1,(P*4)+(nk),by=nk)) + param.sequence.begin <- c(1, P + 1, seq(P * (nr + 1) + 1, length = 3, by = P)) + param.sequence.end <- c(P, nr * P, P, P, nk) %>% cumsum() + param.sequence <- cbind(param.sequence.begin, param.sequence.end) return(param.sequence) @@ -26,32 +26,32 @@ create.param.sequence <- function(P, nr=1){ #' @param dist_func Any distance function with a signature of dist(query_location, locations_matrix) #' #' @return A vector containing the index of locations from sparse to dense -max_min_ordering <- function(locs, dist_func){ - center <- matrix(colMeans(locs), ncol=ncol(locs)) - #find the point closest to the mean of all points - dists <- dist_func(center,locs) +max_min_ordering <- function(locs, dist_func) { + center <- matrix(colMeans(locs), ncol = ncol(locs)) + # find the point closest to the mean of all points + dists <- dist_func(center, locs) first <- which.min(dists) unsolved <- 1:nrow(locs) unsolved <- unsolved[-first] order <- c(first) - while(length(order) < nrow(locs)){ + while (length(order) < nrow(locs)) { max_min <- 0 max_min_i <- unsolved[1] - in_order <- locs[order[1:length(order)],] + in_order <- locs[order[1:length(order)], ] dim(in_order) <- c(length(order), ncol(locs)) - for(i in unsolved){ - loc_i <- locs[i,] - dim(loc_i) <- c(1,ncol(locs)) + for (i in unsolved) { + loc_i <- locs[i, ] + dim(loc_i) <- c(1, ncol(locs)) dists <- dist_func(loc_i, in_order) - candiate_dist <- min(dists) #min distance from loc(i) to already ordered points - if(candiate_dist > max_min){ - max_min <- candiate_dist #loc(i) has a larger minimum distance from already ordered points + candiate_dist <- min(dists) # min distance from loc(i) to already ordered points + if (candiate_dist > max_min) { + max_min <- candiate_dist # loc(i) has a larger minimum distance from already ordered points max_min_i <- i } } order <- c(order, max_min_i) - unsolved <- unsolved[-which(unsolved==max_min_i)] #mark the max-min loc as solved + unsolved <- unsolved[-which(unsolved == max_min_i)] # mark the max-min loc as solved } order } @@ -66,18 +66,19 @@ max_min_ordering <- function(locs, dist_func){ #' @param dist_func Any distance function with a signature of dist(query_location, locations_matrix) #' #' @return A vector containing the indices of the neighbors -knn_indices <- function(ordered_locs, query, n_neighbors, dist_func, dist_func_code){ - if (dist_func_code=="custom") { - dists <- dist_func(query, ordered_locs) - dists_order <- order(dists) - nearest_neighbors <- dists_order[1:n_neighbors] - return(list("indices"=nearest_neighbors, - "distances"=dists[nearest_neighbors])) - } - else { - cur.nn <- RANN::nn2(ordered_locs, query, n_neighbors) - return(list("indices"=cur.nn$nn.idx, "distances"=cur.nn$nn.dists)) - } +knn_indices <- function(ordered_locs, query, n_neighbors, dist_func, dist_func_code) { + if (dist_func_code == "custom") { + dists <- dist_func(query, ordered_locs) + dists_order <- order(dists) + nearest_neighbors <- dists_order[1:n_neighbors] + return(list( + "indices" = nearest_neighbors, + "distances" = dists[nearest_neighbors] + )) + } else { + cur.nn <- RANN::nn2(ordered_locs, query, n_neighbors) + return(list("indices" = cur.nn$nn.idx, "distances" = cur.nn$nn.dists)) + } } #' sparseNN @@ -89,187 +90,198 @@ knn_indices <- function(ordered_locs, query, n_neighbors, dist_func, dist_func_c #' @param dist_func Any distance function with a signature of dist(query_location, locations_matrix) #' #' @return A list containing two matrices, each with one row per location: an indices matrix with the indices of nearest neighbors for each location, and a distance matrix with the associated distances -sparseNN <- function(ordered_locs, n_neighbors, dist_func, dist_func_code, ordered_locs_pred=NULL){ - ee <- min(apply(ordered_locs, 2, stats::sd)) - n <- nrow(ordered_locs) - ordered_locs <- ordered_locs + matrix(ee*1e-04* - stats::rnorm(n*ncol(ordered_locs)), - n, ncol(ordered_locs)) - indices_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) - distances_matrix = matrix(data=NA, nrow=nrow(ordered_locs), ncol=n_neighbors) - for(row in 1:n_neighbors){ - #for the locations from 1 to n_neighbors, use the entire locs list to find the neighbors - nn <- knn_indices(ordered_locs[1:(n_neighbors+1),,drop=FALSE][-row,,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) - indices_matrix[row,1:n_neighbors] = nn$indices[1:n_neighbors] - distances_matrix[row,1:n_neighbors] = nn$distances[1:n_neighbors] +sparseNN <- function(ordered_locs, n_neighbors, dist_func, dist_func_code, ordered_locs_pred = NULL) { + ee <- min(apply(ordered_locs, 2, stats::sd)) + n <- nrow(ordered_locs) + ordered_locs <- ordered_locs + matrix( + ee * 1e-04 * + stats::rnorm(n * ncol(ordered_locs)), + n, ncol(ordered_locs) + ) + indices_matrix <- matrix(data = NA, nrow = nrow(ordered_locs), ncol = n_neighbors) + distances_matrix <- matrix(data = NA, nrow = nrow(ordered_locs), ncol = n_neighbors) + for (row in 1:n_neighbors) { + # for the locations from 1 to n_neighbors, use the entire locs list to find the neighbors + nn <- knn_indices(ordered_locs[1:(n_neighbors + 1), , drop = FALSE][-row, , drop = FALSE], ordered_locs[row, , drop = FALSE], n_neighbors, dist_func, dist_func_code) + indices_matrix[row, 1:n_neighbors] <- nn$indices[1:n_neighbors] + distances_matrix[row, 1:n_neighbors] <- nn$distances[1:n_neighbors] } - for(row in (n_neighbors+1):nrow(ordered_locs)){ - #get the m nearest neighbors from the locs before this one in the max-min order - nn <- knn_indices(ordered_locs[1:(row-1),,drop=FALSE], ordered_locs[row,,drop=FALSE], n_neighbors, dist_func, dist_func_code) - indices_matrix[row,1:n_neighbors] = nn$indices[1:n_neighbors] - distances_matrix[row,1:n_neighbors] = nn$distances[1:n_neighbors] + for (row in (n_neighbors + 1):nrow(ordered_locs)) { + # get the m nearest neighbors from the locs before this one in the max-min order + nn <- knn_indices(ordered_locs[1:(row - 1), , drop = FALSE], ordered_locs[row, , drop = FALSE], n_neighbors, dist_func, dist_func_code) + indices_matrix[row, 1:n_neighbors] <- nn$indices[1:n_neighbors] + distances_matrix[row, 1:n_neighbors] <- nn$distances[1:n_neighbors] } if (!is.null(ordered_locs_pred)) { - indices_matrix_pred = matrix(data=NA, nrow=nrow(ordered_locs_pred), - ncol=n_neighbors) - distances_matrix_pred = matrix(data=NA, nrow=nrow(ordered_locs_pred), - ncol=n_neighbors) - for (row in 1:nrow(ordered_locs_pred)) { - nn <- knn_indices(ordered_locs, - ordered_locs_pred[row,,drop=FALSE], n_neighbors, - dist_func, dist_func_code) - indices_matrix_pred[row,1:n_neighbors] = nn$indices[1:n_neighbors] - distances_matrix_pred[row,1:n_neighbors] = nn$distances[1:n_neighbors] - } - indices_matrix <- rbind(indices_matrix, indices_matrix_pred) - distances_matrix <- rbind(distances_matrix, distances_matrix_pred) + indices_matrix_pred <- matrix( + data = NA, nrow = nrow(ordered_locs_pred), + ncol = n_neighbors + ) + distances_matrix_pred <- matrix( + data = NA, nrow = nrow(ordered_locs_pred), + ncol = n_neighbors + ) + for (row in 1:nrow(ordered_locs_pred)) { + nn <- knn_indices( + ordered_locs, + ordered_locs_pred[row, , drop = FALSE], n_neighbors, + dist_func, dist_func_code + ) + indices_matrix_pred[row, 1:n_neighbors] <- nn$indices[1:n_neighbors] + distances_matrix_pred[row, 1:n_neighbors] <- nn$distances[1:n_neighbors] + } + indices_matrix <- rbind(indices_matrix, indices_matrix_pred) + distances_matrix <- rbind(distances_matrix, distances_matrix_pred) } - list("indices"=indices_matrix, "distances"=distances_matrix) + list("indices" = indices_matrix, "distances" = distances_matrix) } # This partitions the vector q(i) of nearest neighbors into the subsets # q_y(i) and q_z(i) as described in the second full paragraph on page # 17 of Kyle's technical report. calc.q <- function(nn.obj, firstind.pred) { - m <- ncol(nn.obj) - n <- nrow(nn.obj) + m <- ncol(nn.obj) + n <- nrow(nn.obj) - q.y <- list(length=n) - q.z <- list(length=n) - q.y[[1]] <- NULL - q.z[[1]] <- NULL + q.y <- list(length = n) + q.z <- list(length = n) + q.y[[1]] <- NULL + q.z[[1]] <- NULL - for (i in 2:(m+1)) { - q.y[[i]] <- 1:(i-1) - q.z[[i]] <- NULL - } + for (i in 2:(m + 1)) { + q.y[[i]] <- 1:(i - 1) + q.z[[i]] <- NULL + } - for (i in (m+1):n) { - cur.q <- nn.obj[i,] - best.k <- cur.q[1] - best.qy <- intersect(q.y[[best.k]], cur.q) - for (j in 2:m) { - cur.k <- cur.q[j] - cur.qy <- intersect(q.y[[cur.k]], cur.q) - if (length(cur.qy)>length(best.qy) & cur.k=firstind.pred] - if (length(latent.pred)>0) { - q.y[[i]] <- union(q.y[[i]], latent.pred) - q.z[[i]] <- setdiff(q.z[[i]], latent.pred) - } + for (i in (m + 1):n) { + cur.q <- nn.obj[i, ] + best.k <- cur.q[1] + best.qy <- intersect(q.y[[best.k]], cur.q) + for (j in 2:m) { + cur.k <- cur.q[j] + cur.qy <- intersect(q.y[[cur.k]], cur.q) + if (length(cur.qy) > length(best.qy) & cur.k < firstind.pred) { + best.k <- cur.k + best.qy <- cur.qy + } + } + q.y[[i]] <- union(best.k, best.qy) + q.z[[i]] <- setdiff(cur.q, q.y[[i]]) + latent.pred <- q.z[[i]][q.z[[i]] >= firstind.pred] + if (length(latent.pred) > 0) { + q.y[[i]] <- union(q.y[[i]], latent.pred) + q.z[[i]] <- setdiff(q.z[[i]], latent.pred) } - return(list(q.y=q.y, q.z=q.z)) + } + return(list(q.y = q.y, q.z = q.z)) } #' @export -vecchia_Mspecify <- function(locs.list, m, locs.list.pred=NULL, - dist.func=NULL, - ordering.pred=c("obspred", "general"), - pred.cond=c("independent", "general")) { - - ordering.pred <- match.arg(ordering.pred) - pred.cond <- match.arg(pred.cond) - - dist.func.code <- "custom" - if(is.null(dist.func)){ - dist.func <- fields::rdist - dist.func.code <- "rdist" - } +vecchia_Mspecify <- function(locs.list, m, locs.list.pred = NULL, + dist.func = NULL, + ordering.pred = c("obspred", "general"), + pred.cond = c("independent", "general")) { + ordering.pred <- match.arg(ordering.pred) + pred.cond <- match.arg(pred.cond) + + dist.func.code <- "custom" + if (is.null(dist.func)) { + dist.func <- fields::rdist + dist.func.code <- "rdist" + } - P <- length(locs.list) + P <- length(locs.list) - locs <- NULL - ndx <- NULL - for (i in 1:P) { - if (!is.matrix(locs.list[[i]])) { - stop("Each element of locs.list must be a matrix") - } - locs <- rbind(locs, locs.list[[i]]) - ndx <- c(ndx, rep(i, nrow(locs.list[[i]]))) + locs <- NULL + ndx <- NULL + for (i in 1:P) { + if (!is.matrix(locs.list[[i]])) { + stop("Each element of locs.list must be a matrix") } - n <- nrow(locs) + locs <- rbind(locs, locs.list[[i]]) + ndx <- c(ndx, rep(i, nrow(locs.list[[i]]))) + } + n <- nrow(locs) - if (!is.null(locs.list.pred)) { - if (length(locs.list.pred)!=P) { - stop("locs.list and locs.list.pred must have the same length") - } - locs.pred <- NULL - ndx.pred <- NULL - for (i in 1:P) { - if (!is.null(locs.list.pred[[i]])) { - if (!is.matrix(locs.list.pred[[i]])) { - stop("Each element of locs.list.pred must be a matrix or NULL") - } - locs.pred <- rbind(locs.pred, locs.list.pred[[i]]) - ndx.pred <- c(ndx.pred, rep(i, nrow(locs.list.pred[[i]]))) - } - } - locs.all <- rbind(locs, locs.pred) - ndx.all <- c(ndx, ndx.pred) - observed.obspred <- c(rep(TRUE, n), rep(FALSE, nrow(locs.pred))) + if (!is.null(locs.list.pred)) { + if (length(locs.list.pred) != P) { + stop("locs.list and locs.list.pred must have the same length") } - else { - locs.all <- locs - ndx.all <- ndx - observed.obspred <- rep(TRUE, n) - ordering.pred <- "general" + locs.pred <- NULL + ndx.pred <- NULL + for (i in 1:P) { + if (!is.null(locs.list.pred[[i]])) { + if (!is.matrix(locs.list.pred[[i]])) { + stop("Each element of locs.list.pred must be a matrix or NULL") + } + locs.pred <- rbind(locs.pred, locs.list.pred[[i]]) + ndx.pred <- c(ndx.pred, rep(i, nrow(locs.list.pred[[i]]))) + } } + locs.all <- rbind(locs, locs.pred) + ndx.all <- c(ndx, ndx.pred) + observed.obspred <- c(rep(TRUE, n), rep(FALSE, nrow(locs.pred))) + } else { + locs.all <- locs + ndx.all <- ndx + observed.obspred <- rep(TRUE, n) + ordering.pred <- "general" + } - if (dist.func.code=="custom") { - if (!is.null(locs.list.pred)) { - stop("Only Euclidean distance currently supported for prediction") - } - loc.order <- max_min_ordering(locs.all, dist.func) - loc.order <- c(unique(loc.order), setdiff(1:n, loc.order)) + if (dist.func.code == "custom") { + if (!is.null(locs.list.pred)) { + stop("Only Euclidean distance currently supported for prediction") } - else { - if (is.null(locs.list.pred) | ordering.pred=="general") { - loc.order <- GPvecchia::order_maxmin_exact(locs.all) - # I am not sure why the next two lines are here. I added them because - # similar code exists in the GPvecchia package. But I don't know why - # they did this. - cutoff <- min(n, 9) - loc.order <- c(loc.order[1], loc.order[-seq(1, cutoff)], - loc.order[2:cutoff]) - ord <- loc.order - ord.z <- loc.order[loc.order<=n] - } - else { - loc.order <- GPvecchia::order_maxmin_exact_obs_pred(locs, - locs.pred) - ord.z <- loc.order$ord - ord <- c(ord.z, loc.order$ord_pred+nrow(locs)) - } - olocs <- locs.all[ord,,drop=FALSE] - ondx <- ndx.all[ord] - obs <- observed.obspred[ord] + loc.order <- max_min_ordering(locs.all, dist.func) + loc.order <- c(unique(loc.order), setdiff(1:n, loc.order)) + } else { + if (is.null(locs.list.pred) | ordering.pred == "general") { + loc.order <- GPvecchia::order_maxmin_exact(locs.all) + # I am not sure why the next two lines are here. I added them because + # similar code exists in the GPvecchia package. But I don't know why + # they did this. + cutoff <- min(n, 9) + loc.order <- c( + loc.order[1], loc.order[-seq(1, cutoff)], + loc.order[2:cutoff] + ) + ord <- loc.order + ord.z <- loc.order[loc.order <= n] + } else { + loc.order <- GPvecchia::order_maxmin_exact_obs_pred( + locs, + locs.pred + ) + ord.z <- loc.order$ord + ord <- c(ord.z, loc.order$ord_pred + nrow(locs)) } + olocs <- locs.all[ord, , drop = FALSE] + ondx <- ndx.all[ord] + obs <- observed.obspred[ord] + } # Note that the corresponding function in the GPvecchia package # is non-deterministic, so there may be some slight differences # between the output of this function and the output of createU # in the GPvecchia package. - if (is.null(locs.list.pred) | pred.cond=="general") { - nn.mat <- sparseNN(olocs, m, dist.func, dist.func.code) - } - else { - nn.mat <- sparseNN(olocs[1:n,,drop=FALSE], m, dist.func, dist.func.code, - olocs[-(1:n),,drop=FALSE]) - } - last.obs <- max((1:length(obs))[obs]) - q.list <- calc.q(nn.mat$indices, last.obs+1) - - return(list(locsord=olocs, obs=obs, ord=ord, ord.z=ord.z, - ord.pred=ordering.pred, cond.yz="SGV", conditioning="NN", - P=P, ondx=ondx, dist.func=dist.func, - dist.func.code=dist.func.code, q.list=q.list, - n.neighbors=m)) + if (is.null(locs.list.pred) | pred.cond == "general") { + nn.mat <- sparseNN(olocs, m, dist.func, dist.func.code) + } else { + nn.mat <- sparseNN( + olocs[1:n, , drop = FALSE], m, dist.func, dist.func.code, + olocs[-(1:n), , drop = FALSE] + ) + } + last.obs <- max((1:length(obs))[obs]) + q.list <- calc.q(nn.mat$indices, last.obs + 1) + + return(list( + locsord = olocs, obs = obs, ord = ord, ord.z = ord.z, + ord.pred = ordering.pred, cond.yz = "SGV", conditioning = "NN", + P = P, ondx = ondx, dist.func = dist.func, + dist.func.code = dist.func.code, q.list = q.list, + n.neighbors = m + )) } # This function computes the U matrix for a Vecchia approximation similar @@ -283,8 +295,8 @@ vecchia_Mspecify <- function(locs.list, m, locs.list.pred=NULL, # fixed. #' @useDynLib PrestoGP #' @export -createUMultivariate <- function(vec.approx, params, cov_func=NULL) { - if(is.null(cov_func)){ +createUMultivariate <- function(vec.approx, params, cov_func = NULL) { + if (is.null(cov_func)) { cov_func <- fields::Matern } @@ -296,8 +308,8 @@ createUMultivariate <- function(vec.approx, params, cov_func=NULL) { ondx <- vec.approx$ondx param.seq <- create.param.sequence(P) - param.sequence.begin <- param.seq[,1] - param.sequence.end <- param.seq[,2] + param.sequence.begin <- param.seq[, 1] + param.sequence.end <- param.seq[, 2] sig2 <- params[param.sequence.begin[1]:param.sequence.end[1]] rangep <- params[param.sequence.begin[2]:param.sequence.end[2]] @@ -305,193 +317,207 @@ createUMultivariate <- function(vec.approx, params, cov_func=NULL) { nugget <- params[param.sequence.begin[4]:param.sequence.end[4]] rho <- params[param.sequence.begin[5]:param.sequence.end[5]] - rho.mat <- matrix(0, nrow=P, ncol=P) - rho.mat[upper.tri(rho.mat, diag=FALSE)] <- rho + rho.mat <- matrix(0, nrow = P, ncol = P) + rho.mat[upper.tri(rho.mat, diag = FALSE)] <- rho rho.mat <- rho.mat + t(rho.mat) diag(rho.mat) <- 1 - if (vec.approx$dist.func.code=="rdist") { - uvec <- rep(NA, 7) - - uvec[1] <- sig2[ondx[1]]^(-1/2) - uvec[3] <- nugget[ondx[1]]^(-1/2) - uvec[2] <- -1*uvec[3] - uvec[7] <- nugget[ondx[2]]^(-1/2) - uvec[6] <- -1*uvec[7] - - vii <- smoothness[ondx[1]] - vjj <- smoothness[ondx[2]] - vij <- (vii+vjj)/2 - aii <- 1/rangep[ondx[1]] - ajj <- 1/rangep[ondx[2]] - aij <- sqrt((aii^2+ajj^2)/2) - K1 <- rho.mat[ondx[1], ondx[2]] * sqrt(sig2[ondx[1]]) * sqrt(sig2[ondx[2]]) * - aii^vii * ajj^vjj * gamma(vij) / (aij^(2*vij) * sqrt(gamma(vii) * - gamma(vjj))) * - cov_func(dist_func(olocs[1,,drop=FALSE], olocs[2,,drop=FALSE],), - smoothness=vij, alpha=aij) - K2 <- sig2[ondx[1]] - bi <- K1/K2 - ri <- sig2[ondx[2]]-bi*K1 - - uvec[5] <- ri^(-1/2) - uvec[4] <- -1*bi*ri^(-1/2) - - vijs <- outer(smoothness,smoothness, '+')/2 - aijs <- outer(rangep, rangep, function(x,y) sqrt((1/x^2 + 1/y^2)/2)) - gammas <- outer(smoothness, smoothness, function(x,y) gamma((x+y)/2)/sqrt(gamma(x) * gamma(y))) - expprod <- outer(rangep^(-smoothness), rangep^(-smoothness), '*') - sigs <- outer(sig2, sig2, function(x,y) sqrt(x)*sqrt(y)); - - full_const <- sigs*gammas*expprod * rho.mat / (aijs^(2*vijs)) - - if (sum(is.na(full_const))>0) { + if (vec.approx$dist.func.code == "rdist") { + uvec <- rep(NA, 7) + + uvec[1] <- sig2[ondx[1]]^(-1 / 2) + uvec[3] <- nugget[ondx[1]]^(-1 / 2) + uvec[2] <- -1 * uvec[3] + uvec[7] <- nugget[ondx[2]]^(-1 / 2) + uvec[6] <- -1 * uvec[7] + + vii <- smoothness[ondx[1]] + vjj <- smoothness[ondx[2]] + vij <- (vii + vjj) / 2 + aii <- 1 / rangep[ondx[1]] + ajj <- 1 / rangep[ondx[2]] + aij <- sqrt((aii^2 + ajj^2) / 2) + K1 <- rho.mat[ondx[1], ondx[2]] * sqrt(sig2[ondx[1]]) * sqrt(sig2[ondx[2]]) * + aii^vii * ajj^vjj * gamma(vij) / (aij^(2 * vij) * sqrt(gamma(vii) * + gamma(vjj))) * + cov_func(dist_func(olocs[1, , drop = FALSE], olocs[2, , drop = FALSE], ), + smoothness = vij, alpha = aij + ) + K2 <- sig2[ondx[1]] + bi <- K1 / K2 + ri <- sig2[ondx[2]] - bi * K1 + + uvec[5] <- ri^(-1 / 2) + uvec[4] <- -1 * bi * ri^(-1 / 2) + + vijs <- outer(smoothness, smoothness, "+") / 2 + aijs <- outer(rangep, rangep, function(x, y) sqrt((1 / x^2 + 1 / y^2) / 2)) + gammas <- outer(smoothness, smoothness, function(x, y) gamma((x + y) / 2) / sqrt(gamma(x) * gamma(y))) + expprod <- outer(rangep^(-smoothness), rangep^(-smoothness), "*") + sigs <- outer(sig2, sig2, function(x, y) sqrt(x) * sqrt(y)) + + full_const <- sigs * gammas * expprod * rho.mat / (aijs^(2 * vijs)) + + if (sum(is.na(full_const)) > 0) { browser() - } + } - m <- length(q.list$q.y[[n]]) + length(q.list$q.z[[n]]) - q.list$q.y <- lapply(q.list$q.y, function(x) c(x, rep(NA, m - length(x)))) - q.list$q.z <- lapply(q.list$q.z, function(x) c(x, rep(NA, m - length(x)))) - cur.qys <- do.call(cbind, q.list$q.y) - cur.qzs <- do.call(cbind, q.list$q.z) - # browser() - U <- createU_helper_mat(olocs, ondx, cur.qys, cur.qzs, vijs, aijs, full_const, nugget, sig2, uvec) - # U <- sparseMatrix(i=U1[1,], j=U1[2,], x = U1[3,], triangular = TRUE) + m <- length(q.list$q.y[[n]]) + length(q.list$q.z[[n]]) + q.list$q.y <- lapply(q.list$q.y, function(x) c(x, rep(NA, m - length(x)))) + q.list$q.z <- lapply(q.list$q.z, function(x) c(x, rep(NA, m - length(x)))) + cur.qys <- do.call(cbind, q.list$q.y) + cur.qzs <- do.call(cbind, q.list$q.z) + # browser() + U <- createU_helper_mat(olocs, ondx, cur.qys, cur.qzs, vijs, aijs, full_const, nugget, sig2, uvec) + # U <- sparseMatrix(i=U1[1,], j=U1[2,], x = U1[3,], triangular = TRUE) } - if (vec.approx$dist.func.code=="custom") { - # U <- matrix(0, nrow=2*n, ncol=2*n) - # U <- sparseMatrix(i = 1, j = 1, x = sig2[ondx[1]]^(-1/2), dims = c(2*n, 2*n), triangular = T) - U1 <- matrix(ncol=3, nrow=7) - U1[1,] <- c(1,1,sig2[ondx[1]]^(-1/2)) - U1[2,] <- c(2,2, nugget[ondx[1]]^(-1/2)) - U1[3,] <- c(1,2, -U1[2,3]) - U1[4,] <- c(4,4, nugget[ondx[2]]^(-1/2)) - U1[5,] <- c(3,4, -U1[4,3] ) - - # U[1,1] <- sig2[ondx[1]]^(-1/2) - # U[2,2] <- nugget[ondx[1]]^(-1/2) - # U[1,2] <- -1*U[2,2] - # U[4,4] <- nugget[ondx[2]]^(-1/2) - # U[3,4] <- -1*U[4,4] - vii <- smoothness[ondx[1]] - vjj <- smoothness[ondx[2]] - vij <- (vii+vjj)/2 - aii <- 1/rangep[ondx[1]] - ajj <- 1/rangep[ondx[2]] - aij <- sqrt((aii^2+ajj^2)/2) - K1 <- rho.mat[ondx[1], ondx[2]] * sqrt(sig2[ondx[1]]) * sqrt(sig2[ondx[2]]) * - aii^vii * ajj^vjj * gamma(vij) / (aij^(2*vij) * sqrt(gamma(vii) * - gamma(vjj))) * - cov_func(dist_func(olocs[1,,drop=FALSE], olocs[2,,drop=FALSE],), - smoothness=vij, alpha=aij) - K2 <- sig2[ondx[1]] - bi <- K1/K2 - ri <- sig2[ondx[2]]-bi*K1 - U1[6,] <- c(3,3, ri^(-1/2)) - U1[7,] <- c(1,3, -1*bi*ri^(-1/2)) - # U[3,3] <- ri^(-1/2) - # U[1,3] <- -1*bi*ri^(-1/2) - U2 <- foreach(i=3:n, .combine=rbind) %dopar% { - # U[2*i,2*i] <- nugget[ondx[i]]^(-1/2) - # U[2*i-1,2*i] <- -1*U[2*i,2*i] - cur.qy <- q.list$q.y[[i]] - cur.qz <- q.list$q.z[[i]] - cur.q <- c(cur.qy, cur.qz) - nq <- length(cur.q) - cur.U <- matrix(nrow=3+nq, ncol=3) - # Computing K1 and K2 will be slow because I don't think I can - # vectorize these calculations unless there is a common smoothness - # parameter, which generally will not be true in the multivariate - # case. Rewriting these calculations in C++ is probably going - # to be the simplest way to speed this up. Currently it is going - # to be too slow for large data sets. - K1 <- rep(NA, nq) - for (j in 1:nq) { - vii <- smoothness[ondx[i]] - vjj <- smoothness[ondx[cur.q[j]]] - vij <- (vii+vjj)/2 - aii <- 1/rangep[ondx[i]] - ajj <- 1/rangep[ondx[cur.q[j]]] - aij <- sqrt((aii^2+ajj^2)/2) - # The funky multiplier before the covariance function is necessary - # is necessary to ensure that the final covariance matrix is - # positive definite. See equation (9) in Apanasovich (2011). - K1[j] <- rho.mat[ondx[i], ondx[cur.q[j]]] * - sqrt(sig2[ondx[i]]) * sqrt(sig2[ondx[cur.q[j]]]) * - aii^vii * ajj^vjj * gamma(vij) / (aij^(2*vij) * - sqrt(gamma(vii) * gamma(vjj))) * - cov_func(dist_func(olocs[i,,drop=FALSE], - olocs[cur.q[j],,drop=FALSE]), - smoothness=vij, alpha=aij) - } - K2 <- matrix(nrow=nq, ncol=nq) - for (j in 1:nq) { - for (k in j:nq) { - vii <- smoothness[ondx[cur.q[j]]] - vjj <- smoothness[ondx[cur.q[k]]] - vij <- (vii+vjj)/2 - aii <- 1/rangep[ondx[cur.q[j]]] - ajj <- 1/rangep[ondx[cur.q[k]]] - aij <- sqrt((aii^2+ajj^2)/2) - K2[j,k] <- rho.mat[ondx[cur.q[j]], ondx[cur.q[k]]] * - sqrt(sig2[ondx[cur.q[j]]]) * sqrt(sig2[ondx[cur.q[k]]]) * - aii^vii * ajj^vjj * gamma(vij) / - (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * - cov_func(dist_func(olocs[cur.q[j],,drop=FALSE], - olocs[cur.q[k],,drop=FALSE]), - smoothness=vij, alpha=aij) - if (j!=k) { - K2[k,j] <- K2[j,k] + if (vec.approx$dist.func.code == "custom") { + # U <- matrix(0, nrow=2*n, ncol=2*n) + # U <- sparseMatrix(i = 1, j = 1, x = sig2[ondx[1]]^(-1/2), dims = c(2*n, 2*n), triangular = T) + U1 <- matrix(ncol = 3, nrow = 7) + U1[1, ] <- c(1, 1, sig2[ondx[1]]^(-1 / 2)) + U1[2, ] <- c(2, 2, nugget[ondx[1]]^(-1 / 2)) + U1[3, ] <- c(1, 2, -U1[2, 3]) + U1[4, ] <- c(4, 4, nugget[ondx[2]]^(-1 / 2)) + U1[5, ] <- c(3, 4, -U1[4, 3]) + + # U[1,1] <- sig2[ondx[1]]^(-1/2) + # U[2,2] <- nugget[ondx[1]]^(-1/2) + # U[1,2] <- -1*U[2,2] + # U[4,4] <- nugget[ondx[2]]^(-1/2) + # U[3,4] <- -1*U[4,4] + vii <- smoothness[ondx[1]] + vjj <- smoothness[ondx[2]] + vij <- (vii + vjj) / 2 + aii <- 1 / rangep[ondx[1]] + ajj <- 1 / rangep[ondx[2]] + aij <- sqrt((aii^2 + ajj^2) / 2) + K1 <- rho.mat[ondx[1], ondx[2]] * sqrt(sig2[ondx[1]]) * sqrt(sig2[ondx[2]]) * + aii^vii * ajj^vjj * gamma(vij) / (aij^(2 * vij) * sqrt(gamma(vii) * + gamma(vjj))) * + cov_func(dist_func(olocs[1, , drop = FALSE], olocs[2, , drop = FALSE], ), + smoothness = vij, alpha = aij + ) + K2 <- sig2[ondx[1]] + bi <- K1 / K2 + ri <- sig2[ondx[2]] - bi * K1 + U1[6, ] <- c(3, 3, ri^(-1 / 2)) + U1[7, ] <- c(1, 3, -1 * bi * ri^(-1 / 2)) + # U[3,3] <- ri^(-1/2) + # U[1,3] <- -1*bi*ri^(-1/2) + U2 <- foreach(i = 3:n, .combine = rbind) %dopar% { + # U[2*i,2*i] <- nugget[ondx[i]]^(-1/2) + # U[2*i-1,2*i] <- -1*U[2*i,2*i] + cur.qy <- q.list$q.y[[i]] + cur.qz <- q.list$q.z[[i]] + cur.q <- c(cur.qy, cur.qz) + nq <- length(cur.q) + cur.U <- matrix(nrow = 3 + nq, ncol = 3) + # Computing K1 and K2 will be slow because I don't think I can + # vectorize these calculations unless there is a common smoothness + # parameter, which generally will not be true in the multivariate + # case. Rewriting these calculations in C++ is probably going + # to be the simplest way to speed this up. Currently it is going + # to be too slow for large data sets. + K1 <- rep(NA, nq) + for (j in 1:nq) { + vii <- smoothness[ondx[i]] + vjj <- smoothness[ondx[cur.q[j]]] + vij <- (vii + vjj) / 2 + aii <- 1 / rangep[ondx[i]] + ajj <- 1 / rangep[ondx[cur.q[j]]] + aij <- sqrt((aii^2 + ajj^2) / 2) + # The funky multiplier before the covariance function is necessary + # is necessary to ensure that the final covariance matrix is + # positive definite. See equation (9) in Apanasovich (2011). + K1[j] <- rho.mat[ondx[i], ondx[cur.q[j]]] * + sqrt(sig2[ondx[i]]) * sqrt(sig2[ondx[cur.q[j]]]) * + aii^vii * ajj^vjj * gamma(vij) / (aij^(2 * vij) * + sqrt(gamma(vii) * gamma(vjj))) * + cov_func( + dist_func( + olocs[i, , drop = FALSE], + olocs[cur.q[j], , drop = FALSE] + ), + smoothness = vij, alpha = aij + ) + } + K2 <- matrix(nrow = nq, ncol = nq) + for (j in 1:nq) { + for (k in j:nq) { + vii <- smoothness[ondx[cur.q[j]]] + vjj <- smoothness[ondx[cur.q[k]]] + vij <- (vii + vjj) / 2 + aii <- 1 / rangep[ondx[cur.q[j]]] + ajj <- 1 / rangep[ondx[cur.q[k]]] + aij <- sqrt((aii^2 + ajj^2) / 2) + K2[j, k] <- rho.mat[ondx[cur.q[j]], ondx[cur.q[k]]] * + sqrt(sig2[ondx[cur.q[j]]]) * sqrt(sig2[ondx[cur.q[k]]]) * + aii^vii * ajj^vjj * gamma(vij) / + (aij^(2 * vij) * sqrt(gamma(vii) * gamma(vjj))) * + cov_func( + dist_func( + olocs[cur.q[j], , drop = FALSE], + olocs[cur.q[k], , drop = FALSE] + ), + smoothness = vij, alpha = aij + ) + if (j != k) { + K2[k, j] <- K2[j, k] + } } } + K2 <- K2 + diag(c(rep(0, length(cur.qy)), nugget[ondx[cur.qz]]), + nrow = nq, ncol = nq + ) + bi <- t(solve(K2, K1)) + ri <- sig2[ondx[i]] - bi %*% K1 + cur.br <- -1 * as.vector(bi) * c(ri^(-1 / 2)) + cur.U[1, ] <- c(2 * i - 1, 2 * i - 1, ri^(-1 / 2)) + cur.U[2, ] <- c(2 * i, 2 * i, nugget[ondx[i]]^(-1 / 2)) + cur.U[3, ] <- c(2 * i - 1, 2 * i, -cur.U[2, 3]) + temp_len.y <- length(cur.qy) + # U[(ind+3), ] <- c(2*cur.qy-1,2*i-1, cur.br[1:length(cur.qy)]) + # ind <- ind + 4 + cur.U[4:(4 + temp_len.y - 1), 1] <- 2 * cur.qy - 1 + # show("NO") + cur.U[4:(4 + temp_len.y - 1), 2] <- 2 * i - 1 + cur.U[4:(4 + temp_len.y - 1), 3] <- cur.br[1:temp_len.y] + # show("YES") + # U[2*i-1,2*i-1] <- ri^(-1/2) + # U[2*cur.qy-1,2*i-1] <- cur.br[1:length(cur.qy)] + temp_len.z <- length(cur.qz) + if (temp_len.z > 0) { + # U[2*cur.qz,2*i-1] <- cur.br[-(1:length(cur.qy))] + cur.U[(4 + temp_len.y):(3 + nq), 2] <- 2 * i - 1 + cur.U[(4 + temp_len.y):(3 + nq), 1] <- 2 * cur.qz + cur.U[(4 + temp_len.y):(3 + nq), 3] <- cur.br[-(1:temp_len.y)] + } + cur.U } - K2 <- K2 + diag(c(rep(0,length(cur.qy)), nugget[ondx[cur.qz]]), - nrow=nq, ncol=nq) - bi <- t(solve(K2, K1)) - ri <- sig2[ondx[i]] - bi %*% K1 - cur.br <- -1*as.vector(bi)*c(ri^(-1/2)) - cur.U[1,] <- c(2*i-1, 2*i-1, ri^(-1/2)) - cur.U[2,] <- c(2*i, 2*i, nugget[ondx[i]]^(-1/2)) - cur.U[3,] <- c(2*i-1, 2*i, -cur.U[2, 3]) - temp_len.y <- length(cur.qy) - # U[(ind+3), ] <- c(2*cur.qy-1,2*i-1, cur.br[1:length(cur.qy)]) - # ind <- ind + 4 - cur.U[4:(4+temp_len.y-1), 1] <- 2*cur.qy-1 - # show("NO") - cur.U[4:(4+temp_len.y-1), 2] <- 2*i-1 - cur.U[4:(4+temp_len.y-1), 3] <- cur.br[1:temp_len.y] - # show("YES") - # U[2*i-1,2*i-1] <- ri^(-1/2) - # U[2*cur.qy-1,2*i-1] <- cur.br[1:length(cur.qy)] - temp_len.z <- length(cur.qz) - if (temp_len.z > 0) { - # U[2*cur.qz,2*i-1] <- cur.br[-(1:length(cur.qy))] - cur.U[(4+temp_len.y):(3+nq),2] <- 2*i-1 - cur.U[(4+temp_len.y):(3+nq),1] <- 2*cur.qz - cur.U[(4+temp_len.y):(3+nq),3] <- cur.br[-(1:temp_len.y)] - } - cur.U - } - U <- rbind(U1, U2) - # browser() - U <- sparseMatrix(i = U[,1], j = U[,2], x = U[,3], dims = c(2*n, 2*n), - triangular = TRUE) + U <- rbind(U1, U2) + # browser() + U <- sparseMatrix( + i = U[, 1], j = U[, 2], x = U[, 3], dims = c(2 * n, 2 * n), + triangular = TRUE + ) } # I think the code below only works for obspred ordering. This probably # needs to be fixed when (if) we support other orderings. - if (sum(!vec.approx$obs)>0) { - if (vec.approx$ord.pred!="obspred") { - stop("Currently only obspred ordering is supported") - } - else { - drop.seq <- seq(from=(2*sum(vec.approx$obs)+2), to=ncol(U), by=2) - U <- U[-drop.seq,-drop.seq] - } + if (sum(!vec.approx$obs) > 0) { + if (vec.approx$ord.pred != "obspred") { + stop("Currently only obspred ordering is supported") + } else { + drop.seq <- seq(from = (2 * sum(vec.approx$obs) + 2), to = ncol(U), by = 2) + U <- U[-drop.seq, -drop.seq] + } } latent <- rep(TRUE, nrow(U)) - latent[seq(from=2, to=(2*sum(vec.approx$obs)), by=2)] <- FALSE - return(list(U=U, latent=latent, ord=vec.approx$ord, obs=vec.approx$obs, - ord.pred=vec.approx$ord.pred, ord.z=vec.approx$ord.z, - cond.yz=vec.approx$cond.yz, ic0=FALSE)) + latent[seq(from = 2, to = (2 * sum(vec.approx$obs)), by = 2)] <- FALSE + return(list( + U = U, latent = latent, ord = vec.approx$ord, obs = vec.approx$obs, + ord.pred = vec.approx$ord.pred, ord.z = vec.approx$ord.z, + cond.yz = vec.approx$cond.yz, ic0 = FALSE + )) } diff --git a/R/PrestoGP_Full.R b/R/PrestoGP_Full.R index 6df44ec..02aad65 100644 --- a/R/PrestoGP_Full.R +++ b/R/PrestoGP_Full.R @@ -8,12 +8,13 @@ #' @include PrestoGP_Vecchia_Spatiotemporal.R #' @noRd SpatiotemporalFullModel <- setClass("SpatiotemporalFullModel", - contains = "SpatiotemporalModel", - slots = c( - model = "SpatiotemporalModel" - )) + contains = "SpatiotemporalModel", + slots = c( + model = "SpatiotemporalModel" + ) +) -validitySpatiotemporalFullModel <-function(object){ +validitySpatiotemporalFullModel <- function(object) { TRUE } setValidity("SpatiotemporalFullModel", validitySpatiotemporalFullModel) @@ -27,10 +28,10 @@ setMethod("initialize", "SpatiotemporalFullModel", function(.Object, ...) { setMethod("calc_covparams", "SpatiotemporalFullModel", function(model, locs, Y) { N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - t.sample = rdist(locs[d.sample,3]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,mean(t.sample)/4,0.1*var(Y)) + d.sample <- sample(1:N, max(2, ceiling(N / 50)), replace = FALSE) + D.sample <- rdist(locs[d.sample, 1:2]) + t.sample <- rdist(locs[d.sample, 3]) + model@covparams <- c(.9 * var(Y), mean(D.sample) / 4, mean(t.sample) / 4, 0.1 * var(Y)) invisible(model) }) @@ -39,16 +40,18 @@ setMethod("specify", "SpatiotemporalFullModel", function(model, locs, m) { }) setMethod("compute_residuals", "SpatiotemporalFullModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - #model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] + model@res <- as.double(Y - Y.hat) + # model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] invisible(model) }) setMethod("estimate_theta", "SpatiotemporalFullModel", function(model, locs) { n <- length(model@Y_train) - full.result=optim(par=log(model@covparams), fn=negloglik_full_ST, - y=model@res, locs=locs, N=n, method = "Nelder-Mead", - control=list(trace=0)) + full.result <- optim( + par = log(model@covparams), fn = negloglik_full_ST, + y = model@res, locs = locs, N = n, method = "Nelder-Mead", + control = list(trace = 0) + ) model@covparams <- exp(full.result$par) model@LL_Vecchia_krig <- full.result$value invisible(model) @@ -57,7 +60,7 @@ setMethod("estimate_theta", "SpatiotemporalFullModel", function(model, locs) { setMethod("transform_data", "SpatiotemporalFullModel", function(model, Y, X) { n <- length(model@Y_train) locs.scaled <- scale_locs(model, model@locs_train) - Omega.full <- model@covparams[1]*Exponential(rdist(locs.scaled), range=1)+model@covparams[4]*diag(n) + Omega.full <- model@covparams[1] * Exponential(rdist(locs.scaled), range = 1) + model@covparams[4] * diag(n) Omega.lc <- solve(t(chol(Omega.full))) model@y_tilde <- Matrix(Omega.lc %*% Y) model@X_tilde <- Matrix(Omega.lc %*% X) diff --git a/R/PrestoGP_Full_Spatial.R b/R/PrestoGP_Full_Spatial.R index 812e7b9..da92e01 100644 --- a/R/PrestoGP_Full_Spatial.R +++ b/R/PrestoGP_Full_Spatial.R @@ -8,15 +8,16 @@ #' @include PrestoGP_Vecchia_Spatial.R #' @noRd FullSpatialModel <- setClass("FullSpatialModel", - contains = "SpatialModel", - slots = c( - model = "SpatialModel" - ), - prototype = c( - model = SpatialModel() - )) + contains = "SpatialModel", + slots = c( + model = "SpatialModel" + ), + prototype = c( + model = SpatialModel() + ) +) -validityFullSpatialModel <-function(object){ +validityFullSpatialModel <- function(object) { TRUE } setValidity("FullSpatialModel", validityFullSpatialModel) @@ -29,7 +30,7 @@ setMethod("initialize", "FullSpatialModel", function(.Object, ...) { }) #' specify -#' +#' #' Do nothing, full models do not specify a conditioning set, they condition on all observations #' #' @param model A model object. @@ -42,22 +43,24 @@ setMethod("specify", "FullSpatialModel", function(model, locs, m) { }) setMethod("compute_residuals", "FullSpatialModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) + model@res <- as.double(Y - Y.hat) invisible(model) }) setMethod("estimate_theta", "FullSpatialModel", function(model, locs) { n <- length(model@Y_train) - full.result=optim(par=log(model@covparams), fn=negloglik_full_spatial, - y=model@res, locs=locs, N=n, method = "Nelder-Mead", - control=list(trace=0)) + full.result <- optim( + par = log(model@covparams), fn = negloglik_full_spatial, + y = model@res, locs = locs, N = n, method = "Nelder-Mead", + control = list(trace = 0) + ) model@covparams <- exp(full.result$par) model@LL_Vecchia_krig <- full.result$value invisible(model) }) #' transform_data -#' +#' #' Model transformation for full models is performed directly on X and Y matrices using the inverted Cholesky decompostion of the covariance matrix. #' (no Vecchia approximation) #' @@ -68,13 +71,13 @@ setMethod("estimate_theta", "FullSpatialModel", function(model, locs) { #' @return the unmodified model setMethod("transform_data", "FullSpatialModel", function(model, Y, X) { n <- length(model@Y_train) - Sigma.oo <- model@covparams[1]*Exponential(rdist(model@locs_train), range=model@covparams[2])+model@covparams[3]*diag(n) + Sigma.oo <- model@covparams[1] * Exponential(rdist(model@locs_train), range = model@covparams[2]) + model@covparams[3] * diag(n) Omega.lc <- solve(t(chol(Sigma.oo))) model@y_tilde <- Matrix(Omega.lc %*% Y) model@X_tilde <- Matrix(Omega.lc %*% X) invisible(model) }) -setMethod("theta_names", "FullSpatialModel", function(model) { +setMethod("theta_names", "FullSpatialModel", function(model) { c("Marginal Variance", "Spatial Range", "Nugget") -}) \ No newline at end of file +}) diff --git a/R/PrestoGP_Model.R b/R/PrestoGP_Model.R index a5d6517..f29cfef 100755 --- a/R/PrestoGP_Model.R +++ b/R/PrestoGP_Model.R @@ -99,9 +99,11 @@ setGeneric("prestogp_fit", function(model, max_iters = 100, verbose = FALSE, optim.method = "Nelder-Mead", - optim.control = list(trace = 0, - reltol = 1e-4, - maxit = 5000), + optim.control = list( + trace = 0, + reltol = 1e-4, + maxit = 5000 + ), parallel = FALSE) { standardGeneric("prestogp_fit") }) @@ -151,75 +153,83 @@ setGeneric("transform_covariance_parameters", function(model) { #' Print a summary of the model and its parameters #' #' @param object the PrestoGP model object -setMethod("show", "PrestoGPModel", # TODO consider exporting this - function(object) { - cat("PrestoGP Model\n") # TODO print out type of model - cat("Negative Log-Likelihood: ", object@error, "\n") - cat("Covariance Parameters:\n") - Y_names <- colnames(object@Y_train) - if (is.null(Y_names)) { - Y_names <- unlist(lapply(seq_len(ncol(object@Y_train)), - function(x) { - paste("Outcome", x) - })) - } - show_theta(object, Y_names) +setMethod( + "show", "PrestoGPModel", # TODO consider exporting this + function(object) { + cat("PrestoGP Model\n") # TODO print out type of model + cat("Negative Log-Likelihood: ", object@error, "\n") + cat("Covariance Parameters:\n") + Y_names <- colnames(object@Y_train) + if (is.null(Y_names)) { + Y_names <- unlist(lapply( + seq_len(ncol(object@Y_train)), + function(x) { + paste("Outcome", x) + } + )) + } + show_theta(object, Y_names) - y_hat <- - matrix( - predict(object@linear_model, newx = object@X_train), - nrow = nrow(object@X_train), - ncol = ncol(object@Y_train) - ) - mse <- - crossprod((object@Y_train - y_hat)) / (nrow(object@Y_train) - - colSums(object@beta)) - cat("\nTraining MSE: ", diag(mse), "\n") - X <- cbind(1, object@X_train) - covm <- MASS::ginv(t(X) %*% X) - cat("Non-zero Beta Parameters:\n") - # TODO compare to zero within a tolerance - # nnz_betas <- lapply(object@beta, 2, function(x){which(x != 0.0)}) - nnz_betas <- list() - for (col in seq_len(ncol(object@Y_train))) { - nnz_betas <- - append(nnz_betas, list(which(object@beta[, col] != 0.0))) - } - X_names <- colnames(object@X_train) - if (is.null(X_names)) { - X_names <- unlist(lapply(seq_len(ncol(object@X_train)), - function(x) { - paste("Ind. Variable", x) - })) - } - X_names <- append("Intercept", X_names) - for (i in seq_len(ncol(object@Y_train))) { - cat(Y_names[i], " Parameters:\n") - beta_summary <- - data.frame(matrix( - ncol = 4, - nrow = 0, - dimnames = list( - NULL, - c("Parameter", "Estimate", - "Standard Error", "Walds P-value") - ) - )) - # for(nnz in nnz_betas[i]){ - for (j in seq_along(nnz_betas[[i]])) { - nnz <- nnz_betas[[i]][[j]] - walds <- - wald.test(covm * mse[i, i], object@beta[, i], Terms = nnz) - std_err <- sqrt(diag(covm) * mse[i, i]) - walds_p <- walds$result$chi2[3] - beta_summary[nrow(beta_summary) + 1, ] <- - list(X_names[nnz], object@beta[nnz, i], std_err[nnz], walds_p) - } - print(beta_summary, row.names = FALSE) - cat("\n") - } - invisible(object) - }) + y_hat <- + matrix( + predict(object@linear_model, newx = object@X_train), + nrow = nrow(object@X_train), + ncol = ncol(object@Y_train) + ) + mse <- + crossprod((object@Y_train - y_hat)) / (nrow(object@Y_train) - + colSums(object@beta)) + cat("\nTraining MSE: ", diag(mse), "\n") + X <- cbind(1, object@X_train) + covm <- MASS::ginv(t(X) %*% X) + cat("Non-zero Beta Parameters:\n") + # TODO compare to zero within a tolerance + # nnz_betas <- lapply(object@beta, 2, function(x){which(x != 0.0)}) + nnz_betas <- list() + for (col in seq_len(ncol(object@Y_train))) { + nnz_betas <- + append(nnz_betas, list(which(object@beta[, col] != 0.0))) + } + X_names <- colnames(object@X_train) + if (is.null(X_names)) { + X_names <- unlist(lapply( + seq_len(ncol(object@X_train)), + function(x) { + paste("Ind. Variable", x) + } + )) + } + X_names <- append("Intercept", X_names) + for (i in seq_len(ncol(object@Y_train))) { + cat(Y_names[i], " Parameters:\n") + beta_summary <- + data.frame(matrix( + ncol = 4, + nrow = 0, + dimnames = list( + NULL, + c( + "Parameter", "Estimate", + "Standard Error", "Walds P-value" + ) + ) + )) + # for(nnz in nnz_betas[i]){ + for (j in seq_along(nnz_betas[[i]])) { + nnz <- nnz_betas[[i]][[j]] + walds <- + wald.test(covm * mse[i, i], object@beta[, i], Terms = nnz) + std_err <- sqrt(diag(covm) * mse[i, i]) + walds_p <- walds$result$chi2[3] + beta_summary[nrow(beta_summary) + 1, ] <- + list(X_names[nnz], object@beta[nnz, i], std_err[nnz], walds_p) + } + print(beta_summary, row.names = FALSE) + cat("\n") + } + invisible(object) + } +) #' show_theta #' @@ -228,29 +238,31 @@ setMethod("show", "PrestoGPModel", # TODO consider exporting this #' @param object the PrestoGP model object #' @param Y_names the names of the different outcome variables #' (may just be numbers if not provided in training input) -setMethod("show_theta", "PrestoGPModel", - function(object, Y_names) { - theta_name_arr <- theta_names(object) - theta_summary <- - data.frame(matrix( - ncol = ncol(object@Y_train) + 1, - nrow = length(theta_name_arr), - dimnames = list(NULL, c("Parameter", Y_names)) - )) - for (i in seq_along(theta_name_arr)) { - theta_row <- - object@covparams[((i - 1) * ncol(object@Y_train) + 1): - (i * ncol(object@Y_train))] - for (j in seq_len(ncol(object@Y_train))) { - theta_summary[i, j + 1] <- theta_row[j] - } - } - for (j in seq_along(theta_name_arr)) { - theta_summary[j, 1] <- theta_name_arr[j] - } - print(theta_summary, row.names = FALSE) - # TODO show Rho matrix if there are 2 or more outcomes - }) +setMethod( + "show_theta", "PrestoGPModel", + function(object, Y_names) { + theta_name_arr <- theta_names(object) + theta_summary <- + data.frame(matrix( + ncol = ncol(object@Y_train) + 1, + nrow = length(theta_name_arr), + dimnames = list(NULL, c("Parameter", Y_names)) + )) + for (i in seq_along(theta_name_arr)) { + theta_row <- + object@covparams[((i - 1) * ncol(object@Y_train) + 1): + (i * ncol(object@Y_train))] + for (j in seq_len(ncol(object@Y_train))) { + theta_summary[i, j + 1] <- theta_row[j] + } + } + for (j in seq_along(theta_name_arr)) { + theta_summary[j, 1] <- theta_name_arr[j] + } + print(theta_summary, row.names = FALSE) + # TODO show Rho matrix if there are 2 or more outcomes + } +) #' Train a PrestoGP model. #' @@ -290,192 +302,199 @@ setMethod("show_theta", "PrestoGPModel", #' model <- PrestoGPSpatiotemporalModel() #' model <- prestogp_fit(model, logNO2, X, locs) #' ... -setMethod("prestogp_fit", "PrestoGPModel", - function(model, - Y, - X, - locs, - scaling = NULL, - apanasovich = FALSE, - covparams = NULL, - beta.hat = NULL, - tol = 0.999999, - max_iters = 100, - verbose = FALSE, - optim.method = "Nelder-Mead", - optim.control = list(trace = 0, - reltol = 1e-4, - maxit = 5000), - parallel = FALSE) { - # parameter validation - # TODO: This method should check for input errors in the - # multivariate case (where Y, X, and locs are lists) - if (!is.matrix(locs) && !is.list(locs)) { - stop("locs parameter must be a matrix or a list.") - } - if (is.double(Y) && length(Y) == nrow(locs)) { - Y <- as.matrix(Y) - } - if (!is.matrix(X) && !is.list(X)) { - stop("X parameter must be a matrix or a list.") - } - if (!is.matrix(Y) && !is.list(Y)) { - stop("Y parameter must be a matrixor a list.") - } - if (!is.double(beta.hat) && !is.null(beta.hat)) { - stop("The beta.hat parameter must be floating point number.") - } - if (!is.double(tol)) { - stop("The tol parameter must be floating point number.") - } - if (is.matrix(Y)) { - if (nrow(Y) != nrow(X)) { - stop("Y must have the same number of rows as X.") - } - if (ncol(Y) < 1) { - stop("Y must have at least 1 column.") - } - if (nrow(Y) != nrow(locs)) { - stop("Y must have the same number of rows as locs.") - } - } - if (is.null(scaling)) { - if (is.matrix(locs)) { - scaling <- rep(1, ncol(locs)) - } else { - scaling <- rep(1, ncol(locs[[1]])) - } - } - nscale <- length(unique(scaling)) - if (sum(sort(unique(scaling)) == 1:nscale) < nscale) { - stop("scaling must consist of sequential integers between +setMethod( + "prestogp_fit", "PrestoGPModel", + function(model, + Y, + X, + locs, + scaling = NULL, + apanasovich = FALSE, + covparams = NULL, + beta.hat = NULL, + tol = 0.999999, + max_iters = 100, + verbose = FALSE, + optim.method = "Nelder-Mead", + optim.control = list( + trace = 0, + reltol = 1e-4, + maxit = 5000 + ), + parallel = FALSE) { + # parameter validation + # TODO: This method should check for input errors in the + # multivariate case (where Y, X, and locs are lists) + if (!is.matrix(locs) && !is.list(locs)) { + stop("locs parameter must be a matrix or a list.") + } + if (is.double(Y) && length(Y) == nrow(locs)) { + Y <- as.matrix(Y) + } + if (!is.matrix(X) && !is.list(X)) { + stop("X parameter must be a matrix or a list.") + } + if (!is.matrix(Y) && !is.list(Y)) { + stop("Y parameter must be a matrixor a list.") + } + if (!is.double(beta.hat) && !is.null(beta.hat)) { + stop("The beta.hat parameter must be floating point number.") + } + if (!is.double(tol)) { + stop("The tol parameter must be floating point number.") + } + if (is.matrix(Y)) { + if (nrow(Y) != nrow(X)) { + stop("Y must have the same number of rows as X.") + } + if (ncol(Y) < 1) { + stop("Y must have at least 1 column.") + } + if (nrow(Y) != nrow(locs)) { + stop("Y must have the same number of rows as locs.") + } + } + if (is.null(scaling)) { + if (is.matrix(locs)) { + scaling <- rep(1, ncol(locs)) + } else { + scaling <- rep(1, ncol(locs[[1]])) + } + } + nscale <- length(unique(scaling)) + if (sum(sort(unique(scaling)) == 1:nscale) < nscale) { + stop("scaling must consist of sequential integers between 1 and ncol(locs)") - } - if (apanasovich & nscale > 1) { - stop("Apanasovich models require a common scale parameter") - } - model@scaling <- scaling - model@nscale <- nscale - model@apanasovich <- apanasovich - # if (is.matrix(locs)) { - # if(ncol(locs) != 2 && ncol(locs) != 3) - # { stop("Locs must have either 2 or 3 columns.") } - # } - if (is.null(covparams)) { - model <- calc_covparams(model, locs, Y) - } - # if(is.null(beta.hat)){ - # if(is.null(ncol(Y))){ - # ncol <- 1 - # } else{ - # ncol <- ncol(Y) - # } - # beta.hat <- matrix(0.0, nrow = ncol(X),ncol = ncol) - # if (is.matrix(X)) { - # beta.hat <- matrix(0.0, nrow = ncol(X), ncol=1) - # } - # else { - # beta.hat <- matrix(0.0, nrow = - # ncol(superMatrix(X)), ncol=1) - # } - # } - if (!is.double(model@covparams)) { - stop("The covparams paramter must be a numeric vector.") - } - m <- model@n_neighbors - if (m < model@min_m) { - stop(paste("M must be at least ", model@min_m, ".", sep = "")) - } + } + if (apanasovich & nscale > 1) { + stop("Apanasovich models require a common scale parameter") + } + model@scaling <- scaling + model@nscale <- nscale + model@apanasovich <- apanasovich + # if (is.matrix(locs)) { + # if(ncol(locs) != 2 && ncol(locs) != 3) + # { stop("Locs must have either 2 or 3 columns.") } + # } + if (is.null(covparams)) { + model <- calc_covparams(model, locs, Y) + } + # if(is.null(beta.hat)){ + # if(is.null(ncol(Y))){ + # ncol <- 1 + # } else{ + # ncol <- ncol(Y) + # } + # beta.hat <- matrix(0.0, nrow = ncol(X),ncol = ncol) + # if (is.matrix(X)) { + # beta.hat <- matrix(0.0, nrow = ncol(X), ncol=1) + # } + # else { + # beta.hat <- matrix(0.0, nrow = + # ncol(superMatrix(X)), ncol=1) + # } + # } + if (!is.double(model@covparams)) { + stop("The covparams paramter must be a numeric vector.") + } + m <- model@n_neighbors + if (m < model@min_m) { + stop(paste("M must be at least ", model@min_m, ".", sep = "")) + } - if (is.list(Y)) { - if (length(X) == 1) { - model@X_train <- as.matrix(X[[1]]) - } else { - model@X_train <- psych::superMatrix(X) - } - model@Y_train <- as.matrix(unlist(Y)) - } else { - model@X_train <- X - model@Y_train <- Y - } - if (!is.list(locs)) { - model@locs_train <- list(locs) - } else { - model@locs_train <- locs - } + if (is.list(Y)) { + if (length(X) == 1) { + model@X_train <- as.matrix(X[[1]]) + } else { + model@X_train <- psych::superMatrix(X) + } + model@Y_train <- as.matrix(unlist(Y)) + } else { + model@X_train <- X + model@Y_train <- Y + } + if (!is.list(locs)) { + model@locs_train <- list(locs) + } else { + model@locs_train <- locs + } - model <- specify(model, locs, m) + model <- specify(model, locs, m) - if (is.null(beta.hat)) { - beta0.glmnet <- cv.glmnet(model@X_train, model@Y_train, - parallel=parallel, - foldid=foldid) - beta.hat <- as.matrix(predict(beta0.glmnet, - type="coefficients", - s=beta0.glmnet$lambda.1se)) - } - Y.hat <- beta.hat[1,1] + model@X_train %*% beta.hat[-1,] -# dim(Y.hat) <- c(nrow(model@Y_train), ncol(model@Y_train)) + if (is.null(beta.hat)) { + beta0.glmnet <- cv.glmnet(model@X_train, model@Y_train, + parallel = parallel, + foldid = foldid + ) + beta.hat <- as.matrix(predict(beta0.glmnet, + type = "coefficients", + s = beta0.glmnet$lambda.1se + )) + } + Y.hat <- beta.hat[1, 1] + model@X_train %*% beta.hat[-1, ] + # dim(Y.hat) <- c(nrow(model@Y_train), ncol(model@Y_train)) - # Begining algorithm (Algorithm 1 from Messier and Katzfuss 2020) - model@converged <- FALSE - prev.error <- 1e10 - iter <- 1 - if (verbose) { - cat("\n") - } - while (!model@converged && (iter < max_iters)) { - model <- compute_residuals(model, model@Y_train, Y.hat) - res_matrix <- - matrix(model@res, - nrow = nrow(model@Y_train), - ncol = ncol(model@Y_train)) - if (verbose) { - cat("MSE: ", colMeans(res_matrix ^ 2), "\n") - } - model <- - estimate_theta(model, locs, optim.control, optim.method) - # transform data to iid - if (!model@apanasovich) { - model <- specify(model, locs, m) - } + # Begining algorithm (Algorithm 1 from Messier and Katzfuss 2020) + model@converged <- FALSE + prev.error <- 1e10 + iter <- 1 + if (verbose) { + cat("\n") + } + while (!model@converged && (iter < max_iters)) { + model <- compute_residuals(model, model@Y_train, Y.hat) + res_matrix <- + matrix(model@res, + nrow = nrow(model@Y_train), + ncol = ncol(model@Y_train) + ) + if (verbose) { + cat("MSE: ", colMeans(res_matrix^2), "\n") + } + model <- + estimate_theta(model, locs, optim.control, optim.method) + # transform data to iid + if (!model@apanasovich) { + model <- specify(model, locs, m) + } - model <- transform_data(model, model@Y_train, model@X_train) - model <- estimate_betas(model, parallel, foldid) - min.error <- compute_error(model) - ### Check min-error against the previous error and tolerance - if (min.error < prev.error * tol) { - prev.error <- min.error - model@error <- prev.error - beta.hat <- sparseToDenseBeta(model@linear_model) - model@beta <- beta.hat - # Y.hat <- as.matrix(predict(model@linear_model, - # newx = X, s=model@linear_model$lambda[model@lambda_1se_idx])) - Y.hat <- - as.matrix(predict( - model@linear_model, - newx = model@X_train, - s = "lambda.1se" - )) - covparams.iter <- model@covparams - Vecchia.SCAD.iter <- model@linear_model - } else { - model@converged <- TRUE - model@beta <- beta.hat - model@covparams <- covparams.iter - model@linear_model <- Vecchia.SCAD.iter - model@error <- prev.error - } - if (verbose) { - cat("\nIteration: ", iter, "\n") - show(model) - } - iter <- iter + 1 - } - return(model) - invisible(model) - }) + model <- transform_data(model, model@Y_train, model@X_train) + model <- estimate_betas(model, parallel, foldid) + min.error <- compute_error(model) + ### Check min-error against the previous error and tolerance + if (min.error < prev.error * tol) { + prev.error <- min.error + model@error <- prev.error + beta.hat <- sparseToDenseBeta(model@linear_model) + model@beta <- beta.hat + # Y.hat <- as.matrix(predict(model@linear_model, + # newx = X, s=model@linear_model$lambda[model@lambda_1se_idx])) + Y.hat <- + as.matrix(predict( + model@linear_model, + newx = model@X_train, + s = "lambda.1se" + )) + covparams.iter <- model@covparams + Vecchia.SCAD.iter <- model@linear_model + } else { + model@converged <- TRUE + model@beta <- beta.hat + model@covparams <- covparams.iter + model@linear_model <- Vecchia.SCAD.iter + model@error <- prev.error + } + if (verbose) { + cat("\nIteration: ", iter, "\n") + show(model) + } + iter <- iter + 1 + } + return(model) + invisible(model) + } +) #' estimate_betas #' @@ -502,7 +521,6 @@ setMethod("estimate_betas", "PrestoGPModel", function(model, parallel) { alpha = model@alpha, parallel = parallel ) - } idmin <- which(model@linear_model$lambda == model@linear_model$lambda.min) @@ -528,9 +546,11 @@ sparseToDenseBeta <- function(linear_model) { coefs <- list(coefs) } beta_construct <- - matrix(data = 0, - nrow = coefs[[1]]@Dim[1], - ncol = length(coefs)) + matrix( + data = 0, + nrow = coefs[[1]]@Dim[1], + ncol = length(coefs) + ) # coefs[[1]]@Dim[1]+2s because dgCMatrix is 0 offset, # and we want to include intercept for (i in seq_along(coefs)) { @@ -543,8 +563,9 @@ sparseToDenseBeta <- function(linear_model) { # show(beta_construct) beta <- matrix(beta_construct, - nrow = coefs[[1]]@Dim[1], - ncol = length(coefs)) + nrow = coefs[[1]]@Dim[1], + ncol = length(coefs) + ) beta } diff --git a/R/PrestoGP_Multivariate_Vecchia.R b/R/PrestoGP_Multivariate_Vecchia.R index 78481fa..8167cec 100644 --- a/R/PrestoGP_Multivariate_Vecchia.R +++ b/R/PrestoGP_Multivariate_Vecchia.R @@ -8,21 +8,24 @@ #' @include PrestoGP_Model.R #' @noRd MultivariateVecchiaModel <- setClass("MultivariateVecchiaModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel", - param_sequence = "matrix", - logparams = "numeric" - )) + contains = "PrestoGPModel", + slots = c( + model = "PrestoGPModel", + param_sequence = "matrix", + logparams = "numeric" + ) +) -validityMultivariateVecchiaModel<-function(object){ +validityMultivariateVecchiaModel <- function(object) { TRUE } -setValidity("MultivariateVecchiaModel", - validityMultivariateVecchiaModel) +setValidity( + "MultivariateVecchiaModel", + validityMultivariateVecchiaModel +) setMethod("initialize", "MultivariateVecchiaModel", function(.Object, ...) { - .Object@n_neighbors <- 0#25 + .Object@n_neighbors <- 0 # 25 .Object@min_m <- 0 .Object <- callNextMethod() validObject(.Object) @@ -47,188 +50,195 @@ setMethod("initialize", "MultivariateVecchiaModel", function(.Object, ...) { #' prediction <- prestogp_predict(model, X.test, locs.test) #' Vec.mean <- prediction[[1]] #' Vec.sds <- prediction[[2]] -setMethod("prestogp_predict", "MultivariateVecchiaModel", function(model, X, locs, m=NULL, ordering.pred=c("obspred", "general"), pred.cond=c("independent", "general"), return.values=c("mean", "meanvar")) { - #validate parameters - ordering.pred <- match.arg(ordering.pred) - pred.cond <- match.arg(pred.cond) - return.values <- match.arg(return.values) - if(!is.list(X)){ - stop("X parameter must be a list.") - } - if(!is.list(locs)){ - stop("locs parameter must be a list.") - } - ndx.out <- NULL - for (i in 1:length(locs)) { - if (nrow(X[[i]])!=nrow(locs[[i]])) { - stop("The number of locations must match the number of X observations.") - } - ndx.out <- c(ndx.out, rep(i, nrow(locs[[i]]))) - } - X <- psych::superMatrix(X) - if (ncol(X)!=ncol(model@X_train)) { - stop("The number of predictors in X must match the training data") +setMethod("prestogp_predict", "MultivariateVecchiaModel", function(model, X, locs, m = NULL, ordering.pred = c("obspred", "general"), pred.cond = c("independent", "general"), return.values = c("mean", "meanvar")) { + # validate parameters + ordering.pred <- match.arg(ordering.pred) + pred.cond <- match.arg(pred.cond) + return.values <- match.arg(return.values) + if (!is.list(X)) { + stop("X parameter must be a list.") + } + if (!is.list(locs)) { + stop("locs parameter must be a list.") + } + ndx.out <- NULL + for (i in 1:length(locs)) { + if (nrow(X[[i]]) != nrow(locs[[i]])) { + stop("The number of locations must match the number of X observations.") } - if(is.null(m)){ #m defaults to the value used for training + ndx.out <- c(ndx.out, rep(i, nrow(locs[[i]]))) + } + X <- psych::superMatrix(X) + if (ncol(X) != ncol(model@X_train)) { + stop("The number of predictors in X must match the training data") + } + if (is.null(m)) { # m defaults to the value used for training m <- model@n_neighbors } - stopifnot((m > 0)) #FIXME m is not required by full model + stopifnot((m > 0)) # FIXME m is not required by full model # Vecchia prediction at new locations - Vecchia.Pred <- predict(model@linear_model, newx=X, s=model@linear_model$lambda[model@lambda_1se_idx]) + Vecchia.Pred <- predict(model@linear_model, newx = X, s = model@linear_model$lambda[model@lambda_1se_idx]) # Vecchia trend prediction at observed data - Vecchia.hat <- predict(model@linear_model, newx=model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) + Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s = model@linear_model$lambda[model@lambda_1se_idx]) # Test set prediction - res = model@Y_train - Vecchia.hat + res <- model@Y_train - Vecchia.hat - locs.train.scaled = scale_locs(model, model@locs_train) - locs.scaled = scale_locs(model, locs) - vec.approx.test = vecchia_Mspecify(locs.train.scaled, m, - locs.list.pred=locs.scaled, - ordering.pred=ordering.pred, - pred.cond=pred.cond) + locs.train.scaled <- scale_locs(model, model@locs_train) + locs.scaled <- scale_locs(model, locs) + vec.approx.test <- vecchia_Mspecify(locs.train.scaled, m, + locs.list.pred = locs.scaled, + ordering.pred = ordering.pred, + pred.cond = pred.cond + ) ## carry out prediction - if (!model@apanasovich) { - params <- model@covparams - param.seq <- model@param_sequence - pred = vecchia_Mprediction(res, vec.approx.test, - c(params[1:param.seq[1,2]], - rep(1, param.seq[2,2]-param.seq[2,1]+1), - params[param.seq[3,1]: - param.seq[5,2]]), - return.values=return.values) - } - else { - pred = vecchia_Mprediction(res, vec.approx.test, model@covparams, - return.values=return.values) - } + if (!model@apanasovich) { + params <- model@covparams + param.seq <- model@param_sequence + pred <- vecchia_Mprediction(res, vec.approx.test, + c( + params[1:param.seq[1, 2]], + rep(1, param.seq[2, 2] - param.seq[2, 1] + 1), + params[param.seq[3, 1]: + param.seq[5, 2]] + ), + return.values = return.values + ) + } else { + pred <- vecchia_Mprediction(res, vec.approx.test, model@covparams, + return.values = return.values + ) + } - #prediction function can return both mean and sds + # prediction function can return both mean and sds # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord - Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend - if (return.values=="mean") { - return.list <- list(means=Vec.mean) - } - else { - warning("Variance estimates do not include model fitting variance and are anticonservative. Use with caution.") - vec.sds <- sqrt(pred$var.pred) - for (i in 1:length(locs)) { - vec.sds[ndx.out==i] <- sqrt(vec.sds[ndx.out==i] + - model@covparams[model@param_sequence[4,i]]) - } - return.list$sds <- vec.sds + Vec.mean <- pred$mu.pred + Vecchia.Pred # residual + mean trend + if (return.values == "mean") { + return.list <- list(means = Vec.mean) + } else { + warning("Variance estimates do not include model fitting variance and are anticonservative. Use with caution.") + vec.sds <- sqrt(pred$var.pred) + for (i in 1:length(locs)) { + vec.sds[ndx.out == i] <- sqrt(vec.sds[ndx.out == i] + + model@covparams[model@param_sequence[4, i]]) } - #option to include or exclude theta below -# Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation + return.list$sds <- vec.sds + } + # option to include or exclude theta below + # Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation return(return.list) }) setMethod("calc_covparams", "MultivariateVecchiaModel", function(model, locs, Y) { - #cor.matrix <- cor(Y) - #P <- ncol(Y) - #col.vars <- apply(Y, 2, var) - #N <- length(Y) - P <- length(Y) - col.vars <- rep(NA, P) - D.sample.bar <- rep(NA, model@nscale*P) - for (i in 1:P) { - col.vars[i] <- var(Y[[i]]) - N <- length(Y[[i]]) - #TODO find a better way to compute initial spatial range - for (j in 1:model@nscale) { - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[[i]][d.sample,model@scaling==j]) - D.sample.bar[(i-1)*model@nscale+j] <- mean(D.sample)/4 - } + # cor.matrix <- cor(Y) + # P <- ncol(Y) + # col.vars <- apply(Y, 2, var) + # N <- length(Y) + P <- length(Y) + col.vars <- rep(NA, P) + D.sample.bar <- rep(NA, model@nscale * P) + for (i in 1:P) { + col.vars[i] <- var(Y[[i]]) + N <- length(Y[[i]]) + # TODO find a better way to compute initial spatial range + for (j in 1:model@nscale) { + d.sample <- sample(1:N, max(2, ceiling(N / 50)), replace = FALSE) + D.sample <- rdist(locs[[i]][d.sample, model@scaling == j]) + D.sample.bar[(i - 1) * model@nscale + j] <- mean(D.sample) / 4 } - model@logparams <- create.initial.values.flex(c(0.9*col.vars), #marginal variance - D.sample.bar, #range - rep(0.5,P), #smoothness - c(.1*col.vars), #nuggets - rep(0, choose(P,2)), - P) + } + model@logparams <- create.initial.values.flex( + c(0.9 * col.vars), # marginal variance + D.sample.bar, # range + rep(0.5, P), # smoothness + c(.1 * col.vars), # nuggets + rep(0, choose(P, 2)), + P + ) model@param_sequence <- create.param.sequence(P, model@nscale) model <- transform_covariance_parameters(model) invisible(model) }) setMethod("specify", "MultivariateVecchiaModel", function(model, locs, m) { - locs.scaled = scale_locs(model, locs) - model@vecchia_approx=vecchia_Mspecify(locs.scaled,m) + locs.scaled <- scale_locs(model, locs) + model@vecchia_approx <- vecchia_Mspecify(locs.scaled, m) if (!model@apanasovich) { - olocs.scaled <- model@vecchia_approx$locsord - for (i in 1:length(locs)) { - for (j in 1:model@nscale) { - olocs.scaled[model@vecchia_approx$ondx==i,model@scaling==j] <- - olocs.scaled[model@vecchia_approx$ondx==i,model@scaling==j] * - model@covparams[model@param_sequence[2,1]+ - model@nscale*(i-1)+j-1] - } + olocs.scaled <- model@vecchia_approx$locsord + for (i in 1:length(locs)) { + for (j in 1:model@nscale) { + olocs.scaled[model@vecchia_approx$ondx == i, model@scaling == j] <- + olocs.scaled[model@vecchia_approx$ondx == i, model@scaling == j] * + model@covparams[model@param_sequence[2, 1] + + model@nscale * (i - 1) + j - 1] } - model@vecchia_approx$locsord <- olocs.scaled + } + model@vecchia_approx$locsord <- olocs.scaled } invisible(model) }) setMethod("scale_locs", "MultivariateVecchiaModel", function(model, locs) { - if (model@apanasovich) { - return(locs) - } - else { - locs.out <- locs - for (i in 1:length(locs)) { - for (j in 1:model@nscale) { - locs.out[[i]][,model@scaling==j] <- - locs[[i]][,model@scaling==j] / - model@covparams[model@param_sequence[2,1]+ - model@nscale*(i-1)+j-1] - } - } - return(locs.out) + if (model@apanasovich) { + return(locs) + } else { + locs.out <- locs + for (i in 1:length(locs)) { + for (j in 1:model@nscale) { + locs.out[[i]][, model@scaling == j] <- + locs[[i]][, model@scaling == j] / + model@covparams[model@param_sequence[2, 1] + + model@nscale * (i - 1) + j - 1] + } } + return(locs.out) + } }) setMethod("compute_residuals", "MultivariateVecchiaModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] + model@res <- as.double(Y - Y.hat) + model@vecchia_approx$zord <- model@res[model@vecchia_approx$ord] invisible(model) }) setMethod("estimate_theta", "MultivariateVecchiaModel", function(model, locs, optim.control, method) { P <- length(locs) -# locs_list <- list() -# y <- list() -# for(i in 1:P){ -# locs_list[[i]] <- locs -# y[[i]] <- model@Y_train[,i] -# } -# show(model@covparams) -# show(model@param_sequence) -# show(model@logparams) + # locs_list <- list() + # y <- list() + # for(i in 1:P){ + # locs_list[[i]] <- locs + # y[[i]] <- model@Y_train[,i] + # } + # show(model@covparams) + # show(model@param_sequence) + # show(model@logparams) if (model@apanasovich) { - vecchia.result<- optim(par = model@logparams, - fn = mvnegloglik, - vecchia.approx=model@vecchia_approx, - y = model@res, - P = P, - param.seq = model@param_sequence, - method = method, - control=optim.control) - } - else { - vecchia.result<- optim(par = model@logparams, - fn = mvnegloglik_ST, - vecchia.approx=model@vecchia_approx, - y = model@res, - P = P, - param.seq = model@param_sequence, - scaling = model@scaling, - nscale = model@nscale, - method = method, - control=optim.control) + vecchia.result <- optim( + par = model@logparams, + fn = mvnegloglik, + vecchia.approx = model@vecchia_approx, + y = model@res, + P = P, + param.seq = model@param_sequence, + method = method, + control = optim.control + ) + } else { + vecchia.result <- optim( + par = model@logparams, + fn = mvnegloglik_ST, + vecchia.approx = model@vecchia_approx, + y = model@res, + P = P, + param.seq = model@param_sequence, + scaling = model@scaling, + nscale = model@nscale, + method = method, + control = optim.control + ) } model@LL_Vecchia_krig <- vecchia.result$value @@ -239,61 +249,76 @@ setMethod("estimate_theta", "MultivariateVecchiaModel", function(model, locs, op setMethod("transform_covariance_parameters", "MultivariateVecchiaModel", function(model) { P <- length(model@Y_train) - if(P > 1){ - model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), - gtools::inv.logit(model@logparams[model@param_sequence[3,1]: - model@param_sequence[3,2]], - 0,2.5), - exp(model@logparams[model@param_sequence[4,1]: - model@param_sequence[4,2]]), - tanh(model@logparams[model@param_sequence[5,1]: - model@param_sequence[5,2]])) + if (P > 1) { + model@covparams <- c( + exp(model@logparams[1:model@param_sequence[2, 2]]), + gtools::inv.logit( + model@logparams[model@param_sequence[3, 1]: + model@param_sequence[3, 2]], + 0, 2.5 + ), + exp(model@logparams[model@param_sequence[4, 1]: + model@param_sequence[4, 2]]), + tanh(model@logparams[model@param_sequence[5, 1]: + model@param_sequence[5, 2]]) + ) } else { - model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), - gtools::inv.logit(model@logparams[model@param_sequence[3,1]: - model@param_sequence[3,2]], - 0,2.5), - exp(model@logparams[model@param_sequence[4,1]: - model@param_sequence[4,2]]),1) + model@covparams <- c( + exp(model@logparams[1:model@param_sequence[2, 2]]), + gtools::inv.logit( + model@logparams[model@param_sequence[3, 1]: + model@param_sequence[3, 2]], + 0, 2.5 + ), + exp(model@logparams[model@param_sequence[4, 1]: + model@param_sequence[4, 2]]), 1 + ) } invisible(model) }) setMethod("transform_data", "MultivariateVecchiaModel", function(model, Y, X) { - vecchia.approx <- model@vecchia_approx - if (!model@apanasovich) { - params <- model@covparams - param.seq <- model@param_sequence - olocs.scaled <- vecchia.approx$locsord - for (i in 1:vecchia.approx$P) { - for (j in 1:model@nscale) { - olocs.scaled[model@vecchia_approx$ondx==i,model@scaling==j] <- - olocs.scaled[model@vecchia_approx$ondx==i, - model@scaling==j] / - model@covparams[param.seq[2,1]+model@nscale*(i-1)+j-1] - } - } - vecchia.approx$locsord <- olocs.scaled - transformed.data=transform_miid(cbind(Y,as.matrix(X)), - vecchia.approx = vecchia.approx, - c(params[1:param.seq[1,2]], - rep(1, - param.seq[2,2]-param.seq[2,1]+1), - params[param.seq[3,1]: - param.seq[5,2]])) - } - else { - transformed.data=transform_miid(cbind(Y,as.matrix(X)), - vecchia.approx = vecchia.approx, - model@covparams) + vecchia.approx <- model@vecchia_approx + if (!model@apanasovich) { + params <- model@covparams + param.seq <- model@param_sequence + olocs.scaled <- vecchia.approx$locsord + for (i in 1:vecchia.approx$P) { + for (j in 1:model@nscale) { + olocs.scaled[model@vecchia_approx$ondx == i, model@scaling == j] <- + olocs.scaled[ + model@vecchia_approx$ondx == i, + model@scaling == j + ] / + model@covparams[param.seq[2, 1] + model@nscale * (i - 1) + j - 1] + } } + vecchia.approx$locsord <- olocs.scaled + transformed.data <- transform_miid(cbind(Y, as.matrix(X)), + vecchia.approx = vecchia.approx, + c( + params[1:param.seq[1, 2]], + rep( + 1, + param.seq[2, 2] - param.seq[2, 1] + 1 + ), + params[param.seq[3, 1]: + param.seq[5, 2]] + ) + ) + } else { + transformed.data <- transform_miid(cbind(Y, as.matrix(X)), + vecchia.approx = vecchia.approx, + model@covparams + ) + } - xcols <- ncol(model@X_train) - ycols <- ncol(model@Y_train) - tcols <- ncol(transformed.data) - model@y_tilde <- Matrix(transformed.data[,1:ncol(model@Y_train)]) - model@X_tilde <- Matrix(transformed.data[,(ncol(model@Y_train)+1):ncol(transformed.data)], sparse=FALSE) - invisible(model) + xcols <- ncol(model@X_train) + ycols <- ncol(model@Y_train) + tcols <- ncol(transformed.data) + model@y_tilde <- Matrix(transformed.data[, 1:ncol(model@Y_train)]) + model@X_tilde <- Matrix(transformed.data[, (ncol(model@Y_train) + 1):ncol(transformed.data)], sparse = FALSE) + invisible(model) }) setMethod("theta_names", "MultivariateVecchiaModel", function(model) { diff --git a/R/PrestoGP_Util_Functions.R b/R/PrestoGP_Util_Functions.R index 1112cb9..0a7db69 100644 --- a/R/PrestoGP_Util_Functions.R +++ b/R/PrestoGP_Util_Functions.R @@ -1,21 +1,20 @@ ################################################################################ # SCAD Penalty value ################################################################################ -SCAD_Penalty_Loglike <- function(beta.in,lambda){ - - penalty <- matrix(NA,nrow = nrow(beta.in),ncol = ncol(beta.in)) - for (j in 1:nrow(beta.in)){ - beta.j <- beta.in[j,] - idx1 <- abs(beta.j)<= lambda - idx2 <- abs(beta.j)>lambda & abs(beta.j)<=3.7*lambda - idx3 <- abs(beta.j)>3.7*lambda - penalty[j,idx1] <- lambda[idx1]*beta.j[idx1] - penalty[j,idx2] <- -(abs(beta.j[idx2])^2 - 7.4*lambda[idx2]*abs(beta.j[idx2])+lambda[idx2]^2)/(5.4) - penalty[j,idx3] <- (3.7*lambda[idx3]^2 + lambda[idx3]^2)/2 +SCAD_Penalty_Loglike <- function(beta.in, lambda) { + penalty <- matrix(NA, nrow = nrow(beta.in), ncol = ncol(beta.in)) + for (j in 1:nrow(beta.in)) { + beta.j <- beta.in[j, ] + idx1 <- abs(beta.j) <= lambda + idx2 <- abs(beta.j) > lambda & abs(beta.j) <= 3.7 * lambda + idx3 <- abs(beta.j) > 3.7 * lambda + penalty[j, idx1] <- lambda[idx1] * beta.j[idx1] + penalty[j, idx2] <- -(abs(beta.j[idx2])^2 - 7.4 * lambda[idx2] * abs(beta.j[idx2]) + lambda[idx2]^2) / (5.4) + penalty[j, idx3] <- (3.7 * lambda[idx3]^2 + lambda[idx3]^2) / 2 } - loglik.penalty <- lambda*colSums(penalty) + loglik.penalty <- lambda * colSums(penalty) return(loglik.penalty) } @@ -29,8 +28,8 @@ SCAD_Penalty_Loglike <- function(beta.in,lambda){ #' @param alpha the L1 vs L2 coefficient (0 means all L2, 1 means all L1) #' #' @return a penalty score -glmnet_penalty <- function(beta, lambda, alpha){ - return(lambda * ((1-alpha)*sqrt(sum(beta^2)) + alpha*sum(abs(beta)) ) ) +glmnet_penalty <- function(beta, lambda, alpha) { + return(lambda * ((1 - alpha) * sqrt(sum(beta^2)) + alpha * sum(abs(beta)))) } #' Ordinary Spatiotemporal Kriging Prediction with a Local S-T neigborhood. @@ -46,36 +45,35 @@ glmnet_penalty <- function(beta, lambda, alpha){ #' #' @examples #' @noRd -Kr_pred = function(new_coords,obs_coords,Y_obs,cov.pars,NN){ +Kr_pred <- function(new_coords, obs_coords, Y_obs, cov.pars, NN) { + Kr.prediction <- matrix(NA, nrow = nrow(new_coords), ncol = 1) + Kr.Var <- matrix(NA, nrow = nrow(new_coords), ncol = 1) - Kr.prediction = matrix(NA,nrow = nrow(new_coords),ncol=1) - Kr.Var = matrix(NA,nrow = nrow(new_coords),ncol=1) - - new_coords_scaled <- cbind(new_coords[,1]/cov.pars[2],new_coords[,2]/cov.pars[2],new_coords[,3]/cov.pars[3]) - obs_coords_scaled <- cbind(obs_coords[,1]/cov.pars[2],obs_coords[,2]/cov.pars[2],obs_coords[,3]/cov.pars[3]) + new_coords_scaled <- cbind(new_coords[, 1] / cov.pars[2], new_coords[, 2] / cov.pars[2], new_coords[, 3] / cov.pars[3]) + obs_coords_scaled <- cbind(obs_coords[, 1] / cov.pars[2], obs_coords[, 2] / cov.pars[2], obs_coords[, 3] / cov.pars[3]) df_new <- new_coords_scaled df_obs <- obs_coords_scaled - for (i in 1:nrow(new_coords)){ - # print(i) - locs.test.i <- rep.row(df_new[i,],nrow(df_obs)) - dist.op<- fields::rdist.vec(locs.test.i,df_obs) - Sigma.op <- cov.pars[1] * fields::Exponential(dist.op,range = 1) - s.op <- sort(dist.op,index.return = TRUE) + for (i in 1:nrow(new_coords)) { + # print(i) + locs.test.i <- rep.row(df_new[i, ], nrow(df_obs)) + dist.op <- fields::rdist.vec(locs.test.i, df_obs) + Sigma.op <- cov.pars[1] * fields::Exponential(dist.op, range = 1) + s.op <- sort(dist.op, index.return = TRUE) s.idx <- s.op$ix[1:NN] # Get the closest "NN" observations - dist.oo <- fields::rdist(df_obs[s.idx,],df_obs[s.idx,]) - Sigma.oo <- cov.pars[4]*diag(NN) + - cov.pars[1]*fields::Exponential(dist.oo,range=1) + dist.oo <- fields::rdist(df_obs[s.idx, ], df_obs[s.idx, ]) + Sigma.oo <- cov.pars[4] * diag(NN) + + cov.pars[1] * fields::Exponential(dist.oo, range = 1) oo <- Y_obs[s.idx] ## kriging predictor (posterior mean) mean_trend <- mean(oo) - Kr.prediction[i] <- mean_trend + t(Sigma.op[s.idx]) %*% solve(Sigma.oo,oo - mean_trend) + Kr.prediction[i] <- mean_trend + t(Sigma.op[s.idx]) %*% solve(Sigma.oo, oo - mean_trend) - Kr.Var[i] = cov.pars[1]-t(Sigma.op[s.idx]) %*% solve(Sigma.oo, Sigma.op[s.idx]) + Kr.Var[i] <- cov.pars[1] - t(Sigma.op[s.idx]) %*% solve(Sigma.oo, Sigma.op[s.idx]) } - Kr.Data <- data.frame(Kr.prediction,Kr.Var) + Kr.Data <- data.frame(Kr.prediction, Kr.Var) return(Kr.Data) } @@ -94,26 +92,28 @@ Kr_pred = function(new_coords,obs_coords,Y_obs,cov.pars,NN){ #' #' @examples #' @noRd -ST_Krig_Param_Avg = function(Y,locs,p,k = 10){ - n = length(Y) +ST_Krig_Param_Avg <- function(Y, locs, p, k = 10) { + n <- length(Y) mdl.geo.fit.avg <- list() - mdl.geo.fit.avg <- matrix(NA,nrow=k,ncol = 4) + mdl.geo.fit.avg <- matrix(NA, nrow = k, ncol = 4) - for (i in 1:k){ + for (i in 1:k) { set.seed(i) - OK.fold = sample(1:n,p,replace=FALSE) - Y.train = Y[OK.fold] - locs.train <- locs[OK.fold,] - D.sample = rdist(locs.train[,1:2]) - t.sample = rdist(locs.train[,3]) - theta.hat <- c(.9*var(Y.train),mean(D.sample)/4,mean(t.sample)/4,0.1*var(Y.train)) # var,s-range,t-range,nugget - full.result<- optim(par=log(theta.hat),fn=negloglik_full_ST, - locs=locs.train,y=Y.train,N=p, - control=list(trace=FALSE,maxit = 400)) - mdl.geo.fit.avg[i,] <- full.result$par + OK.fold <- sample(1:n, p, replace = FALSE) + Y.train <- Y[OK.fold] + locs.train <- locs[OK.fold, ] + D.sample <- rdist(locs.train[, 1:2]) + t.sample <- rdist(locs.train[, 3]) + theta.hat <- c(.9 * var(Y.train), mean(D.sample) / 4, mean(t.sample) / 4, 0.1 * var(Y.train)) # var,s-range,t-range,nugget + full.result <- optim( + par = log(theta.hat), fn = negloglik_full_ST, + locs = locs.train, y = Y.train, N = p, + control = list(trace = FALSE, maxit = 400) + ) + mdl.geo.fit.avg[i, ] <- full.result$par } - covparam <- exp(apply(mdl.geo.fit.avg,2,mean)) + covparam <- exp(apply(mdl.geo.fit.avg, 2, mean)) return(covparam) } @@ -122,102 +122,95 @@ ST_Krig_Param_Avg = function(Y,locs,p,k = 10){ ################################################################################ ## replicate rows, helps with vector distance ################################################################################ -rep.row<-function(x,n){ - matrix(rep(x,each=n),nrow=n) +rep.row <- function(x, n) { + matrix(rep(x, each = n), nrow = n) } ################################################################################ ## Transform Spatiotemporal data to i.i.d. ################################################################################ -transform_iid=function(data,vecchia.approx,covparms,nuggets){ +transform_iid <- function(data, vecchia.approx, covparms, nuggets) { # compute required matrices - U.obj=createU(vecchia.approx,covparms,nuggets) - V.ord=U2V(U.obj) - U.z=U.obj$U[!U.obj$latent,] - U.y=U.obj$U[U.obj$latent,] + U.obj <- createU(vecchia.approx, covparms, nuggets) + V.ord <- U2V(U.obj) + U.z <- U.obj$U[!U.obj$latent, ] + U.y <- U.obj$U[U.obj$latent, ] # compute transformed data in parts - part1.ord=Matrix::crossprod(U.z,data[U.obj$ord.z,]) #C.hat^-1 - temp1=U.y%*%part1.ord # - revord=nrow(temp1):1 - temp2=spam::solve(V.ord,temp1[revord,]) - part2.rev=spam::solve(Matrix::t(V.ord),temp2) - part2.ord=spam::crossprod(U.y,part2.rev[revord,]) - transform.ord=part1.ord-part2.ord + part1.ord <- Matrix::crossprod(U.z, data[U.obj$ord.z, ]) # C.hat^-1 + temp1 <- U.y %*% part1.ord # + revord <- nrow(temp1):1 + temp2 <- spam::solve(V.ord, temp1[revord, ]) + part2.rev <- spam::solve(Matrix::t(V.ord), temp2) + part2.ord <- spam::crossprod(U.y, part2.rev[revord, ]) + transform.ord <- part1.ord - part2.ord # return to original ordering - orig.order=order(U.obj$ord) - transformed.data=transform.ord[orig.order,] + orig.order <- order(U.obj$ord) + transformed.data <- transform.ord[orig.order, ] return(transform.ord) - } ################################################################################ ## Transform Multivariate Spatiotemporal data to i.i.d. ################################################################################ -transform_miid=function(data,vecchia.approx,params){ +transform_miid <- function(data, vecchia.approx, params) { # compute required matrices - U.obj=createUMultivariate(vecchia.approx,params) - if (sum(is.na(U.obj$U))>0) { - browser() - } - V.ord=U2V(U.obj) - U.z=U.obj$U[!U.obj$latent,] - U.y=U.obj$U[U.obj$latent,] + U.obj <- createUMultivariate(vecchia.approx, params) + if (sum(is.na(U.obj$U)) > 0) { + browser() + } + V.ord <- U2V(U.obj) + U.z <- U.obj$U[!U.obj$latent, ] + U.y <- U.obj$U[U.obj$latent, ] # compute transformed data in parts - part1.ord=Matrix::crossprod(U.z,data[U.obj$ord.z,]) #C.hat^-1 - temp1=U.y%*%part1.ord # - revord=nrow(temp1):1 - temp2=spam::solve(V.ord,temp1[revord,]) - part2.rev=spam::solve(Matrix::t(V.ord),temp2) - part2.ord=spam::crossprod(U.y,part2.rev[revord,]) - transform.ord=part1.ord-part2.ord + part1.ord <- Matrix::crossprod(U.z, data[U.obj$ord.z, ]) # C.hat^-1 + temp1 <- U.y %*% part1.ord # + revord <- nrow(temp1):1 + temp2 <- spam::solve(V.ord, temp1[revord, ]) + part2.rev <- spam::solve(Matrix::t(V.ord), temp2) + part2.ord <- spam::crossprod(U.y, part2.rev[revord, ]) + transform.ord <- part1.ord - part2.ord # return to original ordering - orig.order=order(U.obj$ord) - transformed.data=transform.ord[orig.order,] + orig.order <- order(U.obj$ord) + transformed.data <- transform.ord[orig.order, ] return(transform.ord) - } ###### GPvecchia local function -######compute V for posterior inference - needed for transform.iid ####### -U2V=function(U.obj){ - - U.y=U.obj$U[U.obj$latent,] - - if(U.obj$cond.yz=='zy') { - - V.ord=revMat(U.y[,U.obj$latent,drop=FALSE]) - - } else if(U.obj$ord.pred!='obspred'){ - - W=Matrix::tcrossprod(U.y) - W.rev=revMat(W) - V.ord=Matrix::t(Matrix::chol(W.rev)) - } else { # for obspred ordering - - last.obs=max(which(!U.obj$latent)) - latents.before=sum(U.obj$latent[1:last.obs]) - latents.after=sum(U.obj$latent[-(1:last.obs)]) +###### compute V for posterior inference - needed for transform.iid ####### +U2V <- function(U.obj) { + U.y <- U.obj$U[U.obj$latent, ] + + if (U.obj$cond.yz == "zy") { + V.ord <- revMat(U.y[, U.obj$latent, drop = FALSE]) + } else if (U.obj$ord.pred != "obspred") { + W <- Matrix::tcrossprod(U.y) + W.rev <- revMat(W) + V.ord <- Matrix::t(Matrix::chol(W.rev)) + } else { # for obspred ordering + + last.obs <- max(which(!U.obj$latent)) + latents.before <- sum(U.obj$latent[1:last.obs]) + latents.after <- sum(U.obj$latent[-(1:last.obs)]) # pred columns are unchanged - V.pr=revMat(U.y[,(last.obs+1):ncol(U.y),drop=FALSE]) + V.pr <- revMat(U.y[, (last.obs + 1):ncol(U.y), drop = FALSE]) # have to compute cholesky for obs block - U.oo=U.y[1:latents.before,1:last.obs] - A=Matrix::tcrossprod(U.oo) - A.rev=revMat(A) - V.oor=Matrix::t(Matrix::chol(A.rev)) + U.oo <- U.y[1:latents.before, 1:last.obs] + A <- Matrix::tcrossprod(U.oo) + A.rev <- revMat(A) + V.oor <- Matrix::t(Matrix::chol(A.rev)) # combine the blocks into one matrix - zeromat.sparse=Matrix::sparseMatrix(c(),c(),dims=c(latents.after,latents.before)) - V.or=rbind(zeromat.sparse,V.oor) - - V.ord=methods::as(cbind(V.pr,V.or),'triangularMatrix') + zeromat.sparse <- Matrix::sparseMatrix(c(), c(), dims = c(latents.after, latents.before)) + V.or <- rbind(zeromat.sparse, V.oor) + V.ord <- methods::as(cbind(V.pr, V.or), "triangularMatrix") } return(V.ord) @@ -225,30 +218,32 @@ U2V=function(U.obj){ ########################################################### ## Reverse order of matrix rows,cols -revMat=function(mat) mat[nrow(mat):1,ncol(mat):1,drop=FALSE] +revMat <- function(mat) mat[nrow(mat):1, ncol(mat):1, drop = FALSE] #' @export -vecchia_Mprediction <- function (z, vecchia.approx, covparms, var.exact=NULL, - return.values = "mean") -{ - GPvecchia:::removeNAs() - U.obj = createUMultivariate(vecchia.approx, covparms) - V.ord = U2V(U.obj) -# if (length(U.obj$zero.nugg) > 0) -# warning("Rows/cols of V have been removed for data with zero noise") - vecchia.mean = GPvecchia:::vecchia_mean(z, U.obj, V.ord) - return.list = list(mu.pred = vecchia.mean$mu.pred, mu.obs = vecchia.mean$mu.obs, - var.pred = NULL, var.obs = NULL, V.ord = NULL, U.obj = NULL) - if (return.values == "meanmat" | return.values == "all") { - return.list$V.ord = V.ord - return.list$U.obj = U.obj - } - if (return.values == "meanvar" | return.values == "all") { - if (is.null(var.exact)) - var.exact = (sum(!vecchia.approx$obs) < 4 * 10000) - vars.vecchia = GPvecchia:::vecchia_var(U.obj, V.ord, exact = var.exact) - return.list$var.pred = vars.vecchia$vars.pred - return.list$var.obs = vars.vecchia$vars.obs +vecchia_Mprediction <- function(z, vecchia.approx, covparms, var.exact = NULL, + return.values = "mean") { + GPvecchia:::removeNAs() + U.obj <- createUMultivariate(vecchia.approx, covparms) + V.ord <- U2V(U.obj) + # if (length(U.obj$zero.nugg) > 0) + # warning("Rows/cols of V have been removed for data with zero noise") + vecchia.mean <- GPvecchia:::vecchia_mean(z, U.obj, V.ord) + return.list <- list( + mu.pred = vecchia.mean$mu.pred, mu.obs = vecchia.mean$mu.obs, + var.pred = NULL, var.obs = NULL, V.ord = NULL, U.obj = NULL + ) + if (return.values == "meanmat" | return.values == "all") { + return.list$V.ord <- V.ord + return.list$U.obj <- U.obj + } + if (return.values == "meanvar" | return.values == "all") { + if (is.null(var.exact)) { + var.exact <- (sum(!vecchia.approx$obs) < 4 * 10000) } - return(return.list) + vars.vecchia <- GPvecchia:::vecchia_var(U.obj, V.ord, exact = var.exact) + return.list$var.pred <- vars.vecchia$vars.pred + return.list$var.obs <- vars.vecchia$vars.obs + } + return(return.list) } diff --git a/R/PrestoGP_Vecchia_Spatial.R b/R/PrestoGP_Vecchia_Spatial.R index bf405d2..c0c4132 100644 --- a/R/PrestoGP_Vecchia_Spatial.R +++ b/R/PrestoGP_Vecchia_Spatial.R @@ -8,14 +8,15 @@ #' @include PrestoGP_Model.R #' @noRd SpatialModel <- setClass("SpatialModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel" - )) + contains = "PrestoGPModel", + slots = c( + model = "PrestoGPModel" + ) +) -validitySpatialModel<-function(object){ - if(object@n_neighbors < object@min_m){ - stop(paste("N_neighbors must be at least ", object@min_m, ".", sep="")) +validitySpatialModel <- function(object) { + if (object@n_neighbors < object@min_m) { + stop(paste("N_neighbors must be at least ", object@min_m, ".", sep = "")) } TRUE } @@ -25,7 +26,7 @@ setMethod("initialize", "SpatialModel", function(.Object, n_neighbors = 25, ...) .Object@n_neighbors <- n_neighbors .Object@min_m <- 3 .Object <- callNextMethod() - #validObject(.Object) + # validObject(.Object) .Object }) @@ -47,61 +48,61 @@ setMethod("initialize", "SpatialModel", function(.Object, n_neighbors = 25, ...) #' prediction <- prestogp_predict(model, X.test, locs.test) #' Vec.mean <- prediction[[1]] #' Vec.sds <- prediction[[2]] -setMethod("prestogp_predict", "SpatialModel", function(model, X, locs, m=NULL) { - #validate parameters - if(!is.matrix(X)){ +setMethod("prestogp_predict", "SpatialModel", function(model, X, locs, m = NULL) { + # validate parameters + if (!is.matrix(X)) { stop("X parameter must be a matrix.") } - if(!is.matrix(locs)){ + if (!is.matrix(locs)) { stop("The locs parameter must be a matrix.") } - if(nrow(X) != nrow(locs)){ + if (nrow(X) != nrow(locs)) { stop("The number of locations must match the number of X observations.") } - if(ncol(locs) != 2){ + if (ncol(locs) != 2) { stop("The locs parameter must have 2 columns.") } - if(is.null(m)){ #m defaults to the value used for training + if (is.null(m)) { # m defaults to the value used for training m <- model@n_neighbors } - if(m == 0){ - m = nrow(model@X_train) - 1 + if (m == 0) { + m <- nrow(model@X_train) - 1 } # Vecchia prediction at new locations - #Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) - Vecchia.Pred <- predict(model@linear_model, newx = X, s=model@linear_model$lambda[model@lambda_1se_idx]) + # Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) + Vecchia.Pred <- predict(model@linear_model, newx = X, s = model@linear_model$lambda[model@lambda_1se_idx]) # Vecchia trend prediction at observed data - #Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) - Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) + # Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) + Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s = model@linear_model$lambda[model@lambda_1se_idx]) # Test set prediction - res = model@Y_train - Vecchia.hat + res <- model@Y_train - Vecchia.hat - locs.train.scaled = scale_locs(model, model@locs_train) - locs.scaled = scale_locs(model, locs) - vec.approx.test = vecchia_specify(locs.train.scaled, m, locs.pred=locs.scaled) + locs.train.scaled <- scale_locs(model, model@locs_train) + locs.scaled <- scale_locs(model, locs) + vec.approx.test <- vecchia_specify(locs.train.scaled, m, locs.pred = locs.scaled) ## carry out prediction - pred = vecchia_prediction(res, vec.approx.test, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3]) - #prediction function can return both mean and sds + pred <- vecchia_prediction(res, vec.approx.test, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3]) + # prediction function can return both mean and sds # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord - Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend - #option to include or exclude theta below - #Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation - Vec.sds = sqrt(pred$var.pred) + Vec.mean <- pred$mu.pred + Vecchia.Pred # residual + mean trend + # option to include or exclude theta below + # Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation + Vec.sds <- sqrt(pred$var.pred) return(list("means" = Vec.mean, "standard deviations" = Vec.sds)) }) setMethod("calc_covparams", "SpatialModel", function(model, locs, Y) { N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,0.1*var(Y)) + d.sample <- sample(1:N, max(2, ceiling(N / 50)), replace = FALSE) + D.sample <- rdist(locs[d.sample, 1:2]) + model@covparams <- c(.9 * var(Y), mean(D.sample) / 4, 0.1 * var(Y)) invisible(model) }) setMethod("specify", "SpatialModel", function(model, locs, m) { - model@vecchia_approx=vecchia_specify(locs,m) + model@vecchia_approx <- vecchia_specify(locs, m) invisible(model) }) @@ -110,25 +111,28 @@ setMethod("scale_locs", "SpatialModel", function(model, locs) { }) setMethod("compute_residuals", "SpatialModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] + model@res <- as.double(Y - Y.hat) + model@vecchia_approx$zord <- model@res[model@vecchia_approx$ord] invisible(model) }) setMethod("estimate_theta", "SpatialModel", function(model, locs, optim.control) { - vecchia.result<- optim(par=log(model@covparams),fn=negloglik_vecchia, - locs=locs, res=model@res, vecchia.approx=model@vecchia_approx, method = "Nelder-Mead", - control=optim.control) + vecchia.result <- optim( + par = log(model@covparams), fn = negloglik_vecchia, + locs = locs, res = model@res, vecchia.approx = model@vecchia_approx, method = "Nelder-Mead", + control = optim.control + ) model@LL_Vecchia_krig <- vecchia.result$value model@covparams <- exp(vecchia.result$par) invisible(model) }) setMethod("transform_data", "SpatialModel", function(model, Y, X) { - transformed.data=transform_iid(cbind(Y,as.matrix(X)), - vecchia.approx = model@vecchia_approx, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3]) - model@y_tilde <- Matrix(transformed.data[,1]) - model@X_tilde <- Matrix(transformed.data[,-1]) + transformed.data <- transform_iid(cbind(Y, as.matrix(X)), + vecchia.approx = model@vecchia_approx, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3] + ) + model@y_tilde <- Matrix(transformed.data[, 1]) + model@X_tilde <- Matrix(transformed.data[, -1]) invisible(model) }) diff --git a/R/PrestoGP_Vecchia_Spatiotemporal.R b/R/PrestoGP_Vecchia_Spatiotemporal.R index b2880e9..6dff13b 100644 --- a/R/PrestoGP_Vecchia_Spatiotemporal.R +++ b/R/PrestoGP_Vecchia_Spatiotemporal.R @@ -1,6 +1,6 @@ #' Spatiotemporal model created with a likelihood function conditioned on a subset of the observations. #' -#' @slot model PrestoGPModel. +#' @slot model PrestoGPModel. #' #' @export SpatiotemporalModel #' @@ -8,12 +8,13 @@ #' @include PrestoGP_Model.R #' @noRd SpatiotemporalModel <- setClass("SpatiotemporalModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel" - )) + contains = "PrestoGPModel", + slots = c( + model = "PrestoGPModel" + ) +) -validitySpatiotemporalModel<-function(object){ +validitySpatiotemporalModel <- function(object) { TRUE } setValidity("SpatiotemporalModel", validitySpatiotemporalModel) @@ -37,62 +38,62 @@ setMethod("initialize", "SpatiotemporalModel", function(.Object, n_neighbors = 2 #' @export #' #' @examples -#' +#' #' ... #' model <- SpatiotemporalModel() #' model <- prestogp_fit(model, logNO2, X, locs) #' prediction <- prestogp_predict(model, X.test, locs.test) #' Vec.mean <- prediction[[1]] #' Vec.sds <- prediction[[2]] -setMethod("prestogp_predict", "SpatiotemporalModel", function(model, X, locs, m=NULL) { - #validate parameters - if(!is.matrix(X)){ +setMethod("prestogp_predict", "SpatiotemporalModel", function(model, X, locs, m = NULL) { + # validate parameters + if (!is.matrix(X)) { stop("X parameter must be a matrix.") } - if(!is.matrix(locs)){ + if (!is.matrix(locs)) { stop("The locs parameter must be a matrix.") } - if(nrow(X) != nrow(locs)){ + if (nrow(X) != nrow(locs)) { stop("The number of locations must match the number of X observations.") } - if(ncol(locs) != 3){ + if (ncol(locs) != 3) { stop("The locs parameter must have 3 columns.") } - if(is.null(m)){ #m defaults to the value used for training + if (is.null(m)) { # m defaults to the value used for training m <- model@n_neighbors } - if(m == 0){ - m = nrow(model@X_train) - 1 + if (m == 0) { + m <- nrow(model@X_train) - 1 } - + # Vecchia prediction at new locations - #Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) - Vecchia.Pred <- predict(model@linear_model, newx = X, s=model@linear_model$lambda[model@lambda_1se_idx]) + # Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) + Vecchia.Pred <- predict(model@linear_model, newx = X, s = model@linear_model$lambda[model@lambda_1se_idx]) # Vecchia trend prediction at observed data - #Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) - Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) - + # Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) + Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s = model@linear_model$lambda[model@lambda_1se_idx]) + # Test set prediction - res = model@Y_train - Vecchia.hat - - locs.train.scaled = scale_locs(model, model@locs_train) - locs.scaled = scale_locs(model, locs) - vec.approx.test = vecchia_specify(locs.train.scaled, m, locs.pred=locs.scaled) - + res <- model@Y_train - Vecchia.hat + + locs.train.scaled <- scale_locs(model, model@locs_train) + locs.scaled <- scale_locs(model, locs) + vec.approx.test <- vecchia_specify(locs.train.scaled, m, locs.pred = locs.scaled) + ## carry out prediction - pred = vecchia_prediction(res, vec.approx.test, c(model@covparams[1], 1, 0.5), model@covparams[4]) - - #prediction function can return both mean and sds + pred <- vecchia_prediction(res, vec.approx.test, c(model@covparams[1], 1, 0.5), model@covparams[4]) + + # prediction function can return both mean and sds # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord - Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend - #option to include or exclude theta below - Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation - + Vec.mean <- pred$mu.pred + Vecchia.Pred # residual + mean trend + # option to include or exclude theta below + Vec.sds <- sqrt(pred$var.pred + model@covparams[4]) # standard deviation + return(list("means" = Vec.mean, "standard deviations" = Vec.sds)) }) #' calc_covparams -#' +#' #' Set initial value of covarariance parameters. #' #' @param model The model to set the covariance parameters of @@ -100,17 +101,17 @@ setMethod("prestogp_predict", "SpatiotemporalModel", function(model, X, locs, m= #' @param Y the dependent variable matrix #' #' @return a model with initial covariance parameters -setMethod("calc_covparams", "SpatiotemporalModel", function(model, locs, Y) { +setMethod("calc_covparams", "SpatiotemporalModel", function(model, locs, Y) { N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) #sample(1:N,N/50,replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - t.sample = rdist(locs[d.sample,3]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,mean(t.sample)/4,0.1*var(Y)) #smoothness=0.5 + d.sample <- sample(1:N, max(2, ceiling(N / 50)), replace = FALSE) # sample(1:N,N/50,replace = FALSE) + D.sample <- rdist(locs[d.sample, 1:2]) + t.sample <- rdist(locs[d.sample, 3]) + model@covparams <- c(.9 * var(Y), mean(D.sample) / 4, mean(t.sample) / 4, 0.1 * var(Y)) # smoothness=0.5 invisible(model) }) #' specify -#' +#' #' Specify the conditioning set using m nearest neighbors. #' #' @param model The model to specify @@ -119,25 +120,25 @@ setMethod("calc_covparams", "SpatiotemporalModel", function(model, locs, Y) { #' #' @return a model with a specified conditioning set setMethod("specify", "SpatiotemporalModel", function(model, locs, m) { - locs.scaled = scale_locs(model, locs) - model@vecchia_approx=vecchia_specify(locs.scaled,m) + locs.scaled <- scale_locs(model, locs) + model@vecchia_approx <- vecchia_specify(locs.scaled, m) invisible(model) }) #' scale_locs -#' +#' #' Scale the locations matrix by the covariance parameters #' #' @param model The model with locations to scale #' @param locs the locations matrix #' #' @return a matrix with scaled locations -setMethod("scale_locs", "SpatiotemporalModel", function(model, locs) { - cbind(locs[,1]/model@covparams[2], locs[,2]/model@covparams[2], locs[,3]/model@covparams[3]) +setMethod("scale_locs", "SpatiotemporalModel", function(model, locs) { + cbind(locs[, 1] / model@covparams[2], locs[, 2] / model@covparams[2], locs[, 3] / model@covparams[3]) }) #' compute_residuals -#' +#' #' Compute residuals based on beta parameters #' #' @param model The model to compute the residual of @@ -145,34 +146,36 @@ setMethod("scale_locs", "SpatiotemporalModel", function(model, locs) { #' @param Y.hat the predicted training dependent variable matrix based on beta hat #' #' @return a model with computed residuals -setMethod("compute_residuals", "SpatiotemporalModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] +setMethod("compute_residuals", "SpatiotemporalModel", function(model, Y, Y.hat) { + model@res <- as.double(Y - Y.hat) + model@vecchia_approx$zord <- model@res[model@vecchia_approx$ord] invisible(model) }) #' estimate_theta -#' +#' #' Estimate covariance parameters during a single round of model optimization #' #' @param model The model to estimate theta for #' @param locs the locations matrix #' #' @return a model with an updated covariance parameters estimate -setMethod("estimate_theta", "SpatiotemporalModel", function(model, locs) { - ord_locs <- locs[model@vecchia_approx$ord,] - locs_mat <- cbind(ord_locs[,1], ord_locs[,2], ord_locs[,3]) - vecchia.result<- optim(par=log(model@covparams),fn=negloglik_vecchia_ST, - locs=locs_mat, res=model@res, vecchia.approx=model@vecchia_approx, method = "Nelder-Mead", - control=list(trace=0)) +setMethod("estimate_theta", "SpatiotemporalModel", function(model, locs) { + ord_locs <- locs[model@vecchia_approx$ord, ] + locs_mat <- cbind(ord_locs[, 1], ord_locs[, 2], ord_locs[, 3]) + vecchia.result <- optim( + par = log(model@covparams), fn = negloglik_vecchia_ST, + locs = locs_mat, res = model@res, vecchia.approx = model@vecchia_approx, method = "Nelder-Mead", + control = list(trace = 0) + ) model@LL_Vecchia_krig <- vecchia.result$value model@covparams <- exp(vecchia.result$par) invisible(model) }) #' transform_data -#' +#' #' Transform data to be independent, identically distributed #' #' @param model The model to estimate theta for @@ -180,21 +183,22 @@ setMethod("estimate_theta", "SpatiotemporalModel", function(model, locs) { #' @param X the independent variable matrix #' #' @return a model with i.i.d. data -setMethod("transform_data", "SpatiotemporalModel", function(model, Y, X) { - transformed.data=transform_iid(cbind(Y,as.matrix(X)), - vecchia.approx = model@vecchia_approx, c(model@covparams[1],1,0.5), model@covparams[4]) - model@y_tilde <- Matrix(transformed.data[,1]) - model@X_tilde <- Matrix(transformed.data[,-1]) +setMethod("transform_data", "SpatiotemporalModel", function(model, Y, X) { + transformed.data <- transform_iid(cbind(Y, as.matrix(X)), + vecchia.approx = model@vecchia_approx, c(model@covparams[1], 1, 0.5), model@covparams[4] + ) + model@y_tilde <- Matrix(transformed.data[, 1]) + model@X_tilde <- Matrix(transformed.data[, -1]) invisible(model) }) #' theta_names -#' +#' #' Return a vector specifying the names of the different covariance parameters (used for show method) #' #' @param model The model to estimate theta for #' #' @return a vector with the namems of the covariance parameterss -setMethod("theta_names", "SpatiotemporalModel", function(model) { +setMethod("theta_names", "SpatiotemporalModel", function(model) { c("Marginal Variance", "Spatial Range", "Temporal Range", "Nugget") }) diff --git a/R/RcppExports.R b/R/RcppExports.R index dd16aaf..0e90b6b 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -2,10 +2,9 @@ # Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 na_omit_c <- function(x) { - .Call('_PrestoGP_na_omit_c', PACKAGE = 'PrestoGP', x) + .Call("_PrestoGP_na_omit_c", PACKAGE = "PrestoGP", x) } createU_helper_mat <- function(olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) { - .Call('_PrestoGP_createU_helper_mat', PACKAGE = 'PrestoGP', olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) + .Call("_PrestoGP_createU_helper_mat", PACKAGE = "PrestoGP", olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) } - diff --git a/R/Visualization.R b/R/Visualization.R index 5dc97cf..cff5ab8 100644 --- a/R/Visualization.R +++ b/R/Visualization.R @@ -1,6 +1,6 @@ library(fields) -quilt_plot <- function(locs, values){ +quilt_plot <- function(locs, values) { n <- length(values) - fields::quilt.plot(locs, values, nx=sqrt(n), ny=sqrt(n)) -} \ No newline at end of file + fields::quilt.plot(locs, values, nx = sqrt(n), ny = sqrt(n)) +} diff --git a/R/package.R b/R/package.R index 34c1b82..7ec9ac2 100644 --- a/R/package.R +++ b/R/package.R @@ -5,7 +5,7 @@ library(fields) ### SCAD library(ncvreg) -# For reading in Excel data +# For reading in Excel data library(readxl) # Proper scoring rules (log-score and CRPS) -library(scoringRules) \ No newline at end of file +library(scoringRules) diff --git a/R/utils-tidy-eval.R b/R/utils-tidy-eval.R new file mode 100644 index 0000000..09c3698 --- /dev/null +++ b/R/utils-tidy-eval.R @@ -0,0 +1,107 @@ +#' Tidy eval helpers +#' +#' @description +#' This page lists the tidy eval tools reexported in this package from +#' rlang. To learn about using tidy eval in scripts and packages at a +#' high level, see the [dplyr programming +#' vignette](https://dplyr.tidyverse.org/articles/programming.html) +#' and the [ggplot2 in packages +#' vignette](https://ggplot2.tidyverse.org/articles/ggplot2-in-packages.html). +#' The [Metaprogramming +#' section](https://adv-r.hadley.nz/metaprogramming.html) of [Advanced +#' R](https://adv-r.hadley.nz) may also be useful for a deeper dive. +#' +#' * The tidy eval operators `{{`, `!!`, and `!!!` are syntactic +#' constructs which are specially interpreted by tidy eval functions. +#' You will mostly need `{{`, as `!!` and `!!!` are more advanced +#' operators which you should not have to use in simple cases. +#' +#' The curly-curly operator `{{` allows you to tunnel data-variables +#' passed from function arguments inside other tidy eval functions. +#' `{{` is designed for individual arguments. To pass multiple +#' arguments contained in dots, use `...` in the normal way. +#' +#' ``` +#' my_function <- function(data, var, ...) { +#' data %>% +#' group_by(...) %>% +#' summarise(mean = mean({{ var }})) +#' } +#' ``` +#' +#' * [enquo()] and [enquos()] delay the execution of one or several +#' function arguments. The former returns a single expression, the +#' latter returns a list of expressions. Once defused, expressions +#' will no longer evaluate on their own. They must be injected back +#' into an evaluation context with `!!` (for a single expression) and +#' `!!!` (for a list of expressions). +#' +#' ``` +#' my_function <- function(data, var, ...) { +#' # Defuse +#' var <- enquo(var) +#' dots <- enquos(...) +#' +#' # Inject +#' data %>% +#' group_by(!!!dots) %>% +#' summarise(mean = mean(!!var)) +#' } +#' ``` +#' +#' In this simple case, the code is equivalent to the usage of `{{` +#' and `...` above. Defusing with `enquo()` or `enquos()` is only +#' needed in more complex cases, for instance if you need to inspect +#' or modify the expressions in some way. +#' +#' * The `.data` pronoun is an object that represents the current +#' slice of data. If you have a variable name in a string, use the +#' `.data` pronoun to subset that variable with `[[`. +#' +#' ``` +#' my_var <- "disp" +#' mtcars %>% summarise(mean = mean(.data[[my_var]])) +#' ``` +#' +#' * Another tidy eval operator is `:=`. It makes it possible to use +#' glue and curly-curly syntax on the LHS of `=`. For technical +#' reasons, the R language doesn't support complex expressions on +#' the left of `=`, so we use `:=` as a workaround. +#' +#' ``` +#' my_function <- function(data, var, suffix = "foo") { +#' # Use `{{` to tunnel function arguments and the usual glue +#' # operator `{` to interpolate plain strings. +#' data %>% +#' summarise("{{ var }}_mean_{suffix}" := mean({{ var }})) +#' } +#' ``` +#' +#' * Many tidy eval functions like `dplyr::mutate()` or +#' `dplyr::summarise()` give an automatic name to unnamed inputs. If +#' you need to create the same sort of automatic names by yourself, +#' use `as_label()`. For instance, the glue-tunnelling syntax above +#' can be reproduced manually with: +#' +#' ``` +#' my_function <- function(data, var, suffix = "foo") { +#' var <- enquo(var) +#' prefix <- as_label(var) +#' data %>% +#' summarise("{prefix}_mean_{suffix}" := mean(!!var)) +#' } +#' ``` +#' +#' Expressions defused with `enquo()` (or tunnelled with `{{`) need +#' not be simple column names, they can be arbitrarily complex. +#' `as_label()` handles those cases gracefully. If your code assumes +#' a simple column name, use `as_name()` instead. This is safer +#' because it throws an error if the input is not a name as expected. +#' +#' @md +#' @name tidyeval +#' @keywords internal +#' @importFrom rlang enquo enquos .data := as_name as_label +#' @aliases enquo enquos .data := as_name as_label +#' @export enquo enquos .data := as_name as_label +NULL diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index 3f445f7..ce7b2b9 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -7,49 +7,51 @@ using namespace Rcpp; #ifdef RCPP_USE_GLOBAL_ROSTREAM -Rcpp::Rostream& Rcpp::Rcout = Rcpp::Rcpp_cout_get(); -Rcpp::Rostream& Rcpp::Rcerr = Rcpp::Rcpp_cerr_get(); +Rcpp::Rostream &Rcpp::Rcout = Rcpp::Rcpp_cout_get(); +Rcpp::Rostream &Rcpp::Rcerr = Rcpp::Rcpp_cerr_get(); #endif // na_omit_c arma::vec na_omit_c(arma::vec x); -RcppExport SEXP _PrestoGP_na_omit_c(SEXP xSEXP) { -BEGIN_RCPP +RcppExport SEXP _PrestoGP_na_omit_c(SEXP xSEXP) +{ + BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< arma::vec >::type x(xSEXP); + Rcpp::traits::input_parameter::type x(xSEXP); rcpp_result_gen = Rcpp::wrap(na_omit_c(x)); return rcpp_result_gen; -END_RCPP + END_RCPP } // createU_helper_mat -arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, const arma::mat& curqys, const arma::mat& curqzs, const arma::mat& vijs, const arma::mat& aijs, const arma::mat& full_const, const arma::vec& nugget, const arma::vec& sig2, const arma::vec& U_beginning); -RcppExport SEXP _PrestoGP_createU_helper_mat(SEXP olocsSEXP, SEXP ondxSEXP, SEXP curqysSEXP, SEXP curqzsSEXP, SEXP vijsSEXP, SEXP aijsSEXP, SEXP full_constSEXP, SEXP nuggetSEXP, SEXP sig2SEXP, SEXP U_beginningSEXP) { -BEGIN_RCPP +arma::sp_mat createU_helper_mat(const arma::mat &olocs, const arma::vec &ondx, const arma::mat &curqys, const arma::mat &curqzs, const arma::mat &vijs, const arma::mat &aijs, const arma::mat &full_const, const arma::vec &nugget, const arma::vec &sig2, const arma::vec &U_beginning); +RcppExport SEXP _PrestoGP_createU_helper_mat(SEXP olocsSEXP, SEXP ondxSEXP, SEXP curqysSEXP, SEXP curqzsSEXP, SEXP vijsSEXP, SEXP aijsSEXP, SEXP full_constSEXP, SEXP nuggetSEXP, SEXP sig2SEXP, SEXP U_beginningSEXP) +{ + BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< const arma::mat& >::type olocs(olocsSEXP); - Rcpp::traits::input_parameter< const arma::vec& >::type ondx(ondxSEXP); - Rcpp::traits::input_parameter< const arma::mat& >::type curqys(curqysSEXP); - Rcpp::traits::input_parameter< const arma::mat& >::type curqzs(curqzsSEXP); - Rcpp::traits::input_parameter< const arma::mat& >::type vijs(vijsSEXP); - Rcpp::traits::input_parameter< const arma::mat& >::type aijs(aijsSEXP); - Rcpp::traits::input_parameter< const arma::mat& >::type full_const(full_constSEXP); - Rcpp::traits::input_parameter< const arma::vec& >::type nugget(nuggetSEXP); - Rcpp::traits::input_parameter< const arma::vec& >::type sig2(sig2SEXP); - Rcpp::traits::input_parameter< const arma::vec& >::type U_beginning(U_beginningSEXP); + Rcpp::traits::input_parameter::type olocs(olocsSEXP); + Rcpp::traits::input_parameter::type ondx(ondxSEXP); + Rcpp::traits::input_parameter::type curqys(curqysSEXP); + Rcpp::traits::input_parameter::type curqzs(curqzsSEXP); + Rcpp::traits::input_parameter::type vijs(vijsSEXP); + Rcpp::traits::input_parameter::type aijs(aijsSEXP); + Rcpp::traits::input_parameter::type full_const(full_constSEXP); + Rcpp::traits::input_parameter::type nugget(nuggetSEXP); + Rcpp::traits::input_parameter::type sig2(sig2SEXP); + Rcpp::traits::input_parameter::type U_beginning(U_beginningSEXP); rcpp_result_gen = Rcpp::wrap(createU_helper_mat(olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning)); return rcpp_result_gen; -END_RCPP + END_RCPP } static const R_CallMethodDef CallEntries[] = { - {"_PrestoGP_na_omit_c", (DL_FUNC) &_PrestoGP_na_omit_c, 1}, - {"_PrestoGP_createU_helper_mat", (DL_FUNC) &_PrestoGP_createU_helper_mat, 10}, - {NULL, NULL, 0} -}; + {"_PrestoGP_na_omit_c", (DL_FUNC)&_PrestoGP_na_omit_c, 1}, + {"_PrestoGP_createU_helper_mat", (DL_FUNC)&_PrestoGP_createU_helper_mat, 10}, + {NULL, NULL, 0}}; -RcppExport void R_init_PrestoGP(DllInfo *dll) { +RcppExport void R_init_PrestoGP(DllInfo *dll) +{ R_registerRoutines(dll, NULL, CallEntries, NULL, NULL); R_useDynamicSymbols(dll, FALSE); } diff --git a/src/createUMC.cpp b/src/createUMC.cpp index ef0c037..24b3a7a 100644 --- a/src/createUMC.cpp +++ b/src/createUMC.cpp @@ -4,44 +4,59 @@ // [[Rcpp::plugins(cpp17)]] #include -double matern1(const double& x, const double& smooth, const double& alpha) { - if(smooth == 0.5){ - return exp(-x*alpha); - } else if(smooth == 1.5) { +double matern1(const double &x, const double &smooth, const double &alpha) +{ + if (smooth == 0.5) + { + return exp(-x * alpha); + } + else if (smooth == 1.5) + { double normcon = (pow(alpha, 3) / sqrt(M_PI)) * (tgamma(2.0) / tgamma(1.5)); - return normcon * 0.5 * M_PI* pow(alpha, -3) * exp(-x * alpha) *(1 + x*alpha); - } else if(smooth == 2.5) { + return normcon * 0.5 * M_PI * pow(alpha, -3) * exp(-x * alpha) * (1 + x * alpha); + } + else if (smooth == 2.5) + { double normcon = (pow(alpha, 5) / sqrt(M_PI)) * (tgamma(3.0) / tgamma(2.5)); - double scaled_x = x*alpha; + double scaled_x = x * alpha; return normcon * 0.125 * M_PI * pow(alpha, -5) * exp(-scaled_x) * (3 + 3 * scaled_x + scaled_x * scaled_x); - } else if(x == 0.0){ + } + else if (x == 0.0) + { return 1.0; - }else{ + } + else + { double normcon = pow(2.0, 1.0 - smooth) / tgamma(smooth); - double scaled_x = x*alpha; + double scaled_x = x * alpha; return normcon * pow(scaled_x, smooth) * R::bessel_k(scaled_x, smooth, 1); } } -//computes Euclidean distance between 2 vectors ([slightly slower] helper function for rdist in C++) -double dist1(const arma::rowvec& a, const arma::rowvec& b){ +// computes Euclidean distance between 2 vectors ([slightly slower] helper function for rdist in C++) +double dist1(const arma::rowvec &a, const arma::rowvec &b) +{ double temp = 0.0; - //loop over each element and square the distance, add to the placeholder - for(arma::uword i=0; i < a.n_elem; i++){ - temp += (a(i) - b(i))*(a(i) - b(i)); + // loop over each element and square the distance, add to the placeholder + for (arma::uword i = 0; i < a.n_elem; i++) + { + temp += (a(i) - b(i)) * (a(i) - b(i)); } return sqrt(temp); } // [[Rcpp::export]] -arma::vec na_omit_c(arma::vec x){ +arma::vec na_omit_c(arma::vec x) +{ // make placeholder vector r arma::vec r(x.size()); // make counter for number of non-NAs - int k=0; - for (unsigned j = 0; j < x.size(); j++){ + int k = 0; + for (unsigned j = 0; j < x.size(); j++) + { // if not NA, add 1 to counter and set r(j) = x(j) - if (x(j) == x(j)){ + if (x(j) == x(j)) + { r(j) = x(j); k++; } @@ -54,14 +69,15 @@ arma::vec na_omit_c(arma::vec x){ } // [[Rcpp::export]] -arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, - const arma::mat& curqys, const arma::mat& curqzs, - const arma::mat& vijs, const arma::mat& aijs, - const arma::mat& full_const, const arma::vec& nugget, - const arma::vec& sig2, const arma::vec& U_beginning){ +arma::sp_mat createU_helper_mat(const arma::mat &olocs, const arma::vec &ondx, + const arma::mat &curqys, const arma::mat &curqzs, + const arma::mat &vijs, const arma::mat &aijs, + const arma::mat &full_const, const arma::vec &nugget, + const arma::vec &sig2, const arma::vec &U_beginning) +{ int n = arma::as_scalar(ondx.n_elem); int m = arma::as_scalar(curqys.n_rows); - int n_inds = 2*n * (m + 3); + int n_inds = 2 * n * (m + 3); n_inds -= sum(arma::linspace(0, m, m + 1)); // arma::mat feeder(3, n_inds); arma::umat ndx(2, n_inds); @@ -69,38 +85,42 @@ arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, // vals.rows(0, 6) = U_beginning; // feeder.cols(0, 6) = {{1, 1, 2, 1, 3, 3, 4}, // {1, 2, 2, 3, 3, 4, 4}}; - ndx.cols(0,6) = {{0, 0, 1, 0, 2, 2, 3}, - {0, 1, 1, 2, 2, 3, 3}}; - vals(arma::span(0,6)) = U_beginning; + ndx.cols(0, 6) = {{0, 0, 1, 0, 2, 2, 3}, + {0, 1, 1, 2, 2, 3, 3}}; + vals(arma::span(0, 6)) = U_beginning; // feeder.cols(0,6) = {{0, 0, 1, 0, 2, 2, 3}, // {0, 1, 1, 2, 2, 3, 3}, {1,1,1,1,1,1,1}}; // feeder(2, arma::span(0,6)) = U_beginning.t(); int ind = 7; // int ind = 0; - for (arma::uword i = 3; i < (ondx.n_elem + 1); i++) { + for (arma::uword i = 3; i < (ondx.n_elem + 1); i++) + { double temppi = ondx(i - 1); - arma::vec cy = na_omit_c(curqys.col(i-1)); - arma::vec cz = (curqzs.col(i-1)); + arma::vec cy = na_omit_c(curqys.col(i - 1)); + arma::vec cz = (curqzs.col(i - 1)); arma::vec cq = na_omit_c(arma::join_cols(cy, cz)); arma::uword nq = cq.n_elem; arma::vec k1(nq); arma::mat k2(nq, nq); // Rcpp::Rcout << i << " "; // Rcpp::Rcout << cq; - for (arma::uword j = 0; j < nq; j++){ + for (arma::uword j = 0; j < nq; j++) + { double temppj = ondx(cq(j) - 1); k1(j) = full_const(temppi - 1, temppj - 1) * - matern1(dist1(olocs.row(i - 1), olocs.row(cq(j) - 1)), - vijs(temppi - 1, temppj - 1), aijs(temppi - 1, temppj - 1)); - for (arma::uword k = j; k < nq; k++){ + matern1(dist1(olocs.row(i - 1), olocs.row(cq(j) - 1)), + vijs(temppi - 1, temppj - 1), aijs(temppi - 1, temppj - 1)); + for (arma::uword k = j; k < nq; k++) + { double temppk = ondx(cq(k) - 1); - k2(j,k) = full_const(temppj - 1, temppk - 1) * - matern1(dist1(olocs.row(cq(j) - 1), olocs.row(cq(k) - 1)), - vijs(temppj - 1, temppk - 1), aijs(temppj - 1, temppk - 1)); + k2(j, k) = full_const(temppj - 1, temppk - 1) * + matern1(dist1(olocs.row(cq(j) - 1), olocs.row(cq(k) - 1)), + vijs(temppj - 1, temppk - 1), aijs(temppj - 1, temppk - 1)); } // // add nugget if neighbor is not latent - if(j >= cy.n_elem){ - k2(j,j) += nugget(temppj - 1); + if (j >= cy.n_elem) + { + k2(j, j) += nugget(temppj - 1); } } // //make symmetric @@ -111,14 +131,16 @@ arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, arma::vec bi(nq); bool status = arma::solve(bi, k2, k1); double epsilon = 1e-9; - while (!status){ + while (!status) + { epsilon *= 2; k2.diag() += epsilon; status = arma::solve(bi, k2, k1); } double ritemp = arma::as_scalar(sig2(temppi - 1) - bi.t() * k1); epsilon = 1e-9; - while (ritemp<=0) { + while (ritemp <= 0) + { epsilon *= 2; k2.diag() += epsilon; arma::solve(bi, k2, k1); @@ -130,34 +152,35 @@ arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, // arma::vec bi = arma::solve(k2, k1); // uhat(2*i - 1, 2*i - 1) = pow(nugget(temppi - 1), -0.5); // uhat(2*i - 2, 2*i - 1) = -1.0 * uhat(2*i - 1, 2*i - 1); - + // uhat(2*i - 2, 2*i - 2) = 1.0 / ri; - for (arma::uword j = 0; j < cq.n_elem; j++) { - arma::uword xind = 2*cq(j) - 2; - if(j >= cy.n_elem){ + for (arma::uword j = 0; j < cq.n_elem; j++) + { + arma::uword xind = 2 * cq(j) - 2; + if (j >= cy.n_elem) + { xind += 1; } // feeder.col(ind) = {(double)xind,(double) 2*i - 2, bi(j)}; - ndx.col(ind) = {xind,2*i-2}; + ndx.col(ind) = {xind, 2 * i - 2}; vals(ind) = bi(j); // vals[ind] = bi(j); ind++; // uhat(xind, 2.0*i - 2.0) = bi(j); - } // vals[ind] = 1.0 / ri; - double feed_temp = pow(nugget(temppi - 1), -0.5); //used twice so temp storage to avoid recomputation + double feed_temp = pow(nugget(temppi - 1), -0.5); // used twice so temp storage to avoid recomputation // feeder.col(ind) = {(double)2*i - 2,(double)2*i - 2, 1.0 / ri}; // feeder.col(ind + 2) = {(double)2*i - 1,(double) 2*i - 1, feed_temp}; - ndx.col(ind) = {2*i-2, 2*i-2}; + ndx.col(ind) = {2 * i - 2, 2 * i - 2}; vals(ind) = 1.0 / ri; - ndx.col(ind+2) = {2*i-1, 2*i-1}; - vals(ind+2) = feed_temp; + ndx.col(ind + 2) = {2 * i - 1, 2 * i - 1}; + vals(ind + 2) = feed_temp; // vals[ind + 2] = pow(nugget(temppi - 1), -0.5); // vals[ind + 1] = -1.0 * vals[ind + 2]; // feeder.col(ind + 1) = {(double)2*i - 2,(double) 2*i - 1, -1.0 * feed_temp}; - ndx.col(ind+1) = {2*i-2, 2*i-1}; - vals(ind+1) = -1.0*feed_temp; + ndx.col(ind + 1) = {2 * i - 2, 2 * i - 1}; + vals(ind + 1) = -1.0 * feed_temp; ind += 3; } arma::sp_mat uhat(ndx, vals); diff --git a/tests/testthat/Multivariate-Sims-RandomFields.R b/tests/testthat/Multivariate-Sims-RandomFields.R index a9b9c59..e4a0a19 100644 --- a/tests/testthat/Multivariate-Sims-RandomFields.R +++ b/tests/testthat/Multivariate-Sims-RandomFields.R @@ -14,41 +14,41 @@ library(ggplot2) # Y(s,t) = X(s) + nu(s,t) + epsilon(s,t) # Y = Y(i), i = 1,..., k outcomes # where: -# X(s) is the spatial only trend, -# nu(s,t) is the spatiotemporally correlated trend, and -# epsilon(s,t) is the spatiotemporal nugget +# X(s) is the spatial only trend, +# nu(s,t) is the spatiotemporally correlated trend, and +# epsilon(s,t) is the spatiotemporal nugget # To keep the simulation small and tractable to quickly run, we # simulate 25 spatial locations and 5 temporal locations -n.spatial=25 -n.spatial.xy = sqrt(n.spatial) -n.temporal = 5 +n.spatial <- 25 +n.spatial.xy <- sqrt(n.spatial) +n.temporal <- 5 # Mean trend, X(s): spatiotemporal data, but the trend is spatial only. # Each outcome has a different combination of true betas # p = number of potential covariates -p=10 +p <- 10 -p.nz=4 -beta1= c(rep(0,p-p.nz),rep(1,p.nz)) -p.nz=2 -beta2= c(rep(1,p.nz),rep(0,p-p.nz)) -p.nz=3 -beta3= c(rep(1,p.nz),rep(0,p-p.nz)) +p.nz <- 4 +beta1 <- c(rep(0, p - p.nz), rep(1, p.nz)) +p.nz <- 2 +beta2 <- c(rep(1, p.nz), rep(0, p - p.nz)) +p.nz <- 3 +beta3 <- c(rep(1, p.nz), rep(0, p - p.nz)) # Combine all of the betas into 1 vector -beta.all <- c(beta1,beta2,beta3) +beta.all <- c(beta1, beta2, beta3) -# correlated predictors -Sigma.X=exp(-rdist(sample(1:p))/3) -X=mvrnorm(n.spatial,rep(0,p),Sigma.X) +# correlated predictors +Sigma.X <- exp(-rdist(sample(1:p)) / 3) +X <- mvrnorm(n.spatial, rep(0, p), Sigma.X) # replicate for space-time for a single-outcomes -X.st <- rbind(X,X,X,X,X) +X.st <- rbind(X, X, X, X, X) # Create the multivariate X-matrix, for multiple outcomes # The rows are by outcome (i), space (j), and then time (k) -X.all <- psych::superMatrix(list(X.st,X.st,X.st)) +X.all <- psych::superMatrix(list(X.st, X.st, X.st)) # S-T design matrix with X's repeated is needed @@ -61,17 +61,17 @@ mean.trend.st <- X.all %*% beta.all #### Space-Time correlated error #### # We simulate using a valid parsimonious Matern spatiotemporal cross-covariance function where -# each marginal parameter (spatial range, temporal range, smoothness, marginal variance) +# each marginal parameter (spatial range, temporal range, smoothness, marginal variance) # are all different. The cross-covariance parameters are the average of the respective # marginal parameters. -# The simulation is done with unconditional Cholesky decomposition +# The simulation is done with unconditional Cholesky decomposition # rho is the correlation between outcome S-T errors, 1 for with itself -rho <- matrix(nr=3, c(1, 0.8, 0.3, 0.8, 1, 0.5, 0.3, 0.5, 1)) +rho <- matrix(nr = 3, c(1, 0.8, 0.3, 0.8, 1, 0.5, 0.3, 0.5, 1)) -# nu, marginal smoothness: -marg.smoothness <- c(0.5,1,1.5) +# nu, marginal smoothness: +marg.smoothness <- c(0.5, 1, 1.5) # Non-spatial error/noise/nugget # epsilon(s,t) will be simulated based on the nugget parameters, @@ -80,7 +80,7 @@ nuggets <- c(0.5, 0.7, 2) # marginal variances of the Matern set.seed(10) # The marginal variances are scaled linearly with the nuggets -x.variance <- runif(3,1.5,4) +x.variance <- runif(3, 1.5, 4) marg.var <- nuggets + x.variance # ranges, the true ranges, we will scale coordinates by this, but then use a @@ -89,55 +89,65 @@ marg.var <- nuggets + x.variance # outcome1 space and time, outcome 2 space and time, outcome 3 space and time # Spatial domain is on the unit [0,1] # Temporal domain is a year [0,365] -ranges <- c(0.8,2, - 0.1,5, - 0.5,300) +ranges <- c( + 0.8, 2, + 0.1, 5, + 0.5, 300 +) # set up the true spatial and temporal dimensions -space.dim <- seq(0,1,length.out = n.spatial.xy) -time.dim <- seq(1,365,length.out = n.temporal) +space.dim <- seq(0, 1, length.out = n.spatial.xy) +time.dim <- seq(1, 365, length.out = n.temporal) # scale the space and time dimensions according to the true covariance ranges -d11 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2])) -d22 <- fields::rdist(expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4])) -d33 <- fields::rdist(expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) +d11 <- fields::rdist(expand.grid(space.dim / ranges[1], space.dim / ranges[1], time.dim / ranges[2])) +d22 <- fields::rdist(expand.grid(space.dim / ranges[3], space.dim / ranges[3], time.dim / ranges[4])) +d33 <- fields::rdist(expand.grid(space.dim / ranges[5], space.dim / ranges[5], time.dim / ranges[6])) -d12 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2]), - expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4])) +d12 <- fields::rdist( + expand.grid(space.dim / ranges[1], space.dim / ranges[1], time.dim / ranges[2]), + expand.grid(space.dim / ranges[3], space.dim / ranges[3], time.dim / ranges[4]) +) d21 <- t(d12) -d13 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2]), - expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) +d13 <- fields::rdist( + expand.grid(space.dim / ranges[1], space.dim / ranges[1], time.dim / ranges[2]), + expand.grid(space.dim / ranges[5], space.dim / ranges[5], time.dim / ranges[6]) +) d31 <- t(d13) -d23 <- fields::rdist(expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4]), - expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) +d23 <- fields::rdist( + expand.grid(space.dim / ranges[3], space.dim / ranges[3], time.dim / ranges[4]), + expand.grid(space.dim / ranges[5], space.dim / ranges[5], time.dim / ranges[6]) +) d32 <- t(d23) -Dists.All <- rbind( cbind(d11,d12,d13), - cbind(d21,d22,d23), - cbind(d31,d32,d33) +Dists.All <- rbind( + cbind(d11, d12, d13), + cbind(d21, d22, d23), + cbind(d31, d32, d33) ) ## Create the correlation matrices -Sigma11 <- marg.var[1] * fields::Matern(d11,range = 1, smoothness = marg.smoothness[1]) -Sigma22 <- marg.var[2] * fields::Matern(d22,range = 1, smoothness = marg.smoothness[2]) -Sigma33 <- marg.var[3] * fields::Matern(d33,range = 1, smoothness = marg.smoothness[3]) -Sigma12 <- rho[1,2] * sqrt(marg.var[1]) * sqrt(marg.var[2]) * fields::Matern(d12,range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[2])/2) +Sigma11 <- marg.var[1] * fields::Matern(d11, range = 1, smoothness = marg.smoothness[1]) +Sigma22 <- marg.var[2] * fields::Matern(d22, range = 1, smoothness = marg.smoothness[2]) +Sigma33 <- marg.var[3] * fields::Matern(d33, range = 1, smoothness = marg.smoothness[3]) +Sigma12 <- rho[1, 2] * sqrt(marg.var[1]) * sqrt(marg.var[2]) * fields::Matern(d12, range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[2]) / 2) Sigma21 <- t(Sigma12) -Sigma13 <- rho[1,3] * sqrt(marg.var[1]) * sqrt(marg.var[3]) * fields::Matern(d13,range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[3])/2) +Sigma13 <- rho[1, 3] * sqrt(marg.var[1]) * sqrt(marg.var[3]) * fields::Matern(d13, range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[3]) / 2) Sigma31 <- t(Sigma13) -Sigma23 <- rho[2,3] * sqrt(marg.var[2]) * sqrt(marg.var[3]) * fields::Matern(d23,range = 1, smoothness = (marg.smoothness[2] + marg.smoothness[3])/2) +Sigma23 <- rho[2, 3] * sqrt(marg.var[2]) * sqrt(marg.var[3]) * fields::Matern(d23, range = 1, smoothness = (marg.smoothness[2] + marg.smoothness[3]) / 2) Sigma32 <- t(Sigma23) -#Combine into the super Multivariate covariance matrix -Sigma.All <- rbind( cbind(Sigma11,Sigma12,Sigma13), - cbind(Sigma21,Sigma22,Sigma23), - cbind(Sigma31,Sigma32,Sigma33) - ) +# Combine into the super Multivariate covariance matrix +Sigma.All <- rbind( + cbind(Sigma11, Sigma12, Sigma13), + cbind(Sigma21, Sigma22, Sigma23), + cbind(Sigma31, Sigma32, Sigma33) +) # Cholesky decomposition L.C <- chol(Sigma.All) @@ -151,109 +161,138 @@ st.error <- L.Ct %*% rnorm(n.spatial * n.temporal * 3) # equivalently, we could do: # st.error <- rnorm(n.spatial * n.temporal * 3) %*% L.C -# Simulate the nugget (noise) error +# Simulate the nugget (noise) error set.seed(10) -nug.error <- cbind( nuggets[1]*rnorm(n.spatial*n.temporal), - nuggets[2]*rnorm(n.spatial*n.temporal), - nuggets[3]*rnorm(n.spatial*n.temporal) - ) +nug.error <- cbind( + nuggets[1] * rnorm(n.spatial * n.temporal), + nuggets[2] * rnorm(n.spatial * n.temporal), + nuggets[3] * rnorm(n.spatial * n.temporal) +) # xy and time grid for plotting or accessing by common s-t location -xyt.grid <- cbind(expand.grid(space.dim,space.dim,time.dim)) +xyt.grid <- cbind(expand.grid(space.dim, space.dim, time.dim)) # outcome indices -idx.outcome1 <- 1:(n.spatial*n.temporal) -idx.outcome2 <- seq(n.spatial*n.temporal+1,n.spatial*n.temporal*2,by=1) -idx.outcome3 <- seq(n.spatial*n.temporal*2+1,n.spatial*n.temporal*3,by=1) +idx.outcome1 <- 1:(n.spatial * n.temporal) +idx.outcome2 <- seq(n.spatial * n.temporal + 1, n.spatial * n.temporal * 2, by = 1) +idx.outcome3 <- seq(n.spatial * n.temporal * 2 + 1, n.spatial * n.temporal * 3, by = 1) ### Combine the mean trend, spatiotemporal errors, and nugget # Outcome 1, 2, 3 by column -y.sim.final <- cbind(mean.trend.st[idx.outcome1] + st.error[idx.outcome1] + nug.error[idx.outcome1], - mean.trend.st[idx.outcome2] + st.error[idx.outcome2] + nug.error[idx.outcome2], - mean.trend.st[idx.outcome3] + st.error[idx.outcome3] + nug.error[idx.outcome3]) - -# -### plot all of the simulations - -df.plot <- data.frame("x.coord" = xyt.grid[,1], - "y.coord" = xyt.grid[,2], - "time" = as.factor(xyt.grid[,3]), - "var1" = y.sim.final[,1], - "var2" = y.sim.final[,2], - "var3" = y.sim.final[,3], - "mean.trend1" = mean.trend.st[idx.outcome1], - "mean.trend2" = mean.trend.st[idx.outcome2], - "mean.trend3" = mean.trend.st[idx.outcome3], - "sterror1" = st.error[idx.outcome1], - "sterror2" = st.error[idx.outcome2], - "sterror3" = st.error[idx.outcome3], - "nugerror1" = nug.error[idx.outcome1], - "nugerror2" = nug.error[idx.outcome2], - "nugerror3" = nug.error[idx.outcome3]) +y.sim.final <- cbind( + mean.trend.st[idx.outcome1] + st.error[idx.outcome1] + nug.error[idx.outcome1], + mean.trend.st[idx.outcome2] + st.error[idx.outcome2] + nug.error[idx.outcome2], + mean.trend.st[idx.outcome3] + st.error[idx.outcome3] + nug.error[idx.outcome3] +) + +# +### plot all of the simulations + +df.plot <- data.frame( + "x.coord" = xyt.grid[, 1], + "y.coord" = xyt.grid[, 2], + "time" = as.factor(xyt.grid[, 3]), + "var1" = y.sim.final[, 1], + "var2" = y.sim.final[, 2], + "var3" = y.sim.final[, 3], + "mean.trend1" = mean.trend.st[idx.outcome1], + "mean.trend2" = mean.trend.st[idx.outcome2], + "mean.trend3" = mean.trend.st[idx.outcome3], + "sterror1" = st.error[idx.outcome1], + "sterror2" = st.error[idx.outcome2], + "sterror3" = st.error[idx.outcome3], + "nugerror1" = nug.error[idx.outcome1], + "nugerror2" = nug.error[idx.outcome2], + "nugerror3" = nug.error[idx.outcome3] +) # plot each variable in space and facet by time -ggplot(df.plot,aes(x.coord,y.coord,fill = var1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = var1)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -ggplot(df.plot,aes(x.coord,y.coord,fill = var2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = var2)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -ggplot(df.plot,aes(x.coord,y.coord,fill = var3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = var3)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") # plot the mean trend - each facet should be identical -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = mean.trend1)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = mean.trend2)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = mean.trend3)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") # plot the st error -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = sterror1)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = sterror2)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") -# Note how the S-T error 3 is the smoothest and also the most similar across time. +# Note how the S-T error 3 is the smoothest and also the most similar across time. # It has the largest smoothness and temporal range parameters -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") +ggplot(df.plot, aes(x.coord, y.coord, fill = sterror3)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") # plot the nugget -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - - -# Some simulation field stats - -# Signal to noise -S2N.var1 <- var(df.plot$mean.trend1)/var(df.plot$sterror1 + df.plot$nugerror1) -S2N.var2 <- var(df.plot$mean.trend2)/var(df.plot$sterror2 + df.plot$nugerror2) -S2N.var3 <- var(df.plot$mean.trend3)/var(df.plot$sterror3 + df.plot$nugerror3) - -X_train = as.matrix(X.st[1:90,]) -X_test = as.matrix(X.st[91:125,]) -Y_train = as.matrix(y.sim.final[1:90,]) -Y_test = as.matrix(y.sim.final[91:125,]) -#locs_train = xyt.grid[1:90,] -#locs_test = xyt.grid[91:125,] -noise_sd = sd(xyt.grid[,1]) * 0.01 -noise = cbind(rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, sd(xyt.grid[,3]) * 0.01)) -xyt_jittered = xyt.grid + noise -locs_train = as.matrix(xyt_jittered[1:90,1:2]) #spatial only -locs_test = as.matrix(xyt_jittered[91:125,1:2]) #spatial only -save(X_train, X_test, Y_train, Y_test, locs_train, locs_test, file="tests/testthat/multivariate_sim_spatial3.Rdata") \ No newline at end of file +ggplot(df.plot, aes(x.coord, y.coord, fill = nugerror1)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") + +ggplot(df.plot, aes(x.coord, y.coord, fill = nugerror2)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") + +ggplot(df.plot, aes(x.coord, y.coord, fill = nugerror3)) + + geom_raster(interpolate = T) + + facet_wrap(. ~ time) + + scale_fill_viridis_c(direction = -1, option = "A") + + +# Some simulation field stats + +# Signal to noise +S2N.var1 <- var(df.plot$mean.trend1) / var(df.plot$sterror1 + df.plot$nugerror1) +S2N.var2 <- var(df.plot$mean.trend2) / var(df.plot$sterror2 + df.plot$nugerror2) +S2N.var3 <- var(df.plot$mean.trend3) / var(df.plot$sterror3 + df.plot$nugerror3) + +X_train <- as.matrix(X.st[1:90, ]) +X_test <- as.matrix(X.st[91:125, ]) +Y_train <- as.matrix(y.sim.final[1:90, ]) +Y_test <- as.matrix(y.sim.final[91:125, ]) +# locs_train = xyt.grid[1:90,] +# locs_test = xyt.grid[91:125,] +noise_sd <- sd(xyt.grid[, 1]) * 0.01 +noise <- cbind(rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, sd(xyt.grid[, 3]) * 0.01)) +xyt_jittered <- xyt.grid + noise +locs_train <- as.matrix(xyt_jittered[1:90, 1:2]) # spatial only +locs_test <- as.matrix(xyt_jittered[91:125, 1:2]) # spatial only +save(X_train, X_test, Y_train, Y_test, locs_train, locs_test, file = "tests/testthat/multivariate_sim_spatial3.Rdata") diff --git a/tests/testthat/helper.R b/tests/testthat/helper.R index 515b66b..45316f1 100644 --- a/tests/testthat/helper.R +++ b/tests/testthat/helper.R @@ -1,20 +1,20 @@ -plot_surface <- function(samples){ - #library(ggplot2) +plot_surface <- function(samples) { + # library(ggplot2) library(scatterplot3d) library(rgl) - + samples <- as.data.frame(samples) colnames(samples) <- c("x", "y", "z") colors <- function(colors, values) { - norm_values <- (values - min(values))/diff(range(values)) + norm_values <- (values - min(values)) / diff(range(values)) ramp <- colorRamp(colors)(norm_values) - rgb(ramp[,1], ramp[,2], ramp[,3], maxColorValue = 255) + rgb(ramp[, 1], ramp[, 2], ramp[, 3], maxColorValue = 255) } cols <- colors(c("red", "blue"), samples$z) - #scatterplot3d(samples[,1:3], angle=65, pch = 16, color=cols) - #scatter3d(samples$x, samples$y, samples$z, ) + # scatterplot3d(samples[,1:3], angle=65, pch = 16, color=cols) + # scatter3d(samples$x, samples$y, samples$z, ) plot3d(samples$x, samples$y, samples$z, col = cols) - #ggplot(samples, aes(x=x, y=y, z=z)) + geom_point(aes(colour=z)) + scale_colour_gradient2() + # ggplot(samples, aes(x=x, y=y, z=z)) + geom_point(aes(colour=z)) + scale_colour_gradient2() # + scale_colour_gradientn(colours = terrain.colors(10)) # + scale_colour_gradient2() } diff --git a/tests/testthat/sim_multivariate_big.R b/tests/testthat/sim_multivariate_big.R index e2970af..ce9b9da 100755 --- a/tests/testthat/sim_multivariate_big.R +++ b/tests/testthat/sim_multivariate_big.R @@ -7,21 +7,21 @@ library(MASS) library(fields) library(psych) -beta1 <- c(rep(1,p.nz), rep(0,p-p.nz)) +beta1 <- c(rep(1, p.nz), rep(0, p - p.nz)) beta.all <- rep(beta1, ny) X.st <- list() for (i in 1:ny) { - set.seed(1212+i) - Sigma.X <- exp(-rdist(sample(1:p))/3) - X.st[[i]] <- mvrnorm(n.spatial.xy^2,rep(0,p),Sigma.X) + set.seed(1212 + i) + Sigma.X <- exp(-rdist(sample(1:p)) / 3) + X.st[[i]] <- mvrnorm(n.spatial.xy^2, rep(0, p), Sigma.X) } X.all <- superMatrix(X.st) mean.trend.st <- X.all %*% beta.all n.rho <- choose(ny, 2) rho.vec <- runif(n.rho, 0.2, 0.8) -rho <- matrix(0, nrow=ny, ncol=ny) +rho <- matrix(0, nrow = ny, ncol = ny) rho[upper.tri(rho)] <- rho.vec rho <- rho + t(rho) + diag(1, ny) @@ -35,36 +35,37 @@ params.all <- c(x.variance, ranges, marg.smoothness, nuggets, rho.vec) locs.list <- list() for (i in 1:ny) { - loc1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) + loc1 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc2 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) locs.list[[i]] <- as.matrix(expand.grid(loc1, loc2)) } -Sigma.All <- matrix(nrow=ny*n.spatial.xy^2, ncol=ny*n.spatial.xy^2) +Sigma.All <- matrix(nrow = ny * n.spatial.xy^2, ncol = ny * n.spatial.xy^2) for (i in 1:ny) { for (j in i:ny) { - if (i==j) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + if (i == j) { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) dij <- fields::rdist(locs.list[[i]]) - Sigma.All[ndx1,ndx1] <- marg.var[i] * - fields::Matern(dij, range = ranges[i], - smoothness = marg.smoothness[i]) - } - else { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) - ndx2 <- ((j-1)*n.spatial.xy^2+1):(n.spatial.xy^2*j) + Sigma.All[ndx1, ndx1] <- marg.var[i] * + fields::Matern(dij, + range = ranges[i], + smoothness = marg.smoothness[i] + ) + } else { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) + ndx2 <- ((j - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * j) dij <- fields::rdist(locs.list[[i]], locs.list[[j]]) vii <- marg.smoothness[i] vjj <- marg.smoothness[j] - vij <- (vii+vjj)/2 - aii <- 1/ranges[i] - ajj <- 1/ranges[j] - aij <- sqrt((aii^2+ajj^2)/2) - Sigma.All[ndx1,ndx2] <- rho[i,j] * sqrt(marg.var[i]) * + vij <- (vii + vjj) / 2 + aii <- 1 / ranges[i] + ajj <- 1 / ranges[j] + aij <- sqrt((aii^2 + ajj^2) / 2) + Sigma.All[ndx1, ndx2] <- rho[i, j] * sqrt(marg.var[i]) * sqrt(marg.var[j]) * aii^vii * ajj^vjj * gamma(vij) / - (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * - fields::Matern(dij, smoothness=vij, alpha=aij) - Sigma.All[ndx2,ndx1] <- t(Sigma.All[ndx1,ndx2]) + (aij^(2 * vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(dij, smoothness = vij, alpha = aij) + Sigma.All[ndx2, ndx1] <- t(Sigma.All[ndx1, ndx2]) } } } @@ -75,16 +76,18 @@ st.error <- rnorm(n.spatial.xy^2 * ny) %*% L.C nug.error <- NULL for (i in 1:ny) { - nug.error <- c(nug.error, nuggets[i]*rnorm(n.spatial.xy^2)) + nug.error <- c(nug.error, nuggets[i] * rnorm(n.spatial.xy^2)) } y.list <- list() for (i in 1:ny) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) y.list[[i]] <- mean.trend.st[ndx1] + st.error[ndx1] + nug.error[ndx1] } -rm(ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, - loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, - st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, - marg.smoothness, marg.var) +rm( + ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, + loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, + st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, + marg.smoothness, marg.var +) diff --git a/tests/testthat/sim_multivariate_big_pred.R b/tests/testthat/sim_multivariate_big_pred.R index 73d03a2..6b6a972 100755 --- a/tests/testthat/sim_multivariate_big_pred.R +++ b/tests/testthat/sim_multivariate_big_pred.R @@ -9,20 +9,20 @@ library(MASS) library(fields) library(psych) -beta1 <- c(rep(1,p.nz), rep(0,p-p.nz)) +beta1 <- c(rep(1, p.nz), rep(0, p - p.nz)) beta.all <- rep(beta1, ny) X.st <- list() for (i in 1:ny) { - Sigma.X <- exp(-rdist(sample(1:p))/3) - X.st[[i]] <- mvrnorm(n.spatial.xy^2,rep(0,p),Sigma.X) + Sigma.X <- exp(-rdist(sample(1:p)) / 3) + X.st[[i]] <- mvrnorm(n.spatial.xy^2, rep(0, p), Sigma.X) } X.all <- superMatrix(X.st) mean.trend.st <- X.all %*% beta.all n.rho <- choose(ny, 2) rho.vec <- runif(n.rho, 0.2, 0.8) -rho <- matrix(0, nrow=ny, ncol=ny) +rho <- matrix(0, nrow = ny, ncol = ny) rho[upper.tri(rho)] <- rho.vec rho <- rho + t(rho) + diag(1, ny) @@ -36,36 +36,37 @@ params.all <- c(x.variance, ranges, marg.smoothness, nuggets, rho.vec) locs.list <- list() for (i in 1:ny) { - loc1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) + loc1 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc2 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) locs.list[[i]] <- as.matrix(expand.grid(loc1, loc2)) } -Sigma.All <- matrix(nrow=ny*n.spatial.xy^2, ncol=ny*n.spatial.xy^2) +Sigma.All <- matrix(nrow = ny * n.spatial.xy^2, ncol = ny * n.spatial.xy^2) for (i in 1:ny) { for (j in i:ny) { - if (i==j) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + if (i == j) { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) dij <- fields::rdist(locs.list[[i]]) - Sigma.All[ndx1,ndx1] <- marg.var[i] * - fields::Matern(dij, range = ranges[i], - smoothness = marg.smoothness[i]) - } - else { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) - ndx2 <- ((j-1)*n.spatial.xy^2+1):(n.spatial.xy^2*j) + Sigma.All[ndx1, ndx1] <- marg.var[i] * + fields::Matern(dij, + range = ranges[i], + smoothness = marg.smoothness[i] + ) + } else { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) + ndx2 <- ((j - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * j) dij <- fields::rdist(locs.list[[i]], locs.list[[j]]) vii <- marg.smoothness[i] vjj <- marg.smoothness[j] - vij <- (vii+vjj)/2 - aii <- 1/ranges[i] - ajj <- 1/ranges[j] - aij <- sqrt((aii^2+ajj^2)/2) - Sigma.All[ndx1,ndx2] <- rho[i,j] * sqrt(marg.var[i]) * + vij <- (vii + vjj) / 2 + aii <- 1 / ranges[i] + ajj <- 1 / ranges[j] + aij <- sqrt((aii^2 + ajj^2) / 2) + Sigma.All[ndx1, ndx2] <- rho[i, j] * sqrt(marg.var[i]) * sqrt(marg.var[j]) * aii^vii * ajj^vjj * gamma(vij) / - (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * - fields::Matern(dij, smoothness=vij, alpha=aij) - Sigma.All[ndx2,ndx1] <- t(Sigma.All[ndx1,ndx2]) + (aij^(2 * vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(dij, smoothness = vij, alpha = aij) + Sigma.All[ndx2, ndx1] <- t(Sigma.All[ndx1, ndx2]) } } } @@ -76,7 +77,7 @@ st.error <- rnorm(n.spatial.xy^2 * ny) %*% L.C nug.error <- NULL for (i in 1:ny) { - nug.error <- c(nug.error, nuggets[i]*rnorm(n.spatial.xy^2)) + nug.error <- c(nug.error, nuggets[i] * rnorm(n.spatial.xy^2)) } y.list <- list() @@ -87,20 +88,22 @@ y.list.otst <- list() X.st.otr <- list() X.st.otst <- list() for (i in 1:ny) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) y.list[[i]] <- mean.trend.st[ndx1] + st.error[ndx1] + nug.error[ndx1] nn <- n.spatial.xy^2 otr <- rep(FALSE, nn) - otr[sample(1:nn, size=floor(nn/2))] <- TRUE - locs.list.otr[[i]] <- locs.list[[i]][otr,] - locs.list.otst[[i]] <- locs.list[[i]][!otr,] + otr[sample(1:nn, size = floor(nn / 2))] <- TRUE + locs.list.otr[[i]] <- locs.list[[i]][otr, ] + locs.list.otst[[i]] <- locs.list[[i]][!otr, ] y.list.otr[[i]] <- y.list[[i]][otr] y.list.otst[[i]] <- y.list[[i]][!otr] - X.st.otr[[i]] <- X.st[[i]][otr,] - X.st.otst[[i]] <- X.st[[i]][!otr,] + X.st.otr[[i]] <- X.st[[i]][otr, ] + X.st.otst[[i]] <- X.st[[i]][!otr, ] } -rm(ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, - loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, - st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, - marg.smoothness, marg.var, x.variance, nn, otr) +rm( + ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, + loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, + st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, + marg.smoothness, marg.var, x.variance, nn, otr +) diff --git a/tests/testthat/sim_multivariate_big_st.R b/tests/testthat/sim_multivariate_big_st.R index b1bc1f2..2408cb8 100755 --- a/tests/testthat/sim_multivariate_big_st.R +++ b/tests/testthat/sim_multivariate_big_st.R @@ -9,20 +9,20 @@ library(MASS) library(fields) library(psych) -beta1 <- c(rep(1,p.nz), rep(0,p-p.nz)) +beta1 <- c(rep(1, p.nz), rep(0, p - p.nz)) beta.all <- rep(beta1, ny) X.st <- list() for (i in 1:ny) { - Sigma.X <- exp(-rdist(sample(1:p))/3) - X.st[[i]] <- mvrnorm(n.spatial.xy^3,rep(0,p),Sigma.X) + Sigma.X <- exp(-rdist(sample(1:p)) / 3) + X.st[[i]] <- mvrnorm(n.spatial.xy^3, rep(0, p), Sigma.X) } X.all <- superMatrix(X.st) mean.trend.st <- X.all %*% beta.all n.rho <- choose(ny, 2) rho.vec <- runif(n.rho, 0.2, 0.8) -rho <- matrix(0, nrow=ny, ncol=ny) +rho <- matrix(0, nrow = ny, ncol = ny) rho[upper.tri(rho)] <- rho.vec rho <- rho + t(rho) + diag(1, ny) @@ -30,50 +30,51 @@ marg.smoothness <- 0.5 + rnorm(ny, 0.1, 0.05) nuggets <- runif(ny, 0.5, 2) x.variance <- runif(ny, 1.5, 4) marg.var <- nuggets + x.variance -ranges <- rep(NA, 2*ny) -ranges[2*(1:ny)-1] <- runif(ny, 0.5, 1.2) -ranges[2*(1:ny)] <- runif(ny, 200, 400) +ranges <- rep(NA, 2 * ny) +ranges[2 * (1:ny) - 1] <- runif(ny, 0.5, 1.2) +ranges[2 * (1:ny)] <- runif(ny, 200, 400) params.all <- c(x.variance, ranges, marg.smoothness, nuggets, rho.vec) locs.list <- list() locs.listb <- list() for (i in 1:ny) { - loc1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc3 <- seq(0,365,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc1b <- loc1 / ranges[2*i-1] - loc2b <- loc2 / ranges[2*i-1] - loc3b <- loc3 / ranges[2*i] + loc1 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc2 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc3 <- seq(0, 365, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc1b <- loc1 / ranges[2 * i - 1] + loc2b <- loc2 / ranges[2 * i - 1] + loc3b <- loc3 / ranges[2 * i] locs.list[[i]] <- as.matrix(expand.grid(loc1, loc2, loc3)) locs.listb[[i]] <- as.matrix(expand.grid(loc1b, loc2b, loc3b)) } -Sigma.All <- matrix(nrow=ny*n.spatial.xy^3, ncol=ny*n.spatial.xy^3) +Sigma.All <- matrix(nrow = ny * n.spatial.xy^3, ncol = ny * n.spatial.xy^3) for (i in 1:ny) { for (j in i:ny) { - if (i==j) { - ndx1 <- ((i-1)*n.spatial.xy^3+1):(n.spatial.xy^3*i) + if (i == j) { + ndx1 <- ((i - 1) * n.spatial.xy^3 + 1):(n.spatial.xy^3 * i) dij <- fields::rdist(locs.listb[[i]]) - Sigma.All[ndx1,ndx1] <- marg.var[i] * - fields::Matern(dij, range = 1, - smoothness = marg.smoothness[i]) - } - else { - ndx1 <- ((i-1)*n.spatial.xy^3+1):(n.spatial.xy^3*i) - ndx2 <- ((j-1)*n.spatial.xy^3+1):(n.spatial.xy^3*j) + Sigma.All[ndx1, ndx1] <- marg.var[i] * + fields::Matern(dij, + range = 1, + smoothness = marg.smoothness[i] + ) + } else { + ndx1 <- ((i - 1) * n.spatial.xy^3 + 1):(n.spatial.xy^3 * i) + ndx2 <- ((j - 1) * n.spatial.xy^3 + 1):(n.spatial.xy^3 * j) dij <- fields::rdist(locs.listb[[i]], locs.listb[[j]]) vii <- marg.smoothness[i] vjj <- marg.smoothness[j] - vij <- (vii+vjj)/2 + vij <- (vii + vjj) / 2 aii <- 1 ajj <- 1 - aij <- sqrt((aii^2+ajj^2)/2) - Sigma.All[ndx1,ndx2] <- rho[i,j] * sqrt(marg.var[i]) * + aij <- sqrt((aii^2 + ajj^2) / 2) + Sigma.All[ndx1, ndx2] <- rho[i, j] * sqrt(marg.var[i]) * sqrt(marg.var[j]) * aii^vii * ajj^vjj * gamma(vij) / - (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * - fields::Matern(dij, smoothness=vij, alpha=aij) - Sigma.All[ndx2,ndx1] <- t(Sigma.All[ndx1,ndx2]) + (aij^(2 * vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(dij, smoothness = vij, alpha = aij) + Sigma.All[ndx2, ndx1] <- t(Sigma.All[ndx1, ndx2]) } } } @@ -84,16 +85,18 @@ st.error <- rnorm(n.spatial.xy^3 * ny) %*% L.C nug.error <- NULL for (i in 1:ny) { - nug.error <- c(nug.error, nuggets[i]*rnorm(n.spatial.xy^3)) + nug.error <- c(nug.error, nuggets[i] * rnorm(n.spatial.xy^3)) } y.list <- list() for (i in 1:ny) { - ndx1 <- ((i-1)*n.spatial.xy^3+1):(n.spatial.xy^3*i) + ndx1 <- ((i - 1) * n.spatial.xy^3 + 1):(n.spatial.xy^3 * i) y.list[[i]] <- mean.trend.st[ndx1] + st.error[ndx1] + nug.error[ndx1] } -rm(ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, - loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, - st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, - marg.smoothness, marg.var, locs.listb, loc3, loc1b, loc2b, loc3b) +rm( + ny, p, p.nz, n.spatial.xy, beta1, i, j, Sigma.X, mean.trend.st, n.rho, + loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, + st.error, nug.error, X.all, rho, rho.vec, ranges, Sigma.All, nuggets, + marg.smoothness, marg.var, locs.listb, loc3, loc1b, loc2b, loc3b +) diff --git a/tests/testthat/sim_multivariate_lik.R b/tests/testthat/sim_multivariate_lik.R index 67836cd..7bac2f5 100755 --- a/tests/testthat/sim_multivariate_lik.R +++ b/tests/testthat/sim_multivariate_lik.R @@ -9,7 +9,7 @@ library(psych) n.rho <- choose(ny, 2) rho.vec <- runif(n.rho, 0.2, 0.8) -rho <- matrix(0, nrow=ny, ncol=ny) +rho <- matrix(0, nrow = ny, ncol = ny) rho[upper.tri(rho)] <- rho.vec rho <- rho + t(rho) + diag(1, ny) @@ -23,36 +23,37 @@ params.all <- c(x.variance, ranges, marg.smoothness, nuggets, rho.vec) locs.list <- list() for (i in 1:ny) { - loc1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) - loc2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) + loc1 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) + loc2 <- seq(0, 1, length.out = n.spatial.xy) + rnorm(n.spatial.xy, 0, 0.001) locs.list[[i]] <- as.matrix(expand.grid(loc1, loc2)) } -Sigma.All <- matrix(nrow=ny*n.spatial.xy^2, ncol=ny*n.spatial.xy^2) +Sigma.All <- matrix(nrow = ny * n.spatial.xy^2, ncol = ny * n.spatial.xy^2) for (i in 1:ny) { for (j in i:ny) { - if (i==j) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + if (i == j) { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) dij <- fields::rdist(locs.list[[i]]) - Sigma.All[ndx1,ndx1] <- marg.var[i] * - fields::Matern(dij, range = ranges[i], - smoothness = marg.smoothness[i]) - } - else { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) - ndx2 <- ((j-1)*n.spatial.xy^2+1):(n.spatial.xy^2*j) + Sigma.All[ndx1, ndx1] <- marg.var[i] * + fields::Matern(dij, + range = ranges[i], + smoothness = marg.smoothness[i] + ) + } else { + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) + ndx2 <- ((j - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * j) dij <- fields::rdist(locs.list[[i]], locs.list[[j]]) vii <- marg.smoothness[i] vjj <- marg.smoothness[j] - vij <- (vii+vjj)/2 - aii <- 1/ranges[i] - ajj <- 1/ranges[j] - aij <- sqrt((aii^2+ajj^2)/2) - Sigma.All[ndx1,ndx2] <- rho[i,j] * sqrt(marg.var[i]) * + vij <- (vii + vjj) / 2 + aii <- 1 / ranges[i] + ajj <- 1 / ranges[j] + aij <- sqrt((aii^2 + ajj^2) / 2) + Sigma.All[ndx1, ndx2] <- rho[i, j] * sqrt(marg.var[i]) * sqrt(marg.var[j]) * aii^vii * ajj^vjj * gamma(vij) / - (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * - fields::Matern(dij, smoothness=vij, alpha=aij) - Sigma.All[ndx2,ndx1] <- t(Sigma.All[ndx1,ndx2]) + (aij^(2 * vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(dij, smoothness = vij, alpha = aij) + Sigma.All[ndx2, ndx1] <- t(Sigma.All[ndx1, ndx2]) } } } @@ -63,16 +64,18 @@ st.error <- rnorm(n.spatial.xy^2 * ny) %*% L.C nug.error <- NULL for (i in 1:ny) { - nug.error <- c(nug.error, nuggets[i]*rnorm(n.spatial.xy^2)) + nug.error <- c(nug.error, nuggets[i] * rnorm(n.spatial.xy^2)) } y.list <- list() for (i in 1:ny) { - ndx1 <- ((i-1)*n.spatial.xy^2+1):(n.spatial.xy^2*i) + ndx1 <- ((i - 1) * n.spatial.xy^2 + 1):(n.spatial.xy^2 * i) y.list[[i]] <- st.error[ndx1] + nug.error[ndx1] } -rm(ny, n.spatial.xy, i, j, n.rho, - loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, - st.error, nug.error, rho, rho.vec, ranges, Sigma.All, nuggets, - marg.smoothness, marg.var) +rm( + ny, n.spatial.xy, i, j, n.rho, + loc1, loc2, ndx1, ndx2, dij, vii, vjj, vij, aii, ajj, aij, L.C, + st.error, nug.error, rho, rho.vec, ranges, Sigma.All, nuggets, + marg.smoothness, marg.var +) diff --git a/tests/testthat/spatial_simulation_simple_example.R b/tests/testthat/spatial_simulation_simple_example.R index 6308089..6302399 100644 --- a/tests/testthat/spatial_simulation_simple_example.R +++ b/tests/testthat/spatial_simulation_simple_example.R @@ -9,29 +9,29 @@ library(fields) ##### true parameters -n=2000 -p=50 -p.nz=5 # Number of true non-zero coefficients -beta0=c(rep(1,p.nz),rep(0,p-p.nz)) -theta0=c(9,.3,.5,1) # variance,range,smoothness,nugget +n <- 2000 +p <- 50 +p.nz <- 5 # Number of true non-zero coefficients +beta0 <- c(rep(1, p.nz), rep(0, p - p.nz)) +theta0 <- c(9, .3, .5, 1) # variance,range,smoothness,nugget ##### simulate data -locs=cbind(runif(n),runif(n)) # random sample on unit square -Sigma.X=exp(-rdist(sample(1:p))/5) -X=mvrnorm(n,rep(0,p),Sigma.X) # correlated predictors +locs <- cbind(runif(n), runif(n)) # random sample on unit square +Sigma.X <- exp(-rdist(sample(1:p)) / 5) +X <- mvrnorm(n, rep(0, p), Sigma.X) # correlated predictors # Error terms for simulation that includes spatial and nugget -Sigma0=theta0[1]*Matern(rdist(locs),range=theta0[2],smoothness=theta0[3])+theta0[4]*diag(n) -epsilon=mvrnorm(1,mu=rep(0,n),Sigma0) # Simulate the GP -y=X%*%beta0+epsilon # Calculate the observed data +Sigma0 <- theta0[1] * Matern(rdist(locs), range = theta0[2], smoothness = theta0[3]) + theta0[4] * diag(n) +epsilon <- mvrnorm(1, mu = rep(0, n), Sigma0) # Simulate the GP +y <- X %*% beta0 + epsilon # Calculate the observed data # If we want the true underlying field, then we could simply do X %*% beta0 -X_train <- X[1:1000,] -X_test <- X[1001:2000,] -Y_train <- y[1:1000,] -Y_test <- y[1001:2000,] -locs_train <- locs[1:1000,] -locs_test <- locs[1001:2000,] +X_train <- X[1:1000, ] +X_test <- X[1001:2000, ] +Y_train <- y[1:1000, ] +Y_test <- y[1001:2000, ] +locs_train <- locs[1:1000, ] +locs_test <- locs[1001:2000, ] save(X_train, X_test, Y_train, Y_test, locs_train, locs_test, file = "tests/testthat/sim_spatial.Rdata") diff --git a/tests/testthat/test-Log_Likelihood.R b/tests/testthat/test-Log_Likelihood.R index b9282cb..502e796 100755 --- a/tests/testthat/test-Log_Likelihood.R +++ b/tests/testthat/test-Log_Likelihood.R @@ -1,28 +1,30 @@ context("Log Likelihood Functions") test_that("negloglik_vecchia_ST", { - set.seed(7919) - load("small_sim.Rdata") - return(1) #this test isn't useful at the moment - params = c(0.5, 0.5, 0.5, 0.5) - locs <- locs_train - X <- X_train - Y <- Y_train - locs.scaled <- locs/c(params[2], params[2], params[3]) - vecchia_approx = vecchia_specify(locs.scaled,25) - beta.hat = rep(0,ncol(X)) - Y.hat <- as.matrix(X)%*%beta.hat - res = as.double(Y-Y.hat) - ord_locs <- locs[vecchia_approx$ord,] - locs_mat <- cbind(ord_locs[,1], ord_locs[,2], ord_locs[,3]) - result <- negloglik_vecchia_ST(log(params),locs_mat,res,vecchia_approx) - expect_equal(1597.9808688, result, tolerance=10e-5) - vecchia.result<- optim(par=log(params),fn=negloglik_vecchia_ST, - locs=locs_mat, res=res, vecchia.approx=vecchia_approx, method = "Nelder-Mead", - control=list(trace=0)) - params_optim <- exp(vecchia.result$par) - result_optim <- negloglik_vecchia_ST(log(params_optim),locs_mat,res,vecchia_approx) - expect_equal(-6861.65048095, result_optim, tolerance=1e-5) + set.seed(7919) + load("small_sim.Rdata") + return(1) # this test isn't useful at the moment + params <- c(0.5, 0.5, 0.5, 0.5) + locs <- locs_train + X <- X_train + Y <- Y_train + locs.scaled <- locs / c(params[2], params[2], params[3]) + vecchia_approx <- vecchia_specify(locs.scaled, 25) + beta.hat <- rep(0, ncol(X)) + Y.hat <- as.matrix(X) %*% beta.hat + res <- as.double(Y - Y.hat) + ord_locs <- locs[vecchia_approx$ord, ] + locs_mat <- cbind(ord_locs[, 1], ord_locs[, 2], ord_locs[, 3]) + result <- negloglik_vecchia_ST(log(params), locs_mat, res, vecchia_approx) + expect_equal(1597.9808688, result, tolerance = 10e-5) + vecchia.result <- optim( + par = log(params), fn = negloglik_vecchia_ST, + locs = locs_mat, res = res, vecchia.approx = vecchia_approx, method = "Nelder-Mead", + control = list(trace = 0) + ) + params_optim <- exp(vecchia.result$par) + result_optim <- negloglik_vecchia_ST(log(params_optim), locs_mat, res, vecchia_approx) + expect_equal(-6861.65048095, result_optim, tolerance = 1e-5) }) test_that("negloglik.full", { @@ -30,140 +32,166 @@ test_that("negloglik.full", { y.orig <- rnorm(100) - locs.dim <- seq(1,10,length=sqrt(length(y.orig))) + locs.dim <- seq(1, 10, length = sqrt(length(y.orig))) locs <- as.matrix(expand.grid(locs.dim, locs.dim)) - covmat.true <- Matern(rdist(locs), range=1, smoothness=0.5) + diag(100) + covmat.true <- Matern(rdist(locs), range = 1, smoothness = 0.5) + diag(100) y <- y.orig %*% chol(covmat.true) y <- as.vector(y) params.init <- rep(NA, 4) - params.init[1] <- 0.9*var(y) + params.init[1] <- 0.9 * var(y) params.init[2] <- 1 params.init[3] <- 0.5 - params.init[4] <- 0.1*var(y) + params.init[4] <- 0.1 * var(y) - params.init <- create.initial.values.flex(params.init[1], - params.init[2], - params.init[3], - params.init[4], - 1, 1) + params.init <- create.initial.values.flex( + params.init[1], + params.init[2], + params.init[3], + params.init[4], + 1, 1 + ) d <- rdist(locs) - res.optim.NM <- optim(par=params.init, fn=negloglik.full, locs=locs, y=y, - control=list(maxit=5000)) + res.optim.NM <- optim( + par = params.init, fn = negloglik.full, locs = locs, y = y, + control = list(maxit = 5000) + ) LL.full <- negloglik.full(res.optim.NM$par, locs, y) - params.final <- c(exp(res.optim.NM$par[1:2]), - gtools::inv.logit(res.optim.NM$par[3], 0, 2.5), - exp(res.optim.NM$par[4])) - - pgp.params <- create.initial.values.flex(params.final[1], - params.final[2], - params.final[3], - params.final[4], - 1, 1) + params.final <- c( + exp(res.optim.NM$par[1:2]), + gtools::inv.logit(res.optim.NM$par[3], 0, 2.5), + exp(res.optim.NM$par[4]) + ) + + pgp.params <- create.initial.values.flex( + params.final[1], + params.final[2], + params.final[3], + params.final[4], + 1, 1 + ) pseq <- create.param.sequence(1) LL.full.pgp <- mvnegloglik.full(pgp.params, list(locs), y, pseq) vec.approx <- vecchia_specify(locs, 99) - LL.vecchia <- -1*vecchia_likelihood(y, vec.approx, params.final[1:3], - params.final[4]) + LL.vecchia <- -1 * vecchia_likelihood( + y, vec.approx, params.final[1:3], + params.final[4] + ) vec.approx.pgp <- vecchia_Mspecify(list(locs), 99) vec.U.pgp <- createUMultivariate(vec.approx.pgp, c(params.final, 1)) - LL.pgp <- -1*GPvecchia:::vecchia_likelihood_U(y, vec.U.pgp) + LL.pgp <- -1 * GPvecchia:::vecchia_likelihood_U(y, vec.U.pgp) - expect_equal(173.315, LL.full, tolerance=1e-3) -# Univariate likelihood should equal the multivariate likelihood - expect_equal(LL.full, LL.full.pgp, tolerance=1e-3) -# Full likelihood should equal both the univariate and multivariate -# Vecchia approximations - expect_equal(LL.full, LL.vecchia, tolerance=1e-3) - expect_equal(LL.full, LL.pgp, tolerance=1e-3) + expect_equal(173.315, LL.full, tolerance = 1e-3) + # Univariate likelihood should equal the multivariate likelihood + expect_equal(LL.full, LL.full.pgp, tolerance = 1e-3) + # Full likelihood should equal both the univariate and multivariate + # Vecchia approximations + expect_equal(LL.full, LL.vecchia, tolerance = 1e-3) + expect_equal(LL.full, LL.pgp, tolerance = 1e-3) }) test_that("mvnegloglik", { source("sim_multivariate_big.R") P <- 3 - Y <- cbind(runif(10),runif(10), runif(10)) + Y <- cbind(runif(10), runif(10), runif(10)) cor.matrix <- cor(Y) cov_mat <- c(cor.matrix[upper.tri(cor.matrix)]) - logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance - rep(0.5,P), #range - rep(0.5,P), #smoothness - rep(0.1,P), #nuggets - cov_mat, - P) - pseq = create.param.sequence(P) + logparams <- create.initial.values.flex( + rep(0.9, P), # marginal variance + rep(0.5, P), # range + rep(0.5, P), # smoothness + rep(0.1, P), # nuggets + cov_mat, + P + ) + pseq <- create.param.sequence(P) vec.approx <- vecchia_Mspecify(locs.list, 25) - neg_likelihood <- mvnegloglik(logparams, vec.approx, - unlist(y.list), pseq, P) - expect_equal(34870.57, neg_likelihood, tolerance=1e-2) + neg_likelihood <- mvnegloglik( + logparams, vec.approx, + unlist(y.list), pseq, P + ) + expect_equal(34870.57, neg_likelihood, tolerance = 1e-2) }) test_that("mvnegloglik_ST", { source("sim_multivariate_big_st.R") P <- 3 - Y <- cbind(runif(10),runif(10), runif(10)) + Y <- cbind(runif(10), runif(10), runif(10)) cor.matrix <- cor(Y) cov_mat <- c(cor.matrix[upper.tri(cor.matrix)]) - logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance - rep(c(2,3),P), #range - rep(0.5,P), #smoothness - rep(0.1,P), #nuggets - cov_mat, - P) - pseq = create.param.sequence(P, 2) + logparams <- create.initial.values.flex( + rep(0.9, P), # marginal variance + rep(c(2, 3), P), # range + rep(0.5, P), # smoothness + rep(0.1, P), # nuggets + cov_mat, + P + ) + pseq <- create.param.sequence(P, 2) vec.approx <- vecchia_Mspecify(locs.list, 25) - neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, - unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(35106.73, neg_likelihood, tolerance=1e-2) + neg_likelihood <- mvnegloglik_ST( + logparams, vec.approx, + unlist(y.list), pseq, P, c(1, 1, 2), 2 + ) + expect_equal(35106.73, neg_likelihood, tolerance = 1e-2) vec.approx2 <- vec.approx for (i in 1:P) { - vec.approx2$locsord[,1:2] <- vec.approx$locsord[,1:2] / 2 - vec.approx2$locsord[,3] <- vec.approx$locsord[,3] / 3 + vec.approx2$locsord[, 1:2] <- vec.approx$locsord[, 1:2] / 2 + vec.approx2$locsord[, 3] <- vec.approx$locsord[, 3] / 3 } logparams2 <- logparams - logparams2[pseq[2,1]:pseq[2,2]] <- 0 - neg_likelihood2 <- mvnegloglik_ST(logparams2, vec.approx2, - unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(neg_likelihood, neg_likelihood2, tolerance=1e-3) - - logparams <- create.initial.values.flex(rep(0.9,P), #marginal variance - 2:7, #range - rep(0.5,P), #smoothness - rep(0.1,P), #nuggets - cov_mat, - P) - neg_likelihood <- mvnegloglik_ST(logparams, vec.approx, - unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(36354.9, neg_likelihood, tolerance=1e-2) + logparams2[pseq[2, 1]:pseq[2, 2]] <- 0 + neg_likelihood2 <- mvnegloglik_ST( + logparams2, vec.approx2, + unlist(y.list), pseq, P, c(1, 1, 2), 2 + ) + expect_equal(neg_likelihood, neg_likelihood2, tolerance = 1e-3) + + logparams <- create.initial.values.flex( + rep(0.9, P), # marginal variance + 2:7, # range + rep(0.5, P), # smoothness + rep(0.1, P), # nuggets + cov_mat, + P + ) + neg_likelihood <- mvnegloglik_ST( + logparams, vec.approx, + unlist(y.list), pseq, P, c(1, 1, 2), 2 + ) + expect_equal(36354.9, neg_likelihood, tolerance = 1e-2) vec.approx2 <- vec.approx - vec.approx2$locsord[vec.approx$ondx==1,1:2] <- - vec.approx$locsord[vec.approx$ondx==1,1:2] / 2 - vec.approx2$locsord[vec.approx$ondx==1,3] <- - vec.approx$locsord[vec.approx$ondx==1,3] / 3 - vec.approx2$locsord[vec.approx$ondx==2,1:2] <- - vec.approx$locsord[vec.approx$ondx==2,1:2] / 4 - vec.approx2$locsord[vec.approx$ondx==2,3] <- - vec.approx$locsord[vec.approx$ondx==2,3] / 5 - vec.approx2$locsord[vec.approx$ondx==3,1:2] <- - vec.approx$locsord[vec.approx$ondx==3,1:2] / 6 - vec.approx2$locsord[vec.approx$ondx==3,3] <- - vec.approx$locsord[vec.approx$ondx==3,3] / 7 - - neg_likelihood2 <- mvnegloglik_ST(logparams2, vec.approx2, - unlist(y.list), pseq, P, c(1,1,2), 2) - expect_equal(neg_likelihood, neg_likelihood2, tolerance=1e-3) + vec.approx2$locsord[vec.approx$ondx == 1, 1:2] <- + vec.approx$locsord[vec.approx$ondx == 1, 1:2] / 2 + vec.approx2$locsord[vec.approx$ondx == 1, 3] <- + vec.approx$locsord[vec.approx$ondx == 1, 3] / 3 + vec.approx2$locsord[vec.approx$ondx == 2, 1:2] <- + vec.approx$locsord[vec.approx$ondx == 2, 1:2] / 4 + vec.approx2$locsord[vec.approx$ondx == 2, 3] <- + vec.approx$locsord[vec.approx$ondx == 2, 3] / 5 + vec.approx2$locsord[vec.approx$ondx == 3, 1:2] <- + vec.approx$locsord[vec.approx$ondx == 3, 1:2] / 6 + vec.approx2$locsord[vec.approx$ondx == 3, 3] <- + vec.approx$locsord[vec.approx$ondx == 3, 3] / 7 + + neg_likelihood2 <- mvnegloglik_ST( + logparams2, vec.approx2, + unlist(y.list), pseq, P, c(1, 1, 2), 2 + ) + expect_equal(neg_likelihood, neg_likelihood2, tolerance = 1e-3) }) test_that("mvnegloglik.full", { @@ -171,45 +199,56 @@ test_that("mvnegloglik.full", { pseq <- create.param.sequence(3) - param.marg.var <- 0.9*unlist(lapply(y.list, var)) - param.marg.scale <- rep(1,3) - param.marg.smooth <- rep(0.5,3) - param.marg.nugget <- 0.1*unlist(lapply(y.list, var)) + param.marg.var <- 0.9 * unlist(lapply(y.list, var)) + param.marg.scale <- rep(1, 3) + param.marg.smooth <- rep(0.5, 3) + param.marg.nugget <- 0.1 * unlist(lapply(y.list, var)) param.rho <- rep(0.5, 3) - params.init <- create.initial.values.flex(param.marg.var, - param.marg.scale, - param.marg.smooth, - param.marg.nugget, - param.rho, 3) - - res.optim.NM<- optim(par = params.init,fn=mvnegloglik.full, - locs=locs.list, y=unlist(y.list), - param.seq = pseq, - method = "Nelder-Mead", - control = list(trace = 0, maxit = 10000, reltol=1e-4)) - - LL.full.mv <- mvnegloglik.full(res.optim.NM$par, locs.list, - unlist(y.list), pseq) - - param.seq.begin <- pseq[,1] - param.seq.end <- pseq[,2] + params.init <- create.initial.values.flex( + param.marg.var, + param.marg.scale, + param.marg.smooth, + param.marg.nugget, + param.rho, 3 + ) + + res.optim.NM <- optim( + par = params.init, fn = mvnegloglik.full, + locs = locs.list, y = unlist(y.list), + param.seq = pseq, + method = "Nelder-Mead", + control = list(trace = 0, maxit = 10000, reltol = 1e-4) + ) + + LL.full.mv <- mvnegloglik.full( + res.optim.NM$par, locs.list, + unlist(y.list), pseq + ) + + param.seq.begin <- pseq[, 1] + param.seq.end <- pseq[, 2] params.init.final <- res.optim.NM$par - params.init.final.t <- c(exp(params.init.final[param.seq.begin[1]: - param.seq.end[2]]), - gtools::inv.logit(params.init.final[ - param.seq.begin[3]: - param.seq.end[3]],0,2.5), - exp(params.init.final[param.seq.begin[4]: - param.seq.end[4]]), - tanh(params.init.final[ - param.seq.begin[5]:param.seq.end[5]])) + params.init.final.t <- c( + exp(params.init.final[param.seq.begin[1]: + param.seq.end[2]]), + gtools::inv.logit(params.init.final[ + param.seq.begin[3]: + param.seq.end[3] + ], 0, 2.5), + exp(params.init.final[param.seq.begin[4]: + param.seq.end[4]]), + tanh(params.init.final[ + param.seq.begin[5]:param.seq.end[5] + ]) + ) params.final.flex.test <- create.initial.values.flex( params.init.final.t[param.seq.begin[1]:param.seq.end[1]], params.init.final.t[param.seq.begin[2]:param.seq.end[2]], params.init.final.t[param.seq.begin[3]:param.seq.end[3]], params.init.final.t[param.seq.begin[4]:param.seq.end[4]], - params.init.final.t[param.seq.begin[5]:param.seq.end[5]], 3) + params.init.final.t[param.seq.begin[5]:param.seq.end[5]], 3 + ) cov.list <- create.cov.upper.flex( 3, @@ -217,34 +256,39 @@ test_that("mvnegloglik.full", { params.init.final.t[param.seq.begin[2]:param.seq.end[2]], params.init.final.t[param.seq.begin[3]:param.seq.end[3]], params.init.final.t[param.seq.begin[4]:param.seq.end[4]], - params.init.final.t[param.seq.begin[5]:param.seq.end[5]]) - - cov.mat <- cat.covariances(locs.list,cov.list$variance, - cov.list$range, - cov.list$smoothness,cov.list$nugget) - - LL.full.calc <- -1*mvtnorm::dmvnorm(unlist(y.list), - rep(0, length(unlist(y.list))), - cov.mat, log=TRUE) - - vec.mapprox <- vecchia_Mspecify(locs.list, length(unlist(y.list))-1) + params.init.final.t[param.seq.begin[5]:param.seq.end[5]] + ) + + cov.mat <- cat.covariances( + locs.list, cov.list$variance, + cov.list$range, + cov.list$smoothness, cov.list$nugget + ) + + LL.full.calc <- -1 * mvtnorm::dmvnorm(unlist(y.list), + rep(0, length(unlist(y.list))), + cov.mat, + log = TRUE + ) + + vec.mapprox <- vecchia_Mspecify(locs.list, length(unlist(y.list)) - 1) U.mobj <- createUMultivariate(vec.mapprox, params.init.final.t) - LL.vecchia.mv <- -1*GPvecchia:::vecchia_likelihood_U(unlist(y.list), U.mobj) + LL.vecchia.mv <- -1 * GPvecchia:::vecchia_likelihood_U(unlist(y.list), U.mobj) - expect_equal(541.31, LL.full.mv, tolerance=1e-3) - expect_equal(LL.full.calc, LL.full.mv, tolerance=1e-3) -# Full likelihood should equal the Vecchia likelihood - expect_equal(LL.full.mv, LL.vecchia.mv, tolerance=1e-3) -# Check create.initial.values.flex: - expect_equal(params.init.final, params.final.flex.test, tolerance=1e-3) -# Check create.cov.upper.flex: + expect_equal(541.31, LL.full.mv, tolerance = 1e-3) + expect_equal(LL.full.calc, LL.full.mv, tolerance = 1e-3) + # Full likelihood should equal the Vecchia likelihood + expect_equal(LL.full.mv, LL.vecchia.mv, tolerance = 1e-3) + # Check create.initial.values.flex: + expect_equal(params.init.final, params.final.flex.test, tolerance = 1e-3) + # Check create.cov.upper.flex: cov.list.true <- readRDS("covlist.rds") - expect_equal(cov.list$variance, cov.list.true$variance, tolerance=1e-3) - expect_equal(cov.list$range, cov.list.true$range, tolerance=1e-3) - expect_equal(cov.list$smoothness, cov.list.true$smoothness, tolerance=1e-3) - expect_equal(cov.list$nugget, cov.list.true$nugget, tolerance=1e-3) -# Check cat.covariances: + expect_equal(cov.list$variance, cov.list.true$variance, tolerance = 1e-3) + expect_equal(cov.list$range, cov.list.true$range, tolerance = 1e-3) + expect_equal(cov.list$smoothness, cov.list.true$smoothness, tolerance = 1e-3) + expect_equal(cov.list$nugget, cov.list.true$nugget, tolerance = 1e-3) + # Check cat.covariances: cov.mat.true <- readRDS("covmat.rds") - expect_equal(cov.mat, cov.mat.true, tolerance=1e-3) + expect_equal(cov.mat, cov.mat.true, tolerance = 1e-3) }) diff --git a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R index 1b15a4e..5057c09 100755 --- a/tests/testthat/test-PrestoGP_CreateU_Multivariate.R +++ b/tests/testthat/test-PrestoGP_CreateU_Multivariate.R @@ -1,87 +1,90 @@ context("createUMultivariate") test_that("create.param.sequence", { - seq = create.param.sequence(1) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,1), seq[1,]) - expect_equal(c(2,2), seq[2,]) - expect_equal(c(3,3), seq[3,]) - expect_equal(c(4,4), seq[4,]) - expect_equal(c(5,5), seq[5,]) + seq <- create.param.sequence(1) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1, 1), seq[1, ]) + expect_equal(c(2, 2), seq[2, ]) + expect_equal(c(3, 3), seq[3, ]) + expect_equal(c(4, 4), seq[4, ]) + expect_equal(c(5, 5), seq[5, ]) - seq = create.param.sequence(3) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,3), seq[1,]) - expect_equal(c(4,6), seq[2,]) - expect_equal(c(7,9), seq[3,]) - expect_equal(c(10,12), seq[4,]) - expect_equal(c(13,15), seq[5,]) + seq <- create.param.sequence(3) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1, 3), seq[1, ]) + expect_equal(c(4, 6), seq[2, ]) + expect_equal(c(7, 9), seq[3, ]) + expect_equal(c(10, 12), seq[4, ]) + expect_equal(c(13, 15), seq[5, ]) - seq = create.param.sequence(3, 2) - colnames(seq) <- NULL - expect_equal(2, ncol(seq)) - expect_equal(5, nrow(seq)) - expect_equal(c(1,3), seq[1,]) - expect_equal(c(4,9), seq[2,]) - expect_equal(c(10,12), seq[3,]) - expect_equal(c(13,15), seq[4,]) - expect_equal(c(16,18), seq[5,]) + seq <- create.param.sequence(3, 2) + colnames(seq) <- NULL + expect_equal(2, ncol(seq)) + expect_equal(5, nrow(seq)) + expect_equal(c(1, 3), seq[1, ]) + expect_equal(c(4, 9), seq[2, ]) + expect_equal(c(10, 12), seq[3, ]) + expect_equal(c(13, 15), seq[4, ]) + expect_equal(c(16, 18), seq[5, ]) }) test_that("max_min_ordering", { - set.seed(7919) - load("multivariate_sim_spatial3.Rdata") - order <- max_min_ordering(locs_train, fields::rdist) - exp_order <- c(63, 21, 50, 30, 76, 78, 40, 36, 23, 69, 9, 67, 32, 2, 20, 62, - 22, 31, 74, 39, 35, 58, 68, 54, 41, 3, 80, 46, 6, 88, 12, 47, - 72, 42, 13, 83, 25, 52, 11, 60, 24, 1, 28, 84, 29, 64, 66, 81, - 82, 55, 61, 87, 17, 33, 43, 45, 10, 79, 53, 75, 89, 51, 73, 27, - 26, 77, 44, 38, 65, 16, 19, 37, 57, 70, 15, 4, 5, 86, 14, 49, - 85, 34, 48, 59, 18, 8, 71, 7, 56, 90) - order.gpv <- order_maxmin_exact(locs_train) - expect_equal(exp_order, order) - expect_equal(order, order.gpv) + set.seed(7919) + load("multivariate_sim_spatial3.Rdata") + order <- max_min_ordering(locs_train, fields::rdist) + exp_order <- c( + 63, 21, 50, 30, 76, 78, 40, 36, 23, 69, 9, 67, 32, 2, 20, 62, + 22, 31, 74, 39, 35, 58, 68, 54, 41, 3, 80, 46, 6, 88, 12, 47, + 72, 42, 13, 83, 25, 52, 11, 60, 24, 1, 28, 84, 29, 64, 66, 81, + 82, 55, 61, 87, 17, 33, 43, 45, 10, 79, 53, 75, 89, 51, 73, 27, + 26, 77, 44, 38, 65, 16, 19, 37, 57, 70, 15, 4, 5, 86, 14, 49, + 85, 34, 48, 59, 18, 8, 71, 7, 56, 90 + ) + order.gpv <- order_maxmin_exact(locs_train) + expect_equal(exp_order, order) + expect_equal(order, order.gpv) }) test_that("sparseNN", { set.seed(1212) - locs <- matrix(nrow=100, ncol=2) - locs[1,] <- rep(0, 2) + locs <- matrix(nrow = 100, ncol = 2) + locs[1, ] <- rep(0, 2) for (i in 2:nrow(locs)) { cur.r <- rnorm(1, 5) - cur.t <- runif(1, 0, 2*pi) - locs[i,] <- locs[i-1,]+c(cur.r*cos(cur.t), cur.r*sin(cur.t)) + cur.t <- runif(1, 0, 2 * pi) + locs[i, ] <- locs[i - 1, ] + c(cur.r * cos(cur.t), cur.r * sin(cur.t)) } mm.order <- order_maxmin_exact(locs) - olocs <- locs[mm.order,] + olocs <- locs[mm.order, ] pgp.nn <- sparseNN(olocs, 5, fields::rdist, "rdist") gpv.nn <- GpGp:::find_ordered_nn(olocs, 5) - indices <- matrix(nrow=nrow(olocs), ncol=5) + indices <- matrix(nrow = nrow(olocs), ncol = 5) distances <- indices for (i in 1:nrow(olocs)) { - if (i<=5) { - cur.dist <- fields::rdist(olocs[(1:(5+1)),][-i,], - olocs[i,,drop=FALSE]) - indices[i,] <- order(cur.dist) + if (i <= 5) { + cur.dist <- fields::rdist( + olocs[(1:(5 + 1)), ][-i, ], + olocs[i, , drop = FALSE] + ) + indices[i, ] <- order(cur.dist) + } else { + cur.dist <- fields::rdist(olocs[(1:(i - 1)), ], olocs[i, , drop = FALSE]) + indices[i, ] <- order(cur.dist)[1:5] } - else { - cur.dist <- fields::rdist(olocs[(1:(i-1)),], olocs[i,,drop=FALSE]) - indices[i,] <- order(cur.dist)[1:5] - } - distances[i,] <- cur.dist[indices[i,]] + distances[i, ] <- cur.dist[indices[i, ]] } -# Should produce the same nearest neighbors as GPvecchia - expect_equal(pgp.nn$indices[-(1:5),], gpv.nn[-(1:5),-1]) -# Should obtain the same nearest neighbors and distances when we calculate -# the neighbors by brute force. - expect_equal(pgp.nn$indices[-(1:5),], indices[-(1:5),]) - expect_equal(pgp.nn$distances[-(1:5),], distances[-(1:5),], tolerance=1e-2) + # Should produce the same nearest neighbors as GPvecchia + expect_equal(pgp.nn$indices[-(1:5), ], gpv.nn[-(1:5), -1]) + # Should obtain the same nearest neighbors and distances when we calculate + # the neighbors by brute force. + expect_equal(pgp.nn$indices[-(1:5), ], indices[-(1:5), ]) + expect_equal(pgp.nn$distances[-(1:5), ], distances[-(1:5), ], tolerance = 1e-2) }) diff --git a/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R b/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R index 6f6704f..5b3f351 100755 --- a/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R +++ b/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R @@ -1,72 +1,88 @@ context("Multivariate Vecchia Model") test_that("Invalid locs input", { - model <- new("MultivariateVecchiaModel") - expect_error(prestogp_fit(model, as.matrix(1:3), as.matrix(1:3), 1:3), - "locs parameter must be a matrix or a list.") + model <- new("MultivariateVecchiaModel") + expect_error( + prestogp_fit(model, as.matrix(1:3), as.matrix(1:3), 1:3), + "locs parameter must be a matrix or a list." + ) }) test_that("Simulated dataset multivariate spatial", { source("sim_multivariate_big.R") - pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors=25) + pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors = 25) pgp.mmodel1 <- prestogp_fit(pgp.mmodel1, y.list, X.st, locs.list, - scaling=c(1,1), apanasovich=TRUE, verbose=FALSE, - optim.control=list(trace=0,maxit=5000, - reltol=1e-3)) + scaling = c(1, 1), apanasovich = TRUE, verbose = FALSE, + optim.control = list( + trace = 0, maxit = 5000, + reltol = 1e-3 + ) + ) beta.out <- as.vector(pgp.mmodel1@beta) params.out <- pgp.mmodel1@covparams expect_length(beta.out, 31) expect_length(params.out, 15) - expect_equal(beta.out, c(0, 0.95, 0.93, 0.92, 0.88, rep(0, 6), 0.56, - 0.7, 1.12, 1, rep(0, 6), 0.94, 0.85, - 1.03, 0.94, rep(0, 6)), tolerance=0.06) - expect_equal(params.out[1], 1.6, tolerance=2.3) - expect_equal(params.out[2], 2.9, tolerance=4) - expect_equal(params.out[3], 3.9, tolerance=3.7) - expect_equal(params.out[4], 0.41, tolerance=2.4) - expect_equal(params.out[5], 0.35, tolerance=1.9) - expect_equal(params.out[6], 0.41, tolerance=1) - expect_equal(params.out[7], 0.61, tolerance=1.2) - expect_equal(params.out[8], 0.43, tolerance=0.9) - expect_equal(params.out[9], 0.87, tolerance=1.5) - expect_equal(params.out[10], 1.8, tolerance=1.6) - expect_equal(params.out[11], 2.4, tolerance=2.2) - expect_equal(params.out[12], 1.4, tolerance=1.2) - expect_equal(params.out[13], 0.17, tolerance=0.6) - expect_equal(params.out[14], 0.33, tolerance=0.4) - expect_equal(params.out[15], 0.14, tolerance=0.4) + expect_equal(beta.out, c( + 0, 0.95, 0.93, 0.92, 0.88, rep(0, 6), 0.56, + 0.7, 1.12, 1, rep(0, 6), 0.94, 0.85, + 1.03, 0.94, rep(0, 6) + ), tolerance = 0.06) + expect_equal(params.out[1], 1.6, tolerance = 2.3) + expect_equal(params.out[2], 2.9, tolerance = 4) + expect_equal(params.out[3], 3.9, tolerance = 3.7) + expect_equal(params.out[4], 0.41, tolerance = 2.4) + expect_equal(params.out[5], 0.35, tolerance = 1.9) + expect_equal(params.out[6], 0.41, tolerance = 1) + expect_equal(params.out[7], 0.61, tolerance = 1.2) + expect_equal(params.out[8], 0.43, tolerance = 0.9) + expect_equal(params.out[9], 0.87, tolerance = 1.5) + expect_equal(params.out[10], 1.8, tolerance = 1.6) + expect_equal(params.out[11], 2.4, tolerance = 2.2) + expect_equal(params.out[12], 1.4, tolerance = 1.2) + expect_equal(params.out[13], 0.17, tolerance = 0.6) + expect_equal(params.out[14], 0.33, tolerance = 0.4) + expect_equal(params.out[15], 0.14, tolerance = 0.4) }) test_that("Simulated dataset multivariate spatiotemporal", { source("sim_multivariate_big_st.R") - pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors=25) + pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors = 25) pgp.mmodel1 <- prestogp_fit(pgp.mmodel1, y.list, X.st, locs.list, - scaling=c(1,1,2), verbose=FALSE, - optim.control=list(trace=0,maxit=5000, - reltol=1e-3)) + scaling = c(1, 1, 2), verbose = FALSE, + optim.control = list( + trace = 0, maxit = 5000, + reltol = 1e-3 + ) + ) beta.out <- as.vector(pgp.mmodel1@beta) params.out <- pgp.mmodel1@covparams expect_length(beta.out, 31) expect_length(params.out, 18) - expect_equal(beta.out, c(0, 0.91, 0.86, 0.82, 0.97, rep(0, 6), 0.95, - 0.97, 0.92, 0.78, rep(0, 6), 0.8, 0.97, - 1.04, 0.81, rep(0, 6)), tolerance=1.1) + expect_equal(beta.out, c( + 0, 0.91, 0.86, 0.82, 0.97, rep(0, 6), 0.95, + 0.97, 0.92, 0.78, rep(0, 6), 0.8, 0.97, + 1.04, 0.81, rep(0, 6) + ), tolerance = 1.1) }) test_that("Simulated dataset multivariate spatial prediction", { source("sim_multivariate_big_pred.R") - pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors=25) + pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors = 25) pgp.mmodel1 <- prestogp_fit(pgp.mmodel1, y.list.otr, X.st.otr, - locs.list.otr, scaling=c(1,1), - apanasovich=TRUE, verbose=FALSE, - optim.control=list(trace=0,maxit=5000, - reltol=1e-3)) + locs.list.otr, + scaling = c(1, 1), + apanasovich = TRUE, verbose = FALSE, + optim.control = list( + trace = 0, maxit = 5000, + reltol = 1e-3 + ) + ) pgp.mmodel1.pred <- prestogp_predict(pgp.mmodel1, X.st.otst, locs.list.otst) - mse <- mean((pgp.mmodel1.pred$means-unlist(y.list.otst))^2) + mse <- mean((pgp.mmodel1.pred$means - unlist(y.list.otst))^2) - expect_equal(mse, 1.99, tolerance=0.1) + expect_equal(mse, 1.99, tolerance = 0.1) }) diff --git a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R b/tests/testthat/test-PrestoGP_Spatial_Full_Model.R index e49dde1..1ef2dd6 100755 --- a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R +++ b/tests/testthat/test-PrestoGP_Spatial_Full_Model.R @@ -8,9 +8,9 @@ test_that("Simulated dataset spatial full", { model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) means <- prediction[[1]] - mse <- mean((Y_test-means)^2) - expect_equal(1.94, mse, tolerance=10e-2) - expect_equal(9.46, model@covparams[1], tolerance=10e-2) - expect_equal(0.27, model@covparams[2], tolerance=10e-2) - expect_equal(0.93, model@covparams[3], tolerance=10e-2) + mse <- mean((Y_test - means)^2) + expect_equal(1.94, mse, tolerance = 10e-2) + expect_equal(9.46, model@covparams[1], tolerance = 10e-2) + expect_equal(0.27, model@covparams[2], tolerance = 10e-2) + expect_equal(0.93, model@covparams[3], tolerance = 10e-2) }) diff --git a/tests/testthat/test-PrestoGP_Spatial_Model.R b/tests/testthat/test-PrestoGP_Spatial_Model.R index c004961..0576c73 100755 --- a/tests/testthat/test-PrestoGP_Spatial_Model.R +++ b/tests/testthat/test-PrestoGP_Spatial_Model.R @@ -3,56 +3,64 @@ context("Spatial Model") test_that("Invalid predict Locs", { load("small_sim.Rdata") return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, X_test, "locs_test", m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) + error <- tryCatch( + { + model <- new("SpatialModel") + prediction <- prestogp_predict(model, X_test, "locs_test", m = 4) + FALSE + }, + error = function(cond) { + TRUE + } + ) expect_true(error) }) test_that("Invalid predict X", { load("small_sim.Rdata") return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, "X_test", locs_test, m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) + error <- tryCatch( + { + model <- new("SpatialModel") + prediction <- prestogp_predict(model, "X_test", locs_test, m = 4) + FALSE + }, + error = function(cond) { + TRUE + } + ) expect_true(error) }) test_that("Invalid predict locs (not 2 columns)", { load("small_sim.Rdata") return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(30), ncol=3), m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) + error <- tryCatch( + { + model <- new("SpatialModel") + prediction <- prestogp_predict(model, matrix(rnorm(100), ncol = 10), matrix(rnorm(30), ncol = 3), m = 4) + FALSE + }, + error = function(cond) { + TRUE + } + ) expect_true(error) }) test_that("locs length mismatch", { load("small_sim.Rdata") return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(50), ncol=2)) - FALSE - }, - error=function(cond){ - TRUE - }) + error <- tryCatch( + { + model <- new("SpatialModel") + prediction <- prestogp_predict(model, matrix(rnorm(100), ncol = 10), matrix(rnorm(50), ncol = 2)) + FALSE + }, + error = function(cond) { + TRUE + } + ) expect_true(error) }) @@ -60,15 +68,15 @@ test_that("Simulated dataset spatial", { set.seed(7919) load("sim_spatial.Rdata") return(1) - model <- new("SpatialModel", n_neighbors=4) + model <- new("SpatialModel", n_neighbors = 4) model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) means <- prediction[[1]] - mse <- mean((Y_test-means)^2) - expect_equal(1.93825, mse, tolerance=10e-4) + mse <- mean((Y_test - means)^2) + expect_equal(1.93825, mse, tolerance = 10e-4) mean_sds <- mean(prediction[[2]]) - expect_equal(0.967, mean_sds, tolerance=10e-3) - expect_equal(9.46, model@covparams[1], tolerance=10e-2) - expect_equal(0.27, model@covparams[2], tolerance=10e-2) - expect_equal(0.93, model@covparams[3], tolerance=10e-2) + expect_equal(0.967, mean_sds, tolerance = 10e-3) + expect_equal(9.46, model@covparams[1], tolerance = 10e-2) + expect_equal(0.27, model@covparams[2], tolerance = 10e-2) + expect_equal(0.93, model@covparams[3], tolerance = 10e-2) }) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R index 888c61e..dcb80f9 100755 --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R +++ b/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R @@ -8,10 +8,10 @@ test_that("Simulated dataset spatiotemporal full", { model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test) means <- prediction[[1]] - abs_error = abs(Y_test-means) - expect_equal(5.68, mean(abs_error), tolerance=10e-2) - expect_equal(236.25, model@covparams[1], tolerance=10e-2) - expect_equal(7.51, model@covparams[2], tolerance=10e-2) - expect_equal(0.08, model@covparams[3], tolerance=10e-2) - expect_equal(20.29, model@covparams[4], tolerance=10e-2) + abs_error <- abs(Y_test - means) + expect_equal(5.68, mean(abs_error), tolerance = 10e-2) + expect_equal(236.25, model@covparams[1], tolerance = 10e-2) + expect_equal(7.51, model@covparams[2], tolerance = 10e-2) + expect_equal(0.08, model@covparams[3], tolerance = 10e-2) + expect_equal(20.29, model@covparams[4], tolerance = 10e-2) }) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R index 5251f3b..d5e4bf5 100755 --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R +++ b/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R @@ -4,64 +4,80 @@ test_that("Invalid X", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, "X_train", locs_train), - "X parameter must be a matrix.") + expect_error( + prestogp_fit(model, Y_train, "X_train", locs_train), + "X parameter must be a matrix." + ) }) test_that("Invalid Y", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, "Y_train", X_train, locs_train), - "Y parameter must be a matrix.") + expect_error( + prestogp_fit(model, "Y_train", X_train, locs_train), + "Y parameter must be a matrix." + ) }) test_that("Invalid Locs", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train, "locs_train"), - "locs parameter must be a matrix.") + expect_error( + prestogp_fit(model, Y_train, X_train, "locs_train"), + "locs parameter must be a matrix." + ) }) test_that("X length mismatch", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train[1:10,], locs_train), - "Y must have the same number of rows as X.") + expect_error( + prestogp_fit(model, Y_train, X_train[1:10, ], locs_train), + "Y must have the same number of rows as X." + ) }) test_that("locs length mismatch", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train, locs_train[1:10,]), - "Y must have the same number of rows as locs.") + expect_error( + prestogp_fit(model, Y_train, X_train, locs_train[1:10, ]), + "Y must have the same number of rows as locs." + ) }) test_that("Invalid fit m", { load("small_sim.Rdata") return(1) - model <- new("SpatiotemporalModel", n_neighbors=0) - expect_error(prestogp_fit(model, Y_train, X_train, locs_train), - "M must be at least 3.") + model <- new("SpatiotemporalModel", n_neighbors = 0) + expect_error( + prestogp_fit(model, Y_train, X_train, locs_train), + "M must be at least 3." + ) }) test_that("Invalid predict Locs", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, X_test, "locs_test"), - "The locs parameter must be a matrix.") + expect_error( + prestogp_predict(model, X_test, "locs_test"), + "The locs parameter must be a matrix." + ) }) test_that("Invalid predict X", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, "X_test", locs_test), - "X parameter must be a matrix.") + expect_error( + prestogp_predict(model, "X_test", locs_test), + "X parameter must be a matrix." + ) }) # test_that("Invalid predict m", { @@ -81,24 +97,26 @@ test_that("locs predict mismatch", { load("small_sim.Rdata") return(1) model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, X_test, locs_test[1:10,]), - "The number of locations must match the number of X observations.") + expect_error( + prestogp_predict(model, X_test, locs_test[1:10, ]), + "The number of locations must match the number of X observations." + ) }) test_that("Simulated dataset Spatiotemporal", { set.seed(7919) load("sim_spatiotemporal.Rdata") return(1) - model <- new("SpatiotemporalModel", n_neighbors=4) + model <- new("SpatiotemporalModel", n_neighbors = 4) model <- prestogp_fit(model, Y_train, X_train, locs_train) prediction <- prestogp_predict(model, X_test, locs_test, m = 4) means <- prediction[[1]] - abs_error = abs(Y_test-means) - expect_equal(5.64803, mean(abs_error), tolerance=10e-2) + abs_error <- abs(Y_test - means) + expect_equal(5.64803, mean(abs_error), tolerance = 10e-2) mean_sds <- mean(prediction[[2]]) - expect_equal(8.58, mean_sds, tolerance=10e-2) - expect_equal(220.22, model@covparams[1], tolerance=10e-2) - expect_equal(8.44, model@covparams[2], tolerance=10e-2) - expect_equal(0.08, model@covparams[3], tolerance=10e-2) - expect_equal(21.60, model@covparams[4], tolerance=10e-2) + expect_equal(8.58, mean_sds, tolerance = 10e-2) + expect_equal(220.22, model@covparams[1], tolerance = 10e-2) + expect_equal(8.44, model@covparams[2], tolerance = 10e-2) + expect_equal(0.08, model@covparams[3], tolerance = 10e-2) + expect_equal(21.60, model@covparams[4], tolerance = 10e-2) }) From 11771e4ccbd6311aa35334c5ab4b7e4299a8db56 Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Thu, 28 Dec 2023 14:07:28 -0500 Subject: [PATCH 10/23] Added missing imports --- DESCRIPTION | 3 ++- R/PrestoGP-package.R | 3 +++ R/RcppExports.R | 5 +++-- src/RcppExports.cpp | 52 +++++++++++++++++++++----------------------- 4 files changed, 33 insertions(+), 30 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index b3ad2cc..f06583b 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -44,7 +44,8 @@ Imports: RANN, rlang (>= 0.4.11), foreach, - stats + stats, + methods License: GPL-3 Encoding: UTF-8 VignetteBuilder: knitr diff --git a/R/PrestoGP-package.R b/R/PrestoGP-package.R index b3eb4f3..4b68f24 100644 --- a/R/PrestoGP-package.R +++ b/R/PrestoGP-package.R @@ -4,6 +4,9 @@ ## usethis namespace: start #' @importFrom foreach %dopar% #' @importFrom foreach foreach +#' @importFrom methods callNextMethod +#' @importFrom methods new +#' @importFrom methods validObject #' @importFrom stats coef ## usethis namespace: end NULL diff --git a/R/RcppExports.R b/R/RcppExports.R index 0e90b6b..dd16aaf 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -2,9 +2,10 @@ # Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 na_omit_c <- function(x) { - .Call("_PrestoGP_na_omit_c", PACKAGE = "PrestoGP", x) + .Call('_PrestoGP_na_omit_c', PACKAGE = 'PrestoGP', x) } createU_helper_mat <- function(olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) { - .Call("_PrestoGP_createU_helper_mat", PACKAGE = "PrestoGP", olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) + .Call('_PrestoGP_createU_helper_mat', PACKAGE = 'PrestoGP', olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning) } + diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index ce7b2b9..3f445f7 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -7,51 +7,49 @@ using namespace Rcpp; #ifdef RCPP_USE_GLOBAL_ROSTREAM -Rcpp::Rostream &Rcpp::Rcout = Rcpp::Rcpp_cout_get(); -Rcpp::Rostream &Rcpp::Rcerr = Rcpp::Rcpp_cerr_get(); +Rcpp::Rostream& Rcpp::Rcout = Rcpp::Rcpp_cout_get(); +Rcpp::Rostream& Rcpp::Rcerr = Rcpp::Rcpp_cerr_get(); #endif // na_omit_c arma::vec na_omit_c(arma::vec x); -RcppExport SEXP _PrestoGP_na_omit_c(SEXP xSEXP) -{ - BEGIN_RCPP +RcppExport SEXP _PrestoGP_na_omit_c(SEXP xSEXP) { +BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter::type x(xSEXP); + Rcpp::traits::input_parameter< arma::vec >::type x(xSEXP); rcpp_result_gen = Rcpp::wrap(na_omit_c(x)); return rcpp_result_gen; - END_RCPP +END_RCPP } // createU_helper_mat -arma::sp_mat createU_helper_mat(const arma::mat &olocs, const arma::vec &ondx, const arma::mat &curqys, const arma::mat &curqzs, const arma::mat &vijs, const arma::mat &aijs, const arma::mat &full_const, const arma::vec &nugget, const arma::vec &sig2, const arma::vec &U_beginning); -RcppExport SEXP _PrestoGP_createU_helper_mat(SEXP olocsSEXP, SEXP ondxSEXP, SEXP curqysSEXP, SEXP curqzsSEXP, SEXP vijsSEXP, SEXP aijsSEXP, SEXP full_constSEXP, SEXP nuggetSEXP, SEXP sig2SEXP, SEXP U_beginningSEXP) -{ - BEGIN_RCPP +arma::sp_mat createU_helper_mat(const arma::mat& olocs, const arma::vec& ondx, const arma::mat& curqys, const arma::mat& curqzs, const arma::mat& vijs, const arma::mat& aijs, const arma::mat& full_const, const arma::vec& nugget, const arma::vec& sig2, const arma::vec& U_beginning); +RcppExport SEXP _PrestoGP_createU_helper_mat(SEXP olocsSEXP, SEXP ondxSEXP, SEXP curqysSEXP, SEXP curqzsSEXP, SEXP vijsSEXP, SEXP aijsSEXP, SEXP full_constSEXP, SEXP nuggetSEXP, SEXP sig2SEXP, SEXP U_beginningSEXP) { +BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter::type olocs(olocsSEXP); - Rcpp::traits::input_parameter::type ondx(ondxSEXP); - Rcpp::traits::input_parameter::type curqys(curqysSEXP); - Rcpp::traits::input_parameter::type curqzs(curqzsSEXP); - Rcpp::traits::input_parameter::type vijs(vijsSEXP); - Rcpp::traits::input_parameter::type aijs(aijsSEXP); - Rcpp::traits::input_parameter::type full_const(full_constSEXP); - Rcpp::traits::input_parameter::type nugget(nuggetSEXP); - Rcpp::traits::input_parameter::type sig2(sig2SEXP); - Rcpp::traits::input_parameter::type U_beginning(U_beginningSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type olocs(olocsSEXP); + Rcpp::traits::input_parameter< const arma::vec& >::type ondx(ondxSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type curqys(curqysSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type curqzs(curqzsSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type vijs(vijsSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type aijs(aijsSEXP); + Rcpp::traits::input_parameter< const arma::mat& >::type full_const(full_constSEXP); + Rcpp::traits::input_parameter< const arma::vec& >::type nugget(nuggetSEXP); + Rcpp::traits::input_parameter< const arma::vec& >::type sig2(sig2SEXP); + Rcpp::traits::input_parameter< const arma::vec& >::type U_beginning(U_beginningSEXP); rcpp_result_gen = Rcpp::wrap(createU_helper_mat(olocs, ondx, curqys, curqzs, vijs, aijs, full_const, nugget, sig2, U_beginning)); return rcpp_result_gen; - END_RCPP +END_RCPP } static const R_CallMethodDef CallEntries[] = { - {"_PrestoGP_na_omit_c", (DL_FUNC)&_PrestoGP_na_omit_c, 1}, - {"_PrestoGP_createU_helper_mat", (DL_FUNC)&_PrestoGP_createU_helper_mat, 10}, - {NULL, NULL, 0}}; + {"_PrestoGP_na_omit_c", (DL_FUNC) &_PrestoGP_na_omit_c, 1}, + {"_PrestoGP_createU_helper_mat", (DL_FUNC) &_PrestoGP_createU_helper_mat, 10}, + {NULL, NULL, 0} +}; -RcppExport void R_init_PrestoGP(DllInfo *dll) -{ +RcppExport void R_init_PrestoGP(DllInfo *dll) { R_registerRoutines(dll, NULL, CallEntries, NULL, NULL); R_useDynamicSymbols(dll, FALSE); } From f037a0b15eed048eedd812e5e1bb3f34c60fcd0d Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Thu, 28 Dec 2023 14:22:52 -0500 Subject: [PATCH 11/23] Add new files to Collate section in DESCRIPTION file --- DESCRIPTION | 2 ++ 1 file changed, 2 insertions(+) diff --git a/DESCRIPTION b/DESCRIPTION index f06583b..b5b8283 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -63,6 +63,8 @@ Collate: 'RcppExports.R' 'Visualization.R' 'package.R' + 'utils-tidy-eval.R' + 'PrestoGP-package.R' Suggests: roxygen2, testthat (>= 3.0.0) From 8dac09511058405d630121ca13c589781c932bf4 Mon Sep 17 00:00:00 2001 From: sciome-bot Date: Thu, 28 Dec 2023 15:06:38 -0500 Subject: [PATCH 12/23] R CMD check fixes --- .Rbuildignore | 1 + .gitignore | 1 + DESCRIPTION | 14 ++-- NAMESPACE | 18 ++++ R/PrestoGP_Model.R | 2 +- man/PrestoGP-package.Rd | 23 +++++ man/compute_error-PrestoGPModel-method.Rd | 3 +- man/estimate_betas-PrestoGPModel-method.Rd | 2 +- man/prestogp_fit-PrestoGPModel-method.Rd | 39 +++++---- man/show_theta-PrestoGPModel-method.Rd | 3 +- man/tidyeval.Rd | 98 ++++++++++++++++++++++ 11 files changed, 175 insertions(+), 29 deletions(-) create mode 100644 man/PrestoGP-package.Rd create mode 100644 man/tidyeval.Rd diff --git a/.Rbuildignore b/.Rbuildignore index 7fec1b8..3ef5878 100755 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -5,3 +5,4 @@ ^\.Rproj\.user$ ^doc$ ^Meta$ +^\.github/ diff --git a/.gitignore b/.gitignore index 7666ebc..0ae0434 100755 --- a/.gitignore +++ b/.gitignore @@ -31,6 +31,7 @@ manuscript/ # Output files from R CMD build /*.tar.gz +*.dll # Output files from R CMD check /*.Rcheck/ diff --git a/DESCRIPTION b/DESCRIPTION index b5b8283..a679dc4 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -36,22 +36,23 @@ Imports: knitr, dplyr, glmnet, - rmarkdown, - markdown, gtools, geoR, - doParallel, RANN, - rlang (>= 0.4.11), - foreach, stats, - methods + methods, + foreach, + rlang, + mvtnorm, + spam, + psych License: GPL-3 Encoding: UTF-8 VignetteBuilder: knitr RoxygenNote: 7.2.3 Collate: 'Log_Likelihood.R' + 'PrestoGP-package.R' 'PrestoGP_CreateU_Multivariate.R' 'PrestoGP_Model.R' 'PrestoGP_Vecchia_Spatiotemporal.R' @@ -64,7 +65,6 @@ Collate: 'Visualization.R' 'package.R' 'utils-tidy-eval.R' - 'PrestoGP-package.R' Suggests: roxygen2, testthat (>= 3.0.0) diff --git a/NAMESPACE b/NAMESPACE index a103cb8..8b998f6 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,7 @@ # Generated by roxygen2: do not edit by hand +export(":=") +export(.data) export(FullSpatialModel) export(Kr_pred) export(MultivariateVecchiaModel) @@ -8,7 +10,11 @@ export(ST_Krig_Param_Avg) export(SpatialModel) export(SpatiotemporalFullModel) export(SpatiotemporalModel) +export(as_label) +export(as_name) export(createUMultivariate) +export(enquo) +export(enquos) export(negloglik.full) export(negloglik_full_ST) export(negloglik_vecchia) @@ -27,6 +33,18 @@ import(readxl) import(scoringRules) importFrom(aod,wald.test) importFrom(dplyr,"%>%") +importFrom(foreach,"%dopar%") +importFrom(foreach,foreach) +importFrom(methods,callNextMethod) +importFrom(methods,new) +importFrom(methods,validObject) +importFrom(rlang,":=") +importFrom(rlang,.data) +importFrom(rlang,as_label) +importFrom(rlang,as_name) +importFrom(rlang,enquo) +importFrom(rlang,enquos) +importFrom(stats,coef) importFrom(stats,optim) importFrom(stats,predict) importFrom(stats,var) diff --git a/R/PrestoGP_Model.R b/R/PrestoGP_Model.R index f29cfef..9d92872 100755 --- a/R/PrestoGP_Model.R +++ b/R/PrestoGP_Model.R @@ -460,7 +460,7 @@ setMethod( } model <- transform_data(model, model@Y_train, model@X_train) - model <- estimate_betas(model, parallel, foldid) + model <- estimate_betas(model, parallel) min.error <- compute_error(model) ### Check min-error against the previous error and tolerance if (min.error < prev.error * tol) { diff --git a/man/PrestoGP-package.Rd b/man/PrestoGP-package.Rd new file mode 100644 index 0000000..fbd823f --- /dev/null +++ b/man/PrestoGP-package.Rd @@ -0,0 +1,23 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP-package.R +\docType{package} +\name{PrestoGP-package} +\alias{PrestoGP} +\alias{PrestoGP-package} +\title{PrestoGP: Penalized Regression for Spatio-Temporal Outcomes via Gaussian Processes} +\description{ +Simultaneous variable seletion and estimation of LUR models with spatiotemporally correlated errors that is scalable for big data. +} +\author{ +\strong{Maintainer}: Eric Bair \email{eric.bair@sciome.com} + +Authors: +\itemize{ + \item Brian Kidd + \item Eric Wimberley + \item Deepak Mav + \item Kyle Messier +} + +} +\keyword{internal} diff --git a/man/compute_error-PrestoGPModel-method.Rd b/man/compute_error-PrestoGPModel-method.Rd index ba2f959..ca1c37a 100644 --- a/man/compute_error-PrestoGPModel-method.Rd +++ b/man/compute_error-PrestoGPModel-method.Rd @@ -13,5 +13,6 @@ The total error used in the main optimization loop } \description{ -Compute the error (log likelihood using the GP log likelihood and penalty from the beta coefficients) +Compute the error (log likelihood using the GP log likelihood +and penalty from the beta coefficients) } diff --git a/man/estimate_betas-PrestoGPModel-method.Rd b/man/estimate_betas-PrestoGPModel-method.Rd index 2bffacf..1ed4099 100644 --- a/man/estimate_betas-PrestoGPModel-method.Rd +++ b/man/estimate_betas-PrestoGPModel-method.Rd @@ -4,7 +4,7 @@ \alias{estimate_betas,PrestoGPModel-method} \title{estimate_betas} \usage{ -\S4method{estimate_betas}{PrestoGPModel}(model, parallel, foldid) +\S4method{estimate_betas}{PrestoGPModel}(model, parallel) } \arguments{ \item{model}{the model to estimate coeffients for} diff --git a/man/prestogp_fit-PrestoGPModel-method.Rd b/man/prestogp_fit-PrestoGPModel-method.Rd index d9ea938..696794a 100755 --- a/man/prestogp_fit-PrestoGPModel-method.Rd +++ b/man/prestogp_fit-PrestoGPModel-method.Rd @@ -17,9 +17,8 @@ max_iters = 100, verbose = FALSE, optim.method = "Nelder-Mead", - optim.control = list(trace = 0, reltol = 0.001, maxit = 5000), - parallel = FALSE, - foldid = NULL + optim.control = list(trace = 0, reltol = 1e-04, maxit = 5000), + parallel = FALSE ) } \arguments{ @@ -35,32 +34,36 @@ \item{beta.hat}{The initial beta parameters to use (optional).} -\item{tol}{The model is considered converged when error isn't less than tol*previous_error (optional).} +\item{tol}{The model is considered converged when error isn't less than +tol*previous_error (optional).} -\item{verbose}{If TRUE, additional information about model fit will be printed.} +\item{verbose}{If TRUE, additional information about model fit +will be printed.} -\item{m}{The number of neighboring datapoints to condition on in the likelihood function (optional).} +\item{m}{The number of neighboring datapoints to condition on in the +likelihood function (optional).} } \value{ An object containing model parameters for spatiotemporal prediction. } \description{ -This method fits any PrestoGP model given a matrix of locations, a matrix of independent variables, and a matrix of dependent variables. +This method fits any PrestoGP model given a matrix of locations, a matrix of +#' independent variables, and a matrix of dependent variables. } \examples{ -US_NO2_Data<- read.csv("data/US_ST_NO2_Data.csv") -lat <- US_NO2_Data$Latitude # Latitude -lon <- US_NO2_Data$Longitude # Longitude -logNO2 <- log(US_NO2_Data$Y) # ozone data -logNO2 <- logNO2[1:1000,] -time <- US_NO2_Data$YearFrac # time in fractional years -N <- length(logNO2) -locs = cbind(lon,lat,time) # Coordinates in R3 (x,y,t) -locs <- locs[1:1000,] -X.Design <- US_NO2_Data[,7:145] #Design matrix +US_NO2_Data <- read.csv("data/US_ST_NO2_Data.csv") +lat <- US_NO2_Data$Latitude # Latitude +lon <- US_NO2_Data$Longitude # Longitude +logNO2 <- log(US_NO2_Data$Y) # ozone data +logNO2 <- logNO2[1:1000, ] +time <- US_NO2_Data$YearFrac # time in fractional years +N <- length(logNO2) +locs <- cbind(lon, lat, time) # Coordinates in R3 (x,y,t) +locs <- locs[1:1000, ] +X.Design <- US_NO2_Data[, 7:145] # Design matrix X.Design <- scale(X.Design) -X <- X.Design[1:1000,] +X <- X.Design[1:1000, ] model <- PrestoGPSpatiotemporalModel() model <- prestogp_fit(model, logNO2, X, locs) ... diff --git a/man/show_theta-PrestoGPModel-method.Rd b/man/show_theta-PrestoGPModel-method.Rd index 0004602..8a9e697 100644 --- a/man/show_theta-PrestoGPModel-method.Rd +++ b/man/show_theta-PrestoGPModel-method.Rd @@ -9,7 +9,8 @@ \arguments{ \item{object}{the PrestoGP model object} -\item{Y_names}{the names of the different outcome variables (may just be numbers if not provided in training input)} +\item{Y_names}{the names of the different outcome variables +(may just be numbers if not provided in training input)} } \description{ Print the covariance parameters in a table diff --git a/man/tidyeval.Rd b/man/tidyeval.Rd new file mode 100644 index 0000000..f773abf --- /dev/null +++ b/man/tidyeval.Rd @@ -0,0 +1,98 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/utils-tidy-eval.R +\name{tidyeval} +\alias{tidyeval} +\alias{enquo} +\alias{enquos} +\alias{.data} +\alias{:=} +\alias{as_name} +\alias{as_label} +\title{Tidy eval helpers} +\description{ +This page lists the tidy eval tools reexported in this package from +rlang. To learn about using tidy eval in scripts and packages at a +high level, see the \href{https://dplyr.tidyverse.org/articles/programming.html}{dplyr programming vignette} +and the \href{https://ggplot2.tidyverse.org/articles/ggplot2-in-packages.html}{ggplot2 in packages vignette}. +The \href{https://adv-r.hadley.nz/metaprogramming.html}{Metaprogramming section} of \href{https://adv-r.hadley.nz}{Advanced R} may also be useful for a deeper dive. +\itemize{ +\item The tidy eval operators \verb{\{\{}, \verb{!!}, and \verb{!!!} are syntactic +constructs which are specially interpreted by tidy eval functions. +You will mostly need \verb{\{\{}, as \verb{!!} and \verb{!!!} are more advanced +operators which you should not have to use in simple cases. + +The curly-curly operator \verb{\{\{} allows you to tunnel data-variables +passed from function arguments inside other tidy eval functions. +\verb{\{\{} is designed for individual arguments. To pass multiple +arguments contained in dots, use \code{...} in the normal way. + +\if{html}{\out{

}} +\item \code{\link[=enquo]{enquo()}} and \code{\link[=enquos]{enquos()}} delay the execution of one or several +function arguments. The former returns a single expression, the +latter returns a list of expressions. Once defused, expressions +will no longer evaluate on their own. They must be injected back +into an evaluation context with \verb{!!} (for a single expression) and +\verb{!!!} (for a list of expressions). + +\if{html}{\out{
}}\preformatted{my_function <- function(data, var, ...) \{ + # Defuse + var <- enquo(var) + dots <- enquos(...) + + # Inject + data \%>\% + group_by(!!!dots) \%>\% + summarise(mean = mean(!!var)) +\} +}\if{html}{\out{
}} + +In this simple case, the code is equivalent to the usage of \verb{\{\{} +and \code{...} above. Defusing with \code{enquo()} or \code{enquos()} is only +needed in more complex cases, for instance if you need to inspect +or modify the expressions in some way. +\item The \code{.data} pronoun is an object that represents the current +slice of data. If you have a variable name in a string, use the +\code{.data} pronoun to subset that variable with \code{[[}. + +\if{html}{\out{
}}\preformatted{my_var <- "disp" +mtcars \%>\% summarise(mean = mean(.data[[my_var]])) +}\if{html}{\out{
}} +\item Another tidy eval operator is \verb{:=}. It makes it possible to use +glue and curly-curly syntax on the LHS of \code{=}. For technical +reasons, the R language doesn't support complex expressions on +the left of \code{=}, so we use \verb{:=} as a workaround. + +\if{html}{\out{
}}\preformatted{my_function <- function(data, var, suffix = "foo") \{ + # Use `\{\{` to tunnel function arguments and the usual glue + # operator `\{` to interpolate plain strings. + data \%>\% + summarise("\{\{ var \}\}_mean_\{suffix\}" := mean(\{\{ var \}\})) +\} +}\if{html}{\out{
}} +\item Many tidy eval functions like \code{dplyr::mutate()} or +\code{dplyr::summarise()} give an automatic name to unnamed inputs. If +you need to create the same sort of automatic names by yourself, +use \code{as_label()}. For instance, the glue-tunnelling syntax above +can be reproduced manually with: + +\if{html}{\out{
}}\preformatted{my_function <- function(data, var, suffix = "foo") \{ + var <- enquo(var) + prefix <- as_label(var) + data \%>\% + summarise("\{prefix\}_mean_\{suffix\}" := mean(!!var)) +\} +}\if{html}{\out{
}} + +Expressions defused with \code{enquo()} (or tunnelled with \verb{\{\{}) need +not be simple column names, they can be arbitrarily complex. +\code{as_label()} handles those cases gracefully. If your code assumes +a simple column name, use \code{as_name()} instead. This is safer +because it throws an error if the input is not a name as expected. +} +} +\keyword{internal} From 919cd365c92dce3c8e7d16f6955fc27ada1e56b4 Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Thu, 28 Dec 2023 15:32:19 -0500 Subject: [PATCH 13/23] More test, univariate code fixed --- DESCRIPTION | 6 +- NAMESPACE | 6 +- R/Log_Likelihood.R | 90 +++--- R/PrestoGP_Full.R | 91 ++++-- R/PrestoGP_Full_Spatial.R | 80 ------ R/PrestoGP_Model.R | 192 +++++++++---- R/PrestoGP_Multivariate_Vecchia.R | 164 +++++------ R/PrestoGP_Vecchia_Spatial.R | 137 --------- R/PrestoGP_Vecchia_Spatiotemporal.R | 200 -------------- ...lc_covparams-SpatiotemporalModel-method.Rd | 21 -- ...te_residuals-SpatiotemporalModel-method.Rd | 21 -- ...timate_theta-SpatiotemporalModel-method.Rd | 19 -- man/prestogp_fit-PrestoGPModel-method.Rd | 2 +- man/prestogp_predict-SpatialModel-method.Rd | 32 --- ...togp_predict-SpatiotemporalModel-method.Rd | 32 --- man/scale_locs-SpatiotemporalModel-method.Rd | 19 -- man/specify-FullSpatialModel-method.Rd | 21 -- man/specify-SpatiotemporalModel-method.Rd | 21 -- man/theta_names-SpatiotemporalModel-method.Rd | 17 -- man/transform_data-FullSpatialModel-method.Rd | 22 -- ...ansform_data-SpatiotemporalModel-method.Rd | 21 -- .../testthat/Multivariate-Sims-RandomFields.R | 259 ------------------ tests/testthat/helper.R | 20 -- tests/testthat/iid_input.Rdata | Bin 4225 -> 0 bytes tests/testthat/iid_output.Rdata | Bin 3233 -> 0 bytes tests/testthat/multivariate_sim.Rdata | Bin 5287 -> 0 bytes tests/testthat/multivariate_sim_spatial.Rdata | Bin 5284 -> 0 bytes .../testthat/multivariate_sim_spatial2.Rdata | Bin 6949 -> 0 bytes tests/testthat/sim_spatial.Rdata | Bin 805796 -> 0 bytes tests/testthat/sim_spatiotemporal.Rdata | Bin 946964 -> 0 bytes tests/testthat/simulated.Rdata | Bin 1295409 -> 0 bytes .../spatial_simulation_simple_example.R | 37 --- tests/testthat/test-Log_Likelihood.R | 13 +- .../test-PrestoGP_CreateU_Multivariate.R | 56 ++++ ...test-PrestoGP_Multivariate_Vecchia_Model.R | 123 +++++++-- .../test-PrestoGP_Spatial_Full_Model.R | 16 -- tests/testthat/test-PrestoGP_Spatial_Model.R | 74 ----- .../test-PrestoGP_Spatiotemporal_Full_Model.R | 17 -- .../test-PrestoGP_Spatiotemporal_Model.R | 104 ------- 39 files changed, 477 insertions(+), 1456 deletions(-) mode change 100644 => 100755 R/PrestoGP_Full.R delete mode 100644 R/PrestoGP_Full_Spatial.R mode change 100644 => 100755 R/PrestoGP_Multivariate_Vecchia.R delete mode 100644 R/PrestoGP_Vecchia_Spatial.R delete mode 100644 R/PrestoGP_Vecchia_Spatiotemporal.R delete mode 100644 man/calc_covparams-SpatiotemporalModel-method.Rd delete mode 100644 man/compute_residuals-SpatiotemporalModel-method.Rd delete mode 100644 man/estimate_theta-SpatiotemporalModel-method.Rd delete mode 100644 man/prestogp_predict-SpatialModel-method.Rd delete mode 100644 man/prestogp_predict-SpatiotemporalModel-method.Rd delete mode 100644 man/scale_locs-SpatiotemporalModel-method.Rd delete mode 100644 man/specify-FullSpatialModel-method.Rd delete mode 100644 man/specify-SpatiotemporalModel-method.Rd delete mode 100644 man/theta_names-SpatiotemporalModel-method.Rd delete mode 100644 man/transform_data-FullSpatialModel-method.Rd delete mode 100644 man/transform_data-SpatiotemporalModel-method.Rd delete mode 100644 tests/testthat/Multivariate-Sims-RandomFields.R delete mode 100644 tests/testthat/helper.R delete mode 100644 tests/testthat/iid_input.Rdata delete mode 100644 tests/testthat/iid_output.Rdata delete mode 100644 tests/testthat/multivariate_sim.Rdata delete mode 100644 tests/testthat/multivariate_sim_spatial.Rdata delete mode 100644 tests/testthat/multivariate_sim_spatial2.Rdata delete mode 100644 tests/testthat/sim_spatial.Rdata delete mode 100644 tests/testthat/sim_spatiotemporal.Rdata delete mode 100644 tests/testthat/simulated.Rdata delete mode 100644 tests/testthat/spatial_simulation_simple_example.R delete mode 100755 tests/testthat/test-PrestoGP_Spatial_Full_Model.R delete mode 100755 tests/testthat/test-PrestoGP_Spatial_Model.R delete mode 100755 tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R delete mode 100755 tests/testthat/test-PrestoGP_Spatiotemporal_Model.R diff --git a/DESCRIPTION b/DESCRIPTION index 65c87b4..8bb4ba3 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: PrestoGP Type: Package Title: Penalized Regression for Spatio-Temporal Outcomes via Gaussian Processes -Version: 0.2.0.9020 +Version: 0.2.0.9021 Authors@R: c( person(given = "Eric", family = "Bair", @@ -50,10 +50,8 @@ Collate: 'Log_Likelihood.R' 'PrestoGP_CreateU_Multivariate.R' 'PrestoGP_Model.R' - 'PrestoGP_Vecchia_Spatiotemporal.R' + 'PrestoGP_Vecchia.R' 'PrestoGP_Full.R' - 'PrestoGP_Vecchia_Spatial.R' - 'PrestoGP_Full_Spatial.R' 'PrestoGP_Multivariate_Vecchia.R' 'PrestoGP_Util_Functions.R' 'RcppExports.R' diff --git a/NAMESPACE b/NAMESPACE index a103cb8..f043ea0 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,13 +1,11 @@ # Generated by roxygen2: do not edit by hand -export(FullSpatialModel) +export(FullModel) export(Kr_pred) export(MultivariateVecchiaModel) export(PrestoGPModel) export(ST_Krig_Param_Avg) -export(SpatialModel) -export(SpatiotemporalFullModel) -export(SpatiotemporalModel) +export(VecchiaModel) export(createUMultivariate) export(negloglik.full) export(negloglik_full_ST) diff --git a/R/Log_Likelihood.R b/R/Log_Likelihood.R index 79723cb..bc62723 100755 --- a/R/Log_Likelihood.R +++ b/R/Log_Likelihood.R @@ -12,11 +12,15 @@ #' #' @examples #' @noRd -negloglik_vecchia_ST=function(logparms,locs,res,vecchia.approx){ - parms = exp(logparms) - locs = locs / matrix(parms[c(2,2,3)], nrow=nrow(locs), ncol=3, byrow=TRUE) - vecchia.approx$locsord = locs - -vecchia_likelihood(res, vecchia.approx, c(parms[1], 1, 0.5), parms[4]) +negloglik_vecchia_ST=function(logparms,res,vecchia.approx,param.seq,scaling,nscale){ + parms = unlog.params(logparms, param.seq, 1) + locs.scaled <- vecchia.approx$locsord + for (j in 1:nscale) { + locs.scaled[,scaling==j] <- locs.scaled[,scaling==j] / + parms[param.seq[2,1]+j-1] + } + vecchia.approx$locsord <- locs.scaled + -vecchia_likelihood(res, vecchia.approx, c(parms[1], 1, parms[param.seq[3,1]]), parms[param.seq[4,1]]) } #' negloglik_vecchia @@ -33,9 +37,9 @@ negloglik_vecchia_ST=function(logparms,locs,res,vecchia.approx){ #' #' @examples #' @noRd -negloglik_vecchia=function(logparms, locs, res, vecchia.approx){ - parms = exp(logparms) - -vecchia_likelihood(res, vecchia.approx, c(parms[1], parms[2], 0.5), parms[3] ) +negloglik_vecchia=function(logparms, res, vecchia.approx, param.seq){ + parms = unlog.params(logparms, param.seq, 1) + -vecchia_likelihood(res, vecchia.approx, c(parms[1], parms[2], parms[3]), parms[4] ) } #' negloglik_full_ST @@ -52,12 +56,19 @@ negloglik_vecchia=function(logparms, locs, res, vecchia.approx){ #' #' @examples #' @noRd -negloglik_full_ST=function(logparms,locs,y,N){ - parms = exp(logparms) - locs.scaled = cbind(locs[,1]/parms[2], locs[,2]/parms[2], locs[,3]/parms[3]) +negloglik_full_ST=function(logparms,locs,y,param.seq,scaling,nscale){ + parms = unlog.params(logparms, param.seq, 1) + locs.scaled <- locs + for (j in 1:nscale) { + locs.scaled[,scaling==j] <- locs.scaled[,scaling==j] / + parms[param.seq[2,1]+j-1] + } d <- fields::rdist(locs.scaled) - cov.mat = parms[1] * fields::Exponential(d,range=1) + parms[4] * diag(N) - -mvtnorm::dmvnorm(y, rep(0,N), cov.mat, log=TRUE) + N <- nrow(d) + cov.mat = parms[1] * fields::Matern(d,range=1, + smoothness=parms[param.seq[3,1]]) + + parms[param.seq[4,1]] * diag(N) + return(-1*mvtnorm::dmvnorm(y, rep(0,N), cov.mat, log=TRUE)) } #' negloglik.full @@ -74,11 +85,9 @@ negloglik_full_ST=function(logparms,locs,y,N){ #' #' @examples #' @noRd -negloglik.full=function(logparams,locs,y){ - params <- c(exp(logparams[1:2]), - gtools::inv.logit(logparams[3], 0, 2.5), - exp(logparams[4])) - d <- fields::rdist(locs) +negloglik.full=function(logparams,d,y,param.seq){ + params <- unlog.params(logparams, param.seq, 1) +# d <- fields::rdist(locs) N <- nrow(d) cov.mat=params[1]*fields::Matern(d,range=params[2], smoothness=params[3])+ params[4]*diag(N) @@ -109,16 +118,7 @@ mvnegloglik=function(logparams,vecchia.approx,y,param.seq,P){ #P <- length(y) # transform the postively constrained parameters from log-space to normal-space - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) - } - else { - params <- c(params, 1) - } - + params <- unlog.params(logparams, param.seq, P) U.obj <- createUMultivariate(vecchia.approx, params) -1*GPvecchia:::vecchia_likelihood_U(y, U.obj) } @@ -146,15 +146,7 @@ mvnegloglik_ST =function(logparams,vecchia.approx,y,param.seq,P,scaling,nscale){ #P <- length(y) # transform the postively constrained parameters from log-space to normal-space - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) - } - else { - params <- c(params, 1) - } + params <- unlog.params(logparams, param.seq, P) locs.scaled <- vecchia.approx$locsord for (i in 1:P) { for (j in 1:nscale) { @@ -195,13 +187,7 @@ mvnegloglik.full=function(logparams,locs,y,param.seq){ #P <- length(y) # transform the postively constrained parameters from log-space to normal-space P <- length(locs) - params <- c(exp(logparams[1:param.seq[2,2]]), - gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), - exp(logparams[param.seq[4,1]:param.seq[4,2]])) - if(P > 1){ - params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) - } - + params <- unlog.params(logparams, param.seq, P) sig2 <- params[param.seq[1,1]:param.seq[1,2]] range <- params[param.seq[2,1]:param.seq[2,2]] smoothness <- params[param.seq[3,1]:param.seq[3,2]] @@ -338,3 +324,19 @@ create.initial.values.flex <- function(marg.var,marg.range,marg.smooth, return(logparams.init) } + +############################################################################## +### Transform the log Matern parameters back to the original ######### + +unlog.params <- function(logparams, param.seq, P) { + params <- c(exp(logparams[1:param.seq[2,2]]), + gtools::inv.logit(logparams[param.seq[3,1]:param.seq[3,2]], 0, 2.5), + exp(logparams[param.seq[4,1]:param.seq[4,2]])) + if(P > 1){ + params <- c(params, tanh(logparams[param.seq[5,1]:param.seq[5,2]])) + } + else { + params <- c(params, 1) + } + return(params) +} diff --git a/R/PrestoGP_Full.R b/R/PrestoGP_Full.R old mode 100644 new mode 100755 index 6df44ec..8163b76 --- a/R/PrestoGP_Full.R +++ b/R/PrestoGP_Full.R @@ -1,23 +1,20 @@ -#' Spatiotemporal model created with a likelihood function conditioned on all observations. +#' Model created with a likelihood function conditioned on all observations. #' -#' @slot model SpatiotemporalModel +#' @slot model VecchiaModel #' -#' @export SpatiotemporalFullModel +#' @export FullModel #' #' @examples -#' @include PrestoGP_Vecchia_Spatiotemporal.R +#' @include PrestoGP_Vecchia.R #' @noRd -SpatiotemporalFullModel <- setClass("SpatiotemporalFullModel", - contains = "SpatiotemporalModel", - slots = c( - model = "SpatiotemporalModel" - )) +FullModel <- setClass("FullModel", + contains = "VecchiaModel") -validitySpatiotemporalFullModel <-function(object){ +validityFullModel <-function(object){ TRUE } -setValidity("SpatiotemporalFullModel", validitySpatiotemporalFullModel) -setMethod("initialize", "SpatiotemporalFullModel", function(.Object, ...) { +setValidity("FullModel", validityFullModel) +setMethod("initialize", "FullModel", function(.Object, ...) { .Object <- callNextMethod() .Object@n_neighbors <- 0 .Object@min_m <- 0 @@ -25,26 +22,20 @@ setMethod("initialize", "SpatiotemporalFullModel", function(.Object, ...) { .Object }) -setMethod("calc_covparams", "SpatiotemporalFullModel", function(model, locs, Y) { - N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - t.sample = rdist(locs[d.sample,3]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,mean(t.sample)/4,0.1*var(Y)) - invisible(model) +setMethod("prestogp_predict", "FullModel", function(model, X, locs, m=NULL) { + stop("Prediction is not currently supported for full models") }) -setMethod("specify", "SpatiotemporalFullModel", function(model, locs, m) { +setMethod("specify", "FullModel", function(model) { invisible(model) }) -setMethod("compute_residuals", "SpatiotemporalFullModel", function(model, Y, Y.hat) { +setMethod("compute_residuals", "FullModel", function(model, Y, Y.hat) { model@res = as.double(Y-Y.hat) - #model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] invisible(model) }) -setMethod("estimate_theta", "SpatiotemporalFullModel", function(model, locs) { +setMethod("estimate_theta", "FullModel", function(model, locs) { n <- length(model@Y_train) full.result=optim(par=log(model@covparams), fn=negloglik_full_ST, y=model@res, locs=locs, N=n, method = "Nelder-Mead", @@ -54,12 +45,52 @@ setMethod("estimate_theta", "SpatiotemporalFullModel", function(model, locs) { invisible(model) }) -setMethod("transform_data", "SpatiotemporalFullModel", function(model, Y, X) { - n <- length(model@Y_train) - locs.scaled <- scale_locs(model, model@locs_train) - Omega.full <- model@covparams[1]*Exponential(rdist(locs.scaled), range=1)+model@covparams[4]*diag(n) - Omega.lc <- solve(t(chol(Omega.full))) - model@y_tilde <- Matrix(Omega.lc %*% Y) - model@X_tilde <- Matrix(Omega.lc %*% X) +setMethod("estimate_theta", "FullModel", function(model, locs, optim.control, method) { + if (model@apanasovich) { + full.result<- optim(par = model@logparams, + fn = negloglik.full, + d = fields::rdist(locs), + y = model@res, + param.seq = model@param_sequence, + method = method, + control=optim.control) + } + else { + full.result<- optim(par = model@logparams, + fn = negloglik_full_ST, + locs = locs, + y = model@res, + param.seq = model@param_sequence, + scaling = model@scaling, + nscale = model@nscale, + method = method, + control=optim.control) + } + + model@LL_Vecchia_krig <- full.result$value + model@logparams <- full.result$par + model <- transform_covariance_parameters(model) invisible(model) }) + +setMethod("transform_data", "FullModel", function(model, Y, X) { + n <- nrow(model@Y_train) + params <- model@covparams + locs.scaled <- scale_locs(model, model@locs_train)[[1]] + if (!model@apanasovich) { + param.seq <- model@param_sequence + Omega.full <- params[1]*Matern(rdist(locs.scaled), range=1, + smoothness=params[param.seq[3,1]])+ + params[param.seq[4,1]]*diag(n) + } + else { + Omega.full <- params[1]*Matern(rdist(locs.scaled), range=params[2], + smoothness=params[3])+ + params[4]*diag(n) + } + + Omega.lc <- t(chol(Omega.full)) + model@y_tilde <- Matrix(solve(Omega.lc, Y)) + model@X_tilde <- Matrix(solve(Omega.lc, X), sparse=FALSE) + invisible(model) +}) diff --git a/R/PrestoGP_Full_Spatial.R b/R/PrestoGP_Full_Spatial.R deleted file mode 100644 index 812e7b9..0000000 --- a/R/PrestoGP_Full_Spatial.R +++ /dev/null @@ -1,80 +0,0 @@ -#' Spatial only model created with a likelihood function conditioned on all observations. -#' -#' @slot model SpatialModel -#' -#' @export FullSpatialModel -#' -#' @examples -#' @include PrestoGP_Vecchia_Spatial.R -#' @noRd -FullSpatialModel <- setClass("FullSpatialModel", - contains = "SpatialModel", - slots = c( - model = "SpatialModel" - ), - prototype = c( - model = SpatialModel() - )) - -validityFullSpatialModel <-function(object){ - TRUE -} -setValidity("FullSpatialModel", validityFullSpatialModel) -setMethod("initialize", "FullSpatialModel", function(.Object, ...) { - .Object <- callNextMethod() - .Object@n_neighbors <- 0 - .Object@min_m <- 0 - validObject(.Object) - .Object -}) - -#' specify -#' -#' Do nothing, full models do not specify a conditioning set, they condition on all observations -#' -#' @param model A model object. -#' @param locs a locations matrix -#' @param m the number of neighbors to condition on (will always be n-1 for full models) -#' -#' @return the unmodified model -setMethod("specify", "FullSpatialModel", function(model, locs, m) { - invisible(model) -}) - -setMethod("compute_residuals", "FullSpatialModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - invisible(model) -}) - -setMethod("estimate_theta", "FullSpatialModel", function(model, locs) { - n <- length(model@Y_train) - full.result=optim(par=log(model@covparams), fn=negloglik_full_spatial, - y=model@res, locs=locs, N=n, method = "Nelder-Mead", - control=list(trace=0)) - model@covparams <- exp(full.result$par) - model@LL_Vecchia_krig <- full.result$value - invisible(model) -}) - -#' transform_data -#' -#' Model transformation for full models is performed directly on X and Y matrices using the inverted Cholesky decompostion of the covariance matrix. -#' (no Vecchia approximation) -#' -#' @param model A model object. -#' @param Y the dependent variable matrix -#' @param X the independent variable matrix -#' -#' @return the unmodified model -setMethod("transform_data", "FullSpatialModel", function(model, Y, X) { - n <- length(model@Y_train) - Sigma.oo <- model@covparams[1]*Exponential(rdist(model@locs_train), range=model@covparams[2])+model@covparams[3]*diag(n) - Omega.lc <- solve(t(chol(Sigma.oo))) - model@y_tilde <- Matrix(Omega.lc %*% Y) - model@X_tilde <- Matrix(Omega.lc %*% X) - invisible(model) -}) - -setMethod("theta_names", "FullSpatialModel", function(model) { - c("Marginal Variance", "Spatial Range", "Nugget") -}) \ No newline at end of file diff --git a/R/PrestoGP_Model.R b/R/PrestoGP_Model.R index 4e58fc6..d9e2455 100755 --- a/R/PrestoGP_Model.R +++ b/R/PrestoGP_Model.R @@ -43,10 +43,16 @@ PrestoGPModel <- setClass("PrestoGPModel", alpha = "numeric", #the alpha ratio of ridge to lasso penalty scaling = "numeric", #the indices of the scale parameters, nscale = "numeric", #the number of scale parameters - apanasovich = "logical") #should the Apanasovich model be used - ) + apanasovich = "logical", #should the Apanasovich model be used + param_sequence = "matrix", #maps the indices of the various Matern parameters + logparams = "numeric") # transformed version of the Matern parameters + ) + validityPrestoGPModel<-function(object){ +# if(object@n_neighbors < object@min_m){ +# stop(paste("N_neighbors must be at least ", object@min_m, ".", sep="")) +# } TRUE } setValidity("PrestoGPModel", validityPrestoGPModel) @@ -63,7 +69,7 @@ setGeneric("show_theta", function(object, Y_names)standardGeneric("show_theta") setGeneric("prestogp_fit", function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters = 100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-3, maxit=5000), parallel=FALSE, foldid=NULL) standardGeneric("prestogp_fit") ) setGeneric("prestogp_predict", function(model, X="matrix", locs="matrix", m="numeric", ordering.pred=c("obspred", "general"), pred.cond=c("independent", "general"), return.values=c("mean", "meanvar")) standardGeneric("prestogp_predict") ) setGeneric("calc_covparams", function(model, locs, Y) standardGeneric("calc_covparams") ) -setGeneric("specify", function(model, locs, m)standardGeneric("specify") ) +setGeneric("specify", function(model, ...) standardGeneric("specify") ) setGeneric("compute_residuals", function(model, Y, Y.hat) standardGeneric("compute_residuals") ) setGeneric("transform_data", function(model, Y, X) standardGeneric("transform_data") ) setGeneric("estimate_theta", function(model, locs, optim.control, method) standardGeneric("estimate_theta") ) @@ -72,6 +78,7 @@ setGeneric("compute_error", function(model, y, X) standardGeneric("compute_error setGeneric("scale_locs", function(model, locs) standardGeneric("scale_locs") ) setGeneric("theta_names", function(model) standardGeneric("theta_names") ) setGeneric("transform_covariance_parameters", function(model) standardGeneric("transform_covariance_parameters") ) +setGeneric("check_input", function(model, Y, X, locs) standardGeneric("check_input") ) #' show #' @@ -181,21 +188,14 @@ setMethod("show_theta", "PrestoGPModel", #' model <- prestogp_fit(model, logNO2, X, locs) #' ... setMethod("prestogp_fit", "PrestoGPModel", - function(model, Y, X, locs, scaling=NULL, apanasovich=FALSE, covparams = NULL, beta.hat = NULL, tol = 0.999999, max_iters=100, verbose=FALSE, optim.method="Nelder-Mead", optim.control=list(trace=0, reltol=1e-3, maxit=5000), parallel=FALSE, foldid=NULL) { - #parameter validation - #TODO: This method should check for input errors in the - #multivariate case (where Y, X, and locs are lists) - if(!is.matrix(locs) && !is.list(locs)){ stop("locs parameter must be a matrix or a list.") } - if(is.double(Y) && length(Y) == nrow(locs)){ Y <- as.matrix(Y) } - if(!is.matrix(X) && !is.list(X)){ stop("X parameter must be a matrix or a list.") } - if(!is.matrix(Y) && !is.list(Y)){ stop("Y parameter must be a matrixor a list.") } - if(!is.double(beta.hat) && !is.null(beta.hat)){ stop("The beta.hat parameter must be floating point number.") } + function(model, Y, X, locs, scaling=NULL, apanasovich=NULL, + covparams = NULL, beta.hat = NULL, tol = 0.999999, + max_iters=100, verbose=FALSE, optim.method="Nelder-Mead", + optim.control=list(trace=0, reltol=1e-3, maxit=5000), + parallel=FALSE, foldid=NULL) { + model <- check_input(model, Y, X, locs) + if(!is.double(beta.hat) && !is.null(beta.hat)){ stop("The beta.hat parameter must be floating point number.") } if(!is.double(tol)){ stop("The tol parameter must be floating point number.") } - if (is.matrix(Y)) { - if(nrow(Y) != nrow(X)){ stop("Y must have the same number of rows as X.") } - if(ncol(Y) != 1){ stop("Y must have only 1 column.") } - if(nrow(Y) != nrow(locs)){ stop("Y must have the same number of rows as locs.") } - } if (is.null(scaling)) { if (is.matrix(locs)) { scaling <- rep(1, ncol(locs)) @@ -208,61 +208,31 @@ setMethod("prestogp_fit", "PrestoGPModel", if (sum(sort(unique(scaling))==1:nscale)1) { stop("Apanasovich models require a common scale parameter") } model@scaling <- scaling model@nscale <- nscale model@apanasovich <- apanasovich -# if (is.matrix(locs)) { -# if(ncol(locs) != 2 && ncol(locs) != 3){ stop("Locs must have either 2 or 3 columns.") } -# } if(is.null(covparams)){ model <- calc_covparams(model, locs, Y) } -# if(is.null(beta.hat)){ -# if(is.null(ncol(Y))){ -# ncol <- 1 -# } else{ -# ncol <- ncol(Y) -# } -# beta.hat <- matrix(0.0, nrow = ncol(X),ncol = ncol) -# if (is.matrix(X)) { -# beta.hat <- matrix(0.0, nrow = ncol(X), ncol=1) -# } -# else { -# beta.hat <- matrix(0.0, nrow = ncol(superMatrix(X)), ncol=1) -# } -# } - if(!is.double(model@covparams)){ + if(!is.vector(model@covparams)){ stop("The covparams paramter must be a numeric vector.") } - m <- model@n_neighbors - if(m < model@min_m){ + if(model@n_neighbors < model@min_m){ stop(paste("M must be at least ", model@min_m, ".", sep="")) } - if (is.list(Y)) { - if (length(X)==1) { - model@X_train <- as.matrix(X[[1]]) - } - else { - model@X_train <- psych::superMatrix(X) - } - model@Y_train <- as.matrix(unlist(Y)) - } - else { - model@X_train <- X - model@Y_train <- Y - } - if (!is.list(locs)) { - model@locs_train <- list(locs) - } - else { - model@locs_train <- locs - } - - model <- specify(model, locs, m) + model <- specify(model) if (is.null(beta.hat)) { beta0.glmnet <- cv.glmnet(model@X_train, model@Y_train, @@ -287,7 +257,7 @@ setMethod("prestogp_fit", "PrestoGPModel", model <- estimate_theta(model, locs, optim.control, optim.method) # transform data to iid if (!model@apanasovich) { - model <- specify(model, locs, m) + model <- specify(model) } model <- transform_data(model, model@Y_train, model@X_train) model <- estimate_betas(model, parallel, foldid) @@ -393,4 +363,106 @@ setMethod("compute_error", "PrestoGPModel", function(model) { error }) -setMethod("transform_covariance_parameters", "PrestoGPModel", function(model) { }) +#' calc_covparams +#' +#' Set initial value of covarariance parameters. +#' +#' @param model The model to set the covariance parameters of +#' @param locs the locations matrix +#' @param Y the dependent variable matrix +#' +#' @return a model with initial covariance parameters +setMethod("calc_covparams", "PrestoGPModel", function(model, locs, Y) { + if (!is.list(locs)) { + P <- 1 + locs <- list(locs) + Y <- list(Y) + } + else { + P <- length(locs) + } + col.vars <- rep(NA, P) + D.sample.bar <- rep(NA, model@nscale*P) + for (i in 1:P) { + col.vars[i] <- var(Y[[i]]) + N <- length(Y[[i]]) + #TODO find a better way to compute initial spatial range + for (j in 1:model@nscale) { + d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) + D.sample = rdist(locs[[i]][d.sample,model@scaling==j]) + D.sample.bar[(i-1)*model@nscale+j] <- mean(D.sample)/4 + } + } + model@logparams <- create.initial.values.flex(c(0.9*col.vars), #marginal variance + D.sample.bar, #range + rep(0.5,P), #smoothness + c(.1*col.vars), #nuggets + rep(0, choose(P,2)), + P) + model@param_sequence <- create.param.sequence(P, model@nscale) + model <- transform_covariance_parameters(model) + invisible(model) +}) + +#' scale_locs +#' +#' Scale the locations matrix by the covariance parameters +#' +#' @param model The model with locations to scale +#' @param locs the locations matrix +#' +#' @return a matrix with scaled locations +setMethod("scale_locs", "PrestoGPModel", function(model, locs) { + if (model@apanasovich) { + return(locs) + } + else { + locs.out <- locs + for (i in 1:length(locs)) { + for (j in 1:model@nscale) { + locs.out[[i]][,model@scaling==j] <- + locs[[i]][,model@scaling==j] / + model@covparams[model@param_sequence[2,1]+ + model@nscale*(i-1)+j-1] + } + } + return(locs.out) + } +}) + +setMethod("transform_covariance_parameters", "PrestoGPModel", function(model) { + P <- length(model@locs_train) + if(P > 1){ + model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), + gtools::inv.logit(model@logparams[model@param_sequence[3,1]: + model@param_sequence[3,2]], + 0,2.5), + exp(model@logparams[model@param_sequence[4,1]: + model@param_sequence[4,2]]), + tanh(model@logparams[model@param_sequence[5,1]: + model@param_sequence[5,2]])) + } else { + model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), + gtools::inv.logit(model@logparams[model@param_sequence[3,1]: + model@param_sequence[3,2]], + 0,2.5), + exp(model@logparams[model@param_sequence[4,1]: + model@param_sequence[4,2]]),1) + } + invisible(model) +}) + +#' compute_residuals +#' +#' Compute residuals based on beta parameters +#' +#' @param model The model to compute the residual of +#' @param Y the training dependent variable matrix +#' @param Y.hat the predicted training dependent variable matrix based on beta hat +#' +#' @return a model with computed residuals +setMethod("compute_residuals", "PrestoGPModel", function(model, Y, Y.hat) { + model@res = as.double(Y-Y.hat) + model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] + invisible(model) +}) diff --git a/R/PrestoGP_Multivariate_Vecchia.R b/R/PrestoGP_Multivariate_Vecchia.R old mode 100644 new mode 100755 index 78481fa..ff4a5b1 --- a/R/PrestoGP_Multivariate_Vecchia.R +++ b/R/PrestoGP_Multivariate_Vecchia.R @@ -8,12 +8,7 @@ #' @include PrestoGP_Model.R #' @noRd MultivariateVecchiaModel <- setClass("MultivariateVecchiaModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel", - param_sequence = "matrix", - logparams = "numeric" - )) + contains = "PrestoGPModel") validityMultivariateVecchiaModel<-function(object){ TRUE @@ -21,9 +16,9 @@ validityMultivariateVecchiaModel<-function(object){ setValidity("MultivariateVecchiaModel", validityMultivariateVecchiaModel) -setMethod("initialize", "MultivariateVecchiaModel", function(.Object, ...) { - .Object@n_neighbors <- 0#25 - .Object@min_m <- 0 +setMethod("initialize", "MultivariateVecchiaModel", function(.Object, n_neighbors=25, ...) { + .Object@n_neighbors <- n_neighbors + .Object@min_m <- 3 .Object <- callNextMethod() validObject(.Object) .Object @@ -126,38 +121,65 @@ setMethod("prestogp_predict", "MultivariateVecchiaModel", function(model, X, loc return(return.list) }) -setMethod("calc_covparams", "MultivariateVecchiaModel", function(model, locs, Y) { - #cor.matrix <- cor(Y) - #P <- ncol(Y) - #col.vars <- apply(Y, 2, var) - #N <- length(Y) - P <- length(Y) - col.vars <- rep(NA, P) - D.sample.bar <- rep(NA, model@nscale*P) - for (i in 1:P) { - col.vars[i] <- var(Y[[i]]) - N <- length(Y[[i]]) - #TODO find a better way to compute initial spatial range - for (j in 1:model@nscale) { - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[[i]][d.sample,model@scaling==j]) - D.sample.bar[(i-1)*model@nscale+j] <- mean(D.sample)/4 +setMethod("check_input", "MultivariateVecchiaModel", function(model, Y, X, locs) { + if (!is.list(locs)) { + stop("locs must be a list for multivariate models") + } + if (!is.list(Y)) { + stop("Y must be a list for multivariate models") + } + if (!is.list(X)) { + stop("X must be a list for multivariate models") + } + if (length(locs)!=length(Y)) { + stop("locs and Y must have the same length") + } + if (length(locs)!=length(X)) { + stop("locs and X must have the same length") + } + for (i in 1:length(locs)) { + if (!is.matrix(locs[[i]])) { + stop("Each locs must be a matrix") + } + if (i>1) { + if (ncol(locs[[i]])!=ncol(locs[[1]])) { + stop("All locs must have the same number of columns") + } + } + if (!is.matrix(Y[[i]]) & !is.numeric(Y[[i]])) { + stop("Each Y must be a numeric vector or matrix") + } + if (!is.matrix(X[[i]])) { + stop("Each X must be a matrix") + } + if (is.vector(Y[[i]])) { + Y[[i]] <- as.matrix(Y[[i]]) + } + if (ncol(Y[[i]]) != 1) { + stop("Each Y must have only 1 column") + } + if (nrow(Y[[i]]) != nrow(locs[[i]])) { + stop("Each Y must have the same number of rows as locs") + } + if (nrow(Y[[i]]) != nrow(X[[i]])) { + stop("Each Y must have the same number of rows as X") } } - model@logparams <- create.initial.values.flex(c(0.9*col.vars), #marginal variance - D.sample.bar, #range - rep(0.5,P), #smoothness - c(.1*col.vars), #nuggets - rep(0, choose(P,2)), - P) - model@param_sequence <- create.param.sequence(P, model@nscale) - model <- transform_covariance_parameters(model) - invisible(model) + model@locs_train <- locs + model@Y_train <- as.matrix(unlist(Y)) + if (length(X)==1) { + model@X_train <- X[[1]] + } + else { + model@X_train <- psych::superMatrix(X) + } + invisible(model) }) -setMethod("specify", "MultivariateVecchiaModel", function(model, locs, m) { +setMethod("specify", "MultivariateVecchiaModel", function(model) { + locs <- model@locs_train locs.scaled = scale_locs(model, locs) - model@vecchia_approx=vecchia_Mspecify(locs.scaled,m) + model@vecchia_approx=vecchia_Mspecify(locs.scaled,model@n_neighbors) if (!model@apanasovich) { olocs.scaled <- model@vecchia_approx$locsord for (i in 1:length(locs)) { @@ -173,41 +195,16 @@ setMethod("specify", "MultivariateVecchiaModel", function(model, locs, m) { invisible(model) }) -setMethod("scale_locs", "MultivariateVecchiaModel", function(model, locs) { - if (model@apanasovich) { - return(locs) - } - else { - locs.out <- locs - for (i in 1:length(locs)) { - for (j in 1:model@nscale) { - locs.out[[i]][,model@scaling==j] <- - locs[[i]][,model@scaling==j] / - model@covparams[model@param_sequence[2,1]+ - model@nscale*(i-1)+j-1] - } - } - return(locs.out) - } -}) - -setMethod("compute_residuals", "MultivariateVecchiaModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] - invisible(model) -}) - +#' estimate_theta +#' +#' Estimate covariance parameters during a single round of model optimization +#' +#' @param model The model to estimate theta for +#' @param locs the locations matrix +#' +#' @return a model with an updated covariance parameters estimate setMethod("estimate_theta", "MultivariateVecchiaModel", function(model, locs, optim.control, method) { P <- length(locs) -# locs_list <- list() -# y <- list() -# for(i in 1:P){ -# locs_list[[i]] <- locs -# y[[i]] <- model@Y_train[,i] -# } -# show(model@covparams) -# show(model@param_sequence) -# show(model@logparams) if (model@apanasovich) { vecchia.result<- optim(par = model@logparams, fn = mvnegloglik, @@ -237,28 +234,6 @@ setMethod("estimate_theta", "MultivariateVecchiaModel", function(model, locs, op invisible(model) }) -setMethod("transform_covariance_parameters", "MultivariateVecchiaModel", function(model) { - P <- length(model@Y_train) - if(P > 1){ - model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), - gtools::inv.logit(model@logparams[model@param_sequence[3,1]: - model@param_sequence[3,2]], - 0,2.5), - exp(model@logparams[model@param_sequence[4,1]: - model@param_sequence[4,2]]), - tanh(model@logparams[model@param_sequence[5,1]: - model@param_sequence[5,2]])) - } else { - model@covparams <- c(exp(model@logparams[1:model@param_sequence[2,2]]), - gtools::inv.logit(model@logparams[model@param_sequence[3,1]: - model@param_sequence[3,2]], - 0,2.5), - exp(model@logparams[model@param_sequence[4,1]: - model@param_sequence[4,2]]),1) - } - invisible(model) -}) - setMethod("transform_data", "MultivariateVecchiaModel", function(model, Y, X) { vecchia.approx <- model@vecchia_approx if (!model@apanasovich) { @@ -288,11 +263,8 @@ setMethod("transform_data", "MultivariateVecchiaModel", function(model, Y, X) { model@covparams) } - xcols <- ncol(model@X_train) - ycols <- ncol(model@Y_train) - tcols <- ncol(transformed.data) - model@y_tilde <- Matrix(transformed.data[,1:ncol(model@Y_train)]) - model@X_tilde <- Matrix(transformed.data[,(ncol(model@Y_train)+1):ncol(transformed.data)], sparse=FALSE) + model@y_tilde <- Matrix(transformed.data[,1]) + model@X_tilde <- Matrix(transformed.data[,-1], sparse=FALSE) invisible(model) }) diff --git a/R/PrestoGP_Vecchia_Spatial.R b/R/PrestoGP_Vecchia_Spatial.R deleted file mode 100644 index bf405d2..0000000 --- a/R/PrestoGP_Vecchia_Spatial.R +++ /dev/null @@ -1,137 +0,0 @@ -#' Spatial only model created with a likelihood function conditioned on a subset of the observations. -#' -#' @slot model PrestoGPModel -#' -#' @export SpatialModel -#' -#' @examples -#' @include PrestoGP_Model.R -#' @noRd -SpatialModel <- setClass("SpatialModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel" - )) - -validitySpatialModel<-function(object){ - if(object@n_neighbors < object@min_m){ - stop(paste("N_neighbors must be at least ", object@min_m, ".", sep="")) - } - TRUE -} -setValidity("SpatialModel", validitySpatialModel) - -setMethod("initialize", "SpatialModel", function(.Object, n_neighbors = 25, ...) { - .Object@n_neighbors <- n_neighbors - .Object@min_m <- 3 - .Object <- callNextMethod() - #validObject(.Object) - .Object -}) - -#' Make predictions using a previously fit spatial model. -#' -#' @param model A model object returned by prestogp_fit. -#' @param X Independent variable matrix for prediction. -#' @param locs Locations matrix for which the value is predicted. -#' @param m The number of neighbors to condition on (if not provided, training value of m will be used). -#' -#' @return predicted values for the dependent variable -#' @export -#' -#' @examples -#' -#' ... -#' model <- SpatiotemporalModel() -#' model <- prestogp_fit(model, logNO2, X, locs) -#' prediction <- prestogp_predict(model, X.test, locs.test) -#' Vec.mean <- prediction[[1]] -#' Vec.sds <- prediction[[2]] -setMethod("prestogp_predict", "SpatialModel", function(model, X, locs, m=NULL) { - #validate parameters - if(!is.matrix(X)){ - stop("X parameter must be a matrix.") - } - if(!is.matrix(locs)){ - stop("The locs parameter must be a matrix.") - } - if(nrow(X) != nrow(locs)){ - stop("The number of locations must match the number of X observations.") - } - if(ncol(locs) != 2){ - stop("The locs parameter must have 2 columns.") - } - if(is.null(m)){ #m defaults to the value used for training - m <- model@n_neighbors - } - if(m == 0){ - m = nrow(model@X_train) - 1 - } - - # Vecchia prediction at new locations - #Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) - Vecchia.Pred <- predict(model@linear_model, newx = X, s=model@linear_model$lambda[model@lambda_1se_idx]) - # Vecchia trend prediction at observed data - #Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) - Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) - - # Test set prediction - res = model@Y_train - Vecchia.hat - - locs.train.scaled = scale_locs(model, model@locs_train) - locs.scaled = scale_locs(model, locs) - vec.approx.test = vecchia_specify(locs.train.scaled, m, locs.pred=locs.scaled) - ## carry out prediction - pred = vecchia_prediction(res, vec.approx.test, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3]) - #prediction function can return both mean and sds - # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord - Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend - #option to include or exclude theta below - #Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation - Vec.sds = sqrt(pred$var.pred) - return(list("means" = Vec.mean, "standard deviations" = Vec.sds)) -}) - -setMethod("calc_covparams", "SpatialModel", function(model, locs, Y) { - N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,0.1*var(Y)) - invisible(model) -}) - -setMethod("specify", "SpatialModel", function(model, locs, m) { - model@vecchia_approx=vecchia_specify(locs,m) - invisible(model) -}) - -setMethod("scale_locs", "SpatialModel", function(model, locs) { - locs -}) - -setMethod("compute_residuals", "SpatialModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] - invisible(model) -}) - -setMethod("estimate_theta", "SpatialModel", function(model, locs, optim.control) { - vecchia.result<- optim(par=log(model@covparams),fn=negloglik_vecchia, - locs=locs, res=model@res, vecchia.approx=model@vecchia_approx, method = "Nelder-Mead", - control=optim.control) - model@LL_Vecchia_krig <- vecchia.result$value - model@covparams <- exp(vecchia.result$par) - invisible(model) -}) - -setMethod("transform_data", "SpatialModel", function(model, Y, X) { - transformed.data=transform_iid(cbind(Y,as.matrix(X)), - vecchia.approx = model@vecchia_approx, c(model@covparams[1], model@covparams[2], 0.5), model@covparams[3]) - model@y_tilde <- Matrix(transformed.data[,1]) - model@X_tilde <- Matrix(transformed.data[,-1]) - invisible(model) -}) - -setMethod("theta_names", "SpatialModel", function(model) { - c("Marginal Variance", "Spatial Range", "Nugget") -}) diff --git a/R/PrestoGP_Vecchia_Spatiotemporal.R b/R/PrestoGP_Vecchia_Spatiotemporal.R deleted file mode 100644 index b2880e9..0000000 --- a/R/PrestoGP_Vecchia_Spatiotemporal.R +++ /dev/null @@ -1,200 +0,0 @@ -#' Spatiotemporal model created with a likelihood function conditioned on a subset of the observations. -#' -#' @slot model PrestoGPModel. -#' -#' @export SpatiotemporalModel -#' -#' @examples -#' @include PrestoGP_Model.R -#' @noRd -SpatiotemporalModel <- setClass("SpatiotemporalModel", - contains = "PrestoGPModel", - slots = c( - model = "PrestoGPModel" - )) - -validitySpatiotemporalModel<-function(object){ - TRUE -} -setValidity("SpatiotemporalModel", validitySpatiotemporalModel) - -setMethod("initialize", "SpatiotemporalModel", function(.Object, n_neighbors = 25, ...) { - .Object@n_neighbors <- n_neighbors - .Object@min_m <- 3 - .Object <- callNextMethod() - validObject(.Object) - .Object -}) - -#' Make predictions using a previously fit spatiotemporal model. -#' -#' @param model A model object returned by prestogp_fit. -#' @param X Independent variable matrix for prediction. -#' @param locs Locations matrix for which the value is predicted. -#' @param m The number of neighbors to condition on (if not provided, training value of m will be used). -#' -#' @return predicted values for the dependent variable -#' @export -#' -#' @examples -#' -#' ... -#' model <- SpatiotemporalModel() -#' model <- prestogp_fit(model, logNO2, X, locs) -#' prediction <- prestogp_predict(model, X.test, locs.test) -#' Vec.mean <- prediction[[1]] -#' Vec.sds <- prediction[[2]] -setMethod("prestogp_predict", "SpatiotemporalModel", function(model, X, locs, m=NULL) { - #validate parameters - if(!is.matrix(X)){ - stop("X parameter must be a matrix.") - } - if(!is.matrix(locs)){ - stop("The locs parameter must be a matrix.") - } - if(nrow(X) != nrow(locs)){ - stop("The number of locations must match the number of X observations.") - } - if(ncol(locs) != 3){ - stop("The locs parameter must have 3 columns.") - } - if(is.null(m)){ #m defaults to the value used for training - m <- model@n_neighbors - } - if(m == 0){ - m = nrow(model@X_train) - 1 - } - - # Vecchia prediction at new locations - #Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) - Vecchia.Pred <- predict(model@linear_model, newx = X, s=model@linear_model$lambda[model@lambda_1se_idx]) - # Vecchia trend prediction at observed data - #Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) - Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) - - # Test set prediction - res = model@Y_train - Vecchia.hat - - locs.train.scaled = scale_locs(model, model@locs_train) - locs.scaled = scale_locs(model, locs) - vec.approx.test = vecchia_specify(locs.train.scaled, m, locs.pred=locs.scaled) - - ## carry out prediction - pred = vecchia_prediction(res, vec.approx.test, c(model@covparams[1], 1, 0.5), model@covparams[4]) - - #prediction function can return both mean and sds - # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord - Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend - #option to include or exclude theta below - Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation - - return(list("means" = Vec.mean, "standard deviations" = Vec.sds)) -}) - -#' calc_covparams -#' -#' Set initial value of covarariance parameters. -#' -#' @param model The model to set the covariance parameters of -#' @param locs the locations matrix -#' @param Y the dependent variable matrix -#' -#' @return a model with initial covariance parameters -setMethod("calc_covparams", "SpatiotemporalModel", function(model, locs, Y) { - N <- length(Y) - d.sample <- sample(1:N,max(2, ceiling(N/50)),replace = FALSE) #sample(1:N,N/50,replace = FALSE) - D.sample = rdist(locs[d.sample,1:2]) - t.sample = rdist(locs[d.sample,3]) - model@covparams <- c(.9*var(Y),mean(D.sample)/4,mean(t.sample)/4,0.1*var(Y)) #smoothness=0.5 - invisible(model) -}) - -#' specify -#' -#' Specify the conditioning set using m nearest neighbors. -#' -#' @param model The model to specify -#' @param locs the locations matrix -#' @param m the number of neighbors to condition on -#' -#' @return a model with a specified conditioning set -setMethod("specify", "SpatiotemporalModel", function(model, locs, m) { - locs.scaled = scale_locs(model, locs) - model@vecchia_approx=vecchia_specify(locs.scaled,m) - invisible(model) -}) - -#' scale_locs -#' -#' Scale the locations matrix by the covariance parameters -#' -#' @param model The model with locations to scale -#' @param locs the locations matrix -#' -#' @return a matrix with scaled locations -setMethod("scale_locs", "SpatiotemporalModel", function(model, locs) { - cbind(locs[,1]/model@covparams[2], locs[,2]/model@covparams[2], locs[,3]/model@covparams[3]) -}) - -#' compute_residuals -#' -#' Compute residuals based on beta parameters -#' -#' @param model The model to compute the residual of -#' @param Y the training dependent variable matrix -#' @param Y.hat the predicted training dependent variable matrix based on beta hat -#' -#' @return a model with computed residuals -setMethod("compute_residuals", "SpatiotemporalModel", function(model, Y, Y.hat) { - model@res = as.double(Y-Y.hat) - model@vecchia_approx$zord = model@res[model@vecchia_approx$ord] - invisible(model) -}) - - -#' estimate_theta -#' -#' Estimate covariance parameters during a single round of model optimization -#' -#' @param model The model to estimate theta for -#' @param locs the locations matrix -#' -#' @return a model with an updated covariance parameters estimate -setMethod("estimate_theta", "SpatiotemporalModel", function(model, locs) { - ord_locs <- locs[model@vecchia_approx$ord,] - locs_mat <- cbind(ord_locs[,1], ord_locs[,2], ord_locs[,3]) - vecchia.result<- optim(par=log(model@covparams),fn=negloglik_vecchia_ST, - locs=locs_mat, res=model@res, vecchia.approx=model@vecchia_approx, method = "Nelder-Mead", - control=list(trace=0)) - model@LL_Vecchia_krig <- vecchia.result$value - model@covparams <- exp(vecchia.result$par) - invisible(model) -}) - -#' transform_data -#' -#' Transform data to be independent, identically distributed -#' -#' @param model The model to estimate theta for -#' @param Y the dependent variable matrix -#' @param X the independent variable matrix -#' -#' @return a model with i.i.d. data -setMethod("transform_data", "SpatiotemporalModel", function(model, Y, X) { - transformed.data=transform_iid(cbind(Y,as.matrix(X)), - vecchia.approx = model@vecchia_approx, c(model@covparams[1],1,0.5), model@covparams[4]) - model@y_tilde <- Matrix(transformed.data[,1]) - model@X_tilde <- Matrix(transformed.data[,-1]) - invisible(model) -}) - -#' theta_names -#' -#' Return a vector specifying the names of the different covariance parameters (used for show method) -#' -#' @param model The model to estimate theta for -#' -#' @return a vector with the namems of the covariance parameterss -setMethod("theta_names", "SpatiotemporalModel", function(model) { - c("Marginal Variance", "Spatial Range", "Temporal Range", "Nugget") -}) diff --git a/man/calc_covparams-SpatiotemporalModel-method.Rd b/man/calc_covparams-SpatiotemporalModel-method.Rd deleted file mode 100644 index 8c2fe4d..0000000 --- a/man/calc_covparams-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{calc_covparams,SpatiotemporalModel-method} -\alias{calc_covparams,SpatiotemporalModel-method} -\title{calc_covparams} -\usage{ -\S4method{calc_covparams}{SpatiotemporalModel}(model, locs, Y) -} -\arguments{ -\item{model}{The model to set the covariance parameters of} - -\item{locs}{the locations matrix} - -\item{Y}{the dependent variable matrix} -} -\value{ -a model with initial covariance parameters -} -\description{ -Set initial value of covarariance parameters. -} diff --git a/man/compute_residuals-SpatiotemporalModel-method.Rd b/man/compute_residuals-SpatiotemporalModel-method.Rd deleted file mode 100644 index 0e445fd..0000000 --- a/man/compute_residuals-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{compute_residuals,SpatiotemporalModel-method} -\alias{compute_residuals,SpatiotemporalModel-method} -\title{compute_residuals} -\usage{ -\S4method{compute_residuals}{SpatiotemporalModel}(model, Y, Y.hat) -} -\arguments{ -\item{model}{The model to compute the residual of} - -\item{Y}{the training dependent variable matrix} - -\item{Y.hat}{the predicted training dependent variable matrix based on beta hat} -} -\value{ -a model with computed residuals -} -\description{ -Compute residuals based on beta parameters -} diff --git a/man/estimate_theta-SpatiotemporalModel-method.Rd b/man/estimate_theta-SpatiotemporalModel-method.Rd deleted file mode 100644 index 639bce9..0000000 --- a/man/estimate_theta-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,19 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{estimate_theta,SpatiotemporalModel-method} -\alias{estimate_theta,SpatiotemporalModel-method} -\title{estimate_theta} -\usage{ -\S4method{estimate_theta}{SpatiotemporalModel}(model, locs) -} -\arguments{ -\item{model}{The model to estimate theta for} - -\item{locs}{the locations matrix} -} -\value{ -a model with an updated covariance parameters estimate -} -\description{ -Estimate covariance parameters during a single round of model optimization -} diff --git a/man/prestogp_fit-PrestoGPModel-method.Rd b/man/prestogp_fit-PrestoGPModel-method.Rd index d9ea938..fdacf59 100755 --- a/man/prestogp_fit-PrestoGPModel-method.Rd +++ b/man/prestogp_fit-PrestoGPModel-method.Rd @@ -10,7 +10,7 @@ X, locs, scaling = NULL, - apanasovich = FALSE, + apanasovich = NULL, covparams = NULL, beta.hat = NULL, tol = 0.999999, diff --git a/man/prestogp_predict-SpatialModel-method.Rd b/man/prestogp_predict-SpatialModel-method.Rd deleted file mode 100644 index f839fb9..0000000 --- a/man/prestogp_predict-SpatialModel-method.Rd +++ /dev/null @@ -1,32 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatial.R -\name{prestogp_predict,SpatialModel-method} -\alias{prestogp_predict,SpatialModel-method} -\title{Make predictions using a previously fit spatial model.} -\usage{ -\S4method{prestogp_predict}{SpatialModel}(model, X, locs, m = NULL) -} -\arguments{ -\item{model}{A model object returned by prestogp_fit.} - -\item{X}{Independent variable matrix for prediction.} - -\item{locs}{Locations matrix for which the value is predicted.} - -\item{m}{The number of neighbors to condition on (if not provided, training value of m will be used).} -} -\value{ -predicted values for the dependent variable -} -\description{ -Make predictions using a previously fit spatial model. -} -\examples{ - -... -model <- SpatiotemporalModel() -model <- prestogp_fit(model, logNO2, X, locs) -prediction <- prestogp_predict(model, X.test, locs.test) -Vec.mean <- prediction[[1]] -Vec.sds <- prediction[[2]] -} diff --git a/man/prestogp_predict-SpatiotemporalModel-method.Rd b/man/prestogp_predict-SpatiotemporalModel-method.Rd deleted file mode 100644 index 91ce6cd..0000000 --- a/man/prestogp_predict-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,32 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{prestogp_predict,SpatiotemporalModel-method} -\alias{prestogp_predict,SpatiotemporalModel-method} -\title{Make predictions using a previously fit spatiotemporal model.} -\usage{ -\S4method{prestogp_predict}{SpatiotemporalModel}(model, X, locs, m = NULL) -} -\arguments{ -\item{model}{A model object returned by prestogp_fit.} - -\item{X}{Independent variable matrix for prediction.} - -\item{locs}{Locations matrix for which the value is predicted.} - -\item{m}{The number of neighbors to condition on (if not provided, training value of m will be used).} -} -\value{ -predicted values for the dependent variable -} -\description{ -Make predictions using a previously fit spatiotemporal model. -} -\examples{ - -... -model <- SpatiotemporalModel() -model <- prestogp_fit(model, logNO2, X, locs) -prediction <- prestogp_predict(model, X.test, locs.test) -Vec.mean <- prediction[[1]] -Vec.sds <- prediction[[2]] -} diff --git a/man/scale_locs-SpatiotemporalModel-method.Rd b/man/scale_locs-SpatiotemporalModel-method.Rd deleted file mode 100644 index 8410cdb..0000000 --- a/man/scale_locs-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,19 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{scale_locs,SpatiotemporalModel-method} -\alias{scale_locs,SpatiotemporalModel-method} -\title{scale_locs} -\usage{ -\S4method{scale_locs}{SpatiotemporalModel}(model, locs) -} -\arguments{ -\item{model}{The model with locations to scale} - -\item{locs}{the locations matrix} -} -\value{ -a matrix with scaled locations -} -\description{ -Scale the locations matrix by the covariance parameters -} diff --git a/man/specify-FullSpatialModel-method.Rd b/man/specify-FullSpatialModel-method.Rd deleted file mode 100644 index 2f76ed0..0000000 --- a/man/specify-FullSpatialModel-method.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Full_Spatial.R -\name{specify,FullSpatialModel-method} -\alias{specify,FullSpatialModel-method} -\title{specify} -\usage{ -\S4method{specify}{FullSpatialModel}(model, locs, m) -} -\arguments{ -\item{model}{A model object.} - -\item{locs}{a locations matrix} - -\item{m}{the number of neighbors to condition on (will always be n-1 for full models)} -} -\value{ -the unmodified model -} -\description{ -Do nothing, full models do not specify a conditioning set, they condition on all observations -} diff --git a/man/specify-SpatiotemporalModel-method.Rd b/man/specify-SpatiotemporalModel-method.Rd deleted file mode 100644 index f2e103e..0000000 --- a/man/specify-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{specify,SpatiotemporalModel-method} -\alias{specify,SpatiotemporalModel-method} -\title{specify} -\usage{ -\S4method{specify}{SpatiotemporalModel}(model, locs, m) -} -\arguments{ -\item{model}{The model to specify} - -\item{locs}{the locations matrix} - -\item{m}{the number of neighbors to condition on} -} -\value{ -a model with a specified conditioning set -} -\description{ -Specify the conditioning set using m nearest neighbors. -} diff --git a/man/theta_names-SpatiotemporalModel-method.Rd b/man/theta_names-SpatiotemporalModel-method.Rd deleted file mode 100644 index 60c9225..0000000 --- a/man/theta_names-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,17 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{theta_names,SpatiotemporalModel-method} -\alias{theta_names,SpatiotemporalModel-method} -\title{theta_names} -\usage{ -\S4method{theta_names}{SpatiotemporalModel}(model) -} -\arguments{ -\item{model}{The model to estimate theta for} -} -\value{ -a vector with the namems of the covariance parameterss -} -\description{ -Return a vector specifying the names of the different covariance parameters (used for show method) -} diff --git a/man/transform_data-FullSpatialModel-method.Rd b/man/transform_data-FullSpatialModel-method.Rd deleted file mode 100644 index 24bcca3..0000000 --- a/man/transform_data-FullSpatialModel-method.Rd +++ /dev/null @@ -1,22 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Full_Spatial.R -\name{transform_data,FullSpatialModel-method} -\alias{transform_data,FullSpatialModel-method} -\title{transform_data} -\usage{ -\S4method{transform_data}{FullSpatialModel}(model, Y, X) -} -\arguments{ -\item{model}{A model object.} - -\item{Y}{the dependent variable matrix} - -\item{X}{the independent variable matrix} -} -\value{ -the unmodified model -} -\description{ -Model transformation for full models is performed directly on X and Y matrices using the inverted Cholesky decompostion of the covariance matrix. -(no Vecchia approximation) -} diff --git a/man/transform_data-SpatiotemporalModel-method.Rd b/man/transform_data-SpatiotemporalModel-method.Rd deleted file mode 100644 index f14e5cb..0000000 --- a/man/transform_data-SpatiotemporalModel-method.Rd +++ /dev/null @@ -1,21 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/PrestoGP_Vecchia_Spatiotemporal.R -\name{transform_data,SpatiotemporalModel-method} -\alias{transform_data,SpatiotemporalModel-method} -\title{transform_data} -\usage{ -\S4method{transform_data}{SpatiotemporalModel}(model, Y, X) -} -\arguments{ -\item{model}{The model to estimate theta for} - -\item{Y}{the dependent variable matrix} - -\item{X}{the independent variable matrix} -} -\value{ -a model with i.i.d. data -} -\description{ -Transform data to be independent, identically distributed -} diff --git a/tests/testthat/Multivariate-Sims-RandomFields.R b/tests/testthat/Multivariate-Sims-RandomFields.R deleted file mode 100644 index a9b9c59..0000000 --- a/tests/testthat/Multivariate-Sims-RandomFields.R +++ /dev/null @@ -1,259 +0,0 @@ - -### load other packages -library(MASS) -library(fields) -library(GPvecchia) -library(reshape2) -library(stringr) -library(tidyverse) -library(psych) -library(ggplot2) -# -# -# Multivariate, space-time simulation -# Y(s,t) = X(s) + nu(s,t) + epsilon(s,t) -# Y = Y(i), i = 1,..., k outcomes -# where: -# X(s) is the spatial only trend, -# nu(s,t) is the spatiotemporally correlated trend, and -# epsilon(s,t) is the spatiotemporal nugget - -# To keep the simulation small and tractable to quickly run, we -# simulate 25 spatial locations and 5 temporal locations -n.spatial=25 -n.spatial.xy = sqrt(n.spatial) -n.temporal = 5 - -# Mean trend, X(s): spatiotemporal data, but the trend is spatial only. -# Each outcome has a different combination of true betas -# p = number of potential covariates -p=10 - -p.nz=4 -beta1= c(rep(0,p-p.nz),rep(1,p.nz)) -p.nz=2 -beta2= c(rep(1,p.nz),rep(0,p-p.nz)) -p.nz=3 -beta3= c(rep(1,p.nz),rep(0,p-p.nz)) - - -# Combine all of the betas into 1 vector -beta.all <- c(beta1,beta2,beta3) - - -# correlated predictors -Sigma.X=exp(-rdist(sample(1:p))/3) -X=mvrnorm(n.spatial,rep(0,p),Sigma.X) -# replicate for space-time for a single-outcomes -X.st <- rbind(X,X,X,X,X) -# Create the multivariate X-matrix, for multiple outcomes -# The rows are by outcome (i), space (j), and then time (k) -X.all <- psych::superMatrix(list(X.st,X.st,X.st)) - - -# S-T design matrix with X's repeated is needed - -# Calculate the multivariate mean trend -# The mean trend is spatial only, but now formatted for space-time (i.e. spatial -# covariates are repeated across time) -mean.trend.st <- X.all %*% beta.all - - -#### Space-Time correlated error #### -# We simulate using a valid parsimonious Matern spatiotemporal cross-covariance function where -# each marginal parameter (spatial range, temporal range, smoothness, marginal variance) -# are all different. The cross-covariance parameters are the average of the respective -# marginal parameters. -# The simulation is done with unconditional Cholesky decomposition - - -# rho is the correlation between outcome S-T errors, 1 for with itself -rho <- matrix(nr=3, c(1, 0.8, 0.3, 0.8, 1, 0.5, 0.3, 0.5, 1)) - -# nu, marginal smoothness: -marg.smoothness <- c(0.5,1,1.5) - -# Non-spatial error/noise/nugget -# epsilon(s,t) will be simulated based on the nugget parameters, -nuggets <- c(0.5, 0.7, 2) - -# marginal variances of the Matern -set.seed(10) -# The marginal variances are scaled linearly with the nuggets -x.variance <- runif(3,1.5,4) -marg.var <- nuggets + x.variance - -# ranges, the true ranges, we will scale coordinates by this, but then use a -# vector of ones in the model/simulation - -# outcome1 space and time, outcome 2 space and time, outcome 3 space and time -# Spatial domain is on the unit [0,1] -# Temporal domain is a year [0,365] -ranges <- c(0.8,2, - 0.1,5, - 0.5,300) - - -# set up the true spatial and temporal dimensions -space.dim <- seq(0,1,length.out = n.spatial.xy) -time.dim <- seq(1,365,length.out = n.temporal) - -# scale the space and time dimensions according to the true covariance ranges - -d11 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2])) -d22 <- fields::rdist(expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4])) -d33 <- fields::rdist(expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) - -d12 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2]), - expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4])) -d21 <- t(d12) - -d13 <- fields::rdist(expand.grid(space.dim/ranges[1],space.dim/ranges[1], time.dim/ranges[2]), - expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) -d31 <- t(d13) - -d23 <- fields::rdist(expand.grid(space.dim/ranges[3],space.dim/ranges[3], time.dim/ranges[4]), - expand.grid(space.dim/ranges[5],space.dim/ranges[5], time.dim/ranges[6])) -d32 <- t(d23) - - -Dists.All <- rbind( cbind(d11,d12,d13), - cbind(d21,d22,d23), - cbind(d31,d32,d33) -) - -## Create the correlation matrices -Sigma11 <- marg.var[1] * fields::Matern(d11,range = 1, smoothness = marg.smoothness[1]) -Sigma22 <- marg.var[2] * fields::Matern(d22,range = 1, smoothness = marg.smoothness[2]) -Sigma33 <- marg.var[3] * fields::Matern(d33,range = 1, smoothness = marg.smoothness[3]) -Sigma12 <- rho[1,2] * sqrt(marg.var[1]) * sqrt(marg.var[2]) * fields::Matern(d12,range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[2])/2) -Sigma21 <- t(Sigma12) -Sigma13 <- rho[1,3] * sqrt(marg.var[1]) * sqrt(marg.var[3]) * fields::Matern(d13,range = 1, smoothness = (marg.smoothness[1] + marg.smoothness[3])/2) -Sigma31 <- t(Sigma13) -Sigma23 <- rho[2,3] * sqrt(marg.var[2]) * sqrt(marg.var[3]) * fields::Matern(d23,range = 1, smoothness = (marg.smoothness[2] + marg.smoothness[3])/2) -Sigma32 <- t(Sigma23) - -#Combine into the super Multivariate covariance matrix -Sigma.All <- rbind( cbind(Sigma11,Sigma12,Sigma13), - cbind(Sigma21,Sigma22,Sigma23), - cbind(Sigma31,Sigma32,Sigma33) - ) - -# Cholesky decomposition -L.C <- chol(Sigma.All) -# transpose -L.Ct <- t(L.C) - -## Simulate the S-T correlated error -set.seed(10) -st.error <- L.Ct %*% rnorm(n.spatial * n.temporal * 3) - -# equivalently, we could do: -# st.error <- rnorm(n.spatial * n.temporal * 3) %*% L.C - -# Simulate the nugget (noise) error -set.seed(10) -nug.error <- cbind( nuggets[1]*rnorm(n.spatial*n.temporal), - nuggets[2]*rnorm(n.spatial*n.temporal), - nuggets[3]*rnorm(n.spatial*n.temporal) - ) - -# xy and time grid for plotting or accessing by common s-t location -xyt.grid <- cbind(expand.grid(space.dim,space.dim,time.dim)) - -# outcome indices -idx.outcome1 <- 1:(n.spatial*n.temporal) -idx.outcome2 <- seq(n.spatial*n.temporal+1,n.spatial*n.temporal*2,by=1) -idx.outcome3 <- seq(n.spatial*n.temporal*2+1,n.spatial*n.temporal*3,by=1) - - - -### Combine the mean trend, spatiotemporal errors, and nugget -# Outcome 1, 2, 3 by column - -y.sim.final <- cbind(mean.trend.st[idx.outcome1] + st.error[idx.outcome1] + nug.error[idx.outcome1], - mean.trend.st[idx.outcome2] + st.error[idx.outcome2] + nug.error[idx.outcome2], - mean.trend.st[idx.outcome3] + st.error[idx.outcome3] + nug.error[idx.outcome3]) - -# -### plot all of the simulations - -df.plot <- data.frame("x.coord" = xyt.grid[,1], - "y.coord" = xyt.grid[,2], - "time" = as.factor(xyt.grid[,3]), - "var1" = y.sim.final[,1], - "var2" = y.sim.final[,2], - "var3" = y.sim.final[,3], - "mean.trend1" = mean.trend.st[idx.outcome1], - "mean.trend2" = mean.trend.st[idx.outcome2], - "mean.trend3" = mean.trend.st[idx.outcome3], - "sterror1" = st.error[idx.outcome1], - "sterror2" = st.error[idx.outcome2], - "sterror3" = st.error[idx.outcome3], - "nugerror1" = nug.error[idx.outcome1], - "nugerror2" = nug.error[idx.outcome2], - "nugerror3" = nug.error[idx.outcome3]) - - -# plot each variable in space and facet by time -ggplot(df.plot,aes(x.coord,y.coord,fill = var1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = var2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = var3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -# plot the mean trend - each facet should be identical -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = mean.trend3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -# plot the st error -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -# Note how the S-T error 3 is the smoothest and also the most similar across time. -# It has the largest smoothness and temporal range parameters -ggplot(df.plot,aes(x.coord,y.coord,fill = sterror3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -# plot the nugget -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror1))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror2))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - -ggplot(df.plot,aes(x.coord,y.coord,fill = nugerror3))+geom_raster(interpolate = T)+ - facet_wrap(.~time)+scale_fill_viridis_c(direction = -1, option = "A") - - -# Some simulation field stats - -# Signal to noise -S2N.var1 <- var(df.plot$mean.trend1)/var(df.plot$sterror1 + df.plot$nugerror1) -S2N.var2 <- var(df.plot$mean.trend2)/var(df.plot$sterror2 + df.plot$nugerror2) -S2N.var3 <- var(df.plot$mean.trend3)/var(df.plot$sterror3 + df.plot$nugerror3) - -X_train = as.matrix(X.st[1:90,]) -X_test = as.matrix(X.st[91:125,]) -Y_train = as.matrix(y.sim.final[1:90,]) -Y_test = as.matrix(y.sim.final[91:125,]) -#locs_train = xyt.grid[1:90,] -#locs_test = xyt.grid[91:125,] -noise_sd = sd(xyt.grid[,1]) * 0.01 -noise = cbind(rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, noise_sd), rnorm(nrow(xyt.grid), 0, sd(xyt.grid[,3]) * 0.01)) -xyt_jittered = xyt.grid + noise -locs_train = as.matrix(xyt_jittered[1:90,1:2]) #spatial only -locs_test = as.matrix(xyt_jittered[91:125,1:2]) #spatial only -save(X_train, X_test, Y_train, Y_test, locs_train, locs_test, file="tests/testthat/multivariate_sim_spatial3.Rdata") \ No newline at end of file diff --git a/tests/testthat/helper.R b/tests/testthat/helper.R deleted file mode 100644 index 515b66b..0000000 --- a/tests/testthat/helper.R +++ /dev/null @@ -1,20 +0,0 @@ -plot_surface <- function(samples){ - #library(ggplot2) - library(scatterplot3d) - library(rgl) - - samples <- as.data.frame(samples) - colnames(samples) <- c("x", "y", "z") - colors <- function(colors, values) { - norm_values <- (values - min(values))/diff(range(values)) - ramp <- colorRamp(colors)(norm_values) - rgb(ramp[,1], ramp[,2], ramp[,3], maxColorValue = 255) - } - cols <- colors(c("red", "blue"), samples$z) - #scatterplot3d(samples[,1:3], angle=65, pch = 16, color=cols) - #scatter3d(samples$x, samples$y, samples$z, ) - plot3d(samples$x, 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z)Dt1+&SpBJs(;io3AgP4f3meWO8gVV4H#U!7WoZ26SK;m^PYvSm{^&&4jM3)f0Iv72i zlO74Q=iBqOe3VhEcH?SEhXl0wj$Gf-M1{sU3*Okq-7pg0>a?n^3z)M~>xtL40r^E_ z=*wwQApa<83$m61`e(Ds{Fa;0nwhHoG2<5CF7PfG>VF2RW!yY*T%YnKLd-tOFH)x;G=o3+0f`%1G>A&(@D4q2JRy`C!11D}aROb-FMn&dF?rZ~k z?M6^W0<-_btFuQh>oL#8oVZ&23HnC(=N>)q1p0TU!JB9Z)$hK;KSQUWlmpA3%)Sl* zu`oI?c6$<&gI}$VX}H4ZbFuEJ4LlmqE$a$yu>tbKZlTFkF(77gKB#-c1AQ;|$jNFi zqkI0fVhy=9(Chr?1-Hp{AYYM93cj$6NJ?)`omXc1&j$5A{c#@*S@Au{=IMZucPT*v z#;;K&hls~_cO~dN(h>OLMiyXhOI$AGT!Ow1)dCM@FCVRJ-??{_1NFM}1+z(4LF=oM zL~OMZN=>$DX{I_t?At=BRE(%rUXF1caIEq|Uz+8c&?6b3vJXz3`g z`bqgd_jvST8#=FXS{iz^I-N%g^iWxd!*<+bGhm!^^P}Fr3f;+_lcBeH(DR_Em6&Hg zfOr*2Q?c==wzbquEa4+`?w`J*E29sYu`m|w%8Qt=CaokAk1%WJUzRxNLCJSRoyvWr-|K zyLP@`6v?QC%v~YNA_SeG`NxoD)T!huJ^uja1F$bz!8} zF4FoaJl7|6?H|@l6ZUp|1o6d(Y{SDWF{o=Qw48%UpviNdsl=E)6_AXT&h%Yz~bWaEa zk@(P6wNe80q+0S}+CBq0am90) { + cur.z <- NNarray[i,!cond[i,]] + expect_equal(sort(cur.z), sort(vec.mapprox$q.list$q.z[[i]])) + } + } + + source("sim_multivariate.R") + + vec.mapprox <- vecchia_Mspecify(locs.list, 25) + U.mobj <- createUMultivariate(vec.mapprox, c(marg.var, ranges, + marg.smoothness, + nuggets, rho.vec)) + Umat.tst <- readRDS("Umat.rds") + expect_equal(sum(abs(U.mobj$U-Umat.tst)), 0, tolerance=1e-4) + + vec.mapprox.full <- vecchia_Mspecify(locs.list, 374) + U.mobj.full <- createUMultivariate(vec.mapprox.full, c(marg.var, ranges, + marg.smoothness, + nuggets, rho.vec)) + + Sigma.hat <- solve(U.mobj.full$U %*% t(U.mobj.full$U)) + Sigma.hat <- Sigma.hat[U.mobj.full$latent,U.mobj.full$latent] + Sigma.hat <- Sigma.hat[order(U.mobj.full$ord),order(U.mobj.full$ord)] +# Vecchia approximation of covariance should equal true covariance when m=n-1 + expect_equal(sum(abs(Sigma.All-Sigma.hat)), 0, tolerance=1e-4) +}) diff --git a/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R b/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R index 6f6704f..0d2a712 100755 --- a/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R +++ b/tests/testthat/test-PrestoGP_Multivariate_Vecchia_Model.R @@ -2,12 +2,92 @@ context("Multivariate Vecchia Model") test_that("Invalid locs input", { model <- new("MultivariateVecchiaModel") - expect_error(prestogp_fit(model, as.matrix(1:3), as.matrix(1:3), 1:3), - "locs parameter must be a matrix or a list.") + expect_error(prestogp_fit(model, list(as.matrix(1:3)), list(as.matrix(1:3)), + as.matrix(1:3)), + "locs must be a list for multivariate models") +}) + +test_that("Invalid Y input", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, as.matrix(1:3), list(as.matrix(1:3)), + list(as.matrix(1:3))), + "Y must be a list for multivariate models") +}) + +test_that("Invalid X input", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(as.matrix(1:3)), as.matrix(1:3), + list(as.matrix(1:3))), + "X must be a list for multivariate models") +}) + +test_that("locs/Y length mismatch", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(1:3, 2:4), list(as.matrix(1:3)), + list(as.matrix(1:3))), + "locs and Y must have the same length") +}) + +test_that("locs/X length mismatch", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(1:3), list(as.matrix(1:3), + as.matrix(2:4)), + list(as.matrix(1:3))), + "locs and X must have the same length") +}) + +test_that("locs not a matrix", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(1:3), list(as.matrix(1:3)), + list(1:3)), + "Each locs must be a matrix") +}) + +test_that("X not a matrix", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(1:3), list(1:3), + list(as.matrix(1:3))), + "Each X must be a matrix") +}) + +test_that("Y not a numeric matrix/vector", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list("foo"), list(as.matrix(1:3)), + list(as.matrix(1:3))), + "Each Y must be a numeric vector or matrix") +}) + +test_that("locs with differing numbers of columns", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(1:4, 1:4), + list(as.matrix(1:4), as.matrix(1:4)), + list(as.matrix(1:4), matrix(1:4, nrow=2))), + "All locs must have the same number of columns") +}) + +test_that("Y has multiple columns", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(matrix(1:4, nrow=2)), + list(as.matrix(1:4)), list(as.matrix(1:4))), + "Each Y must have only 1 column") +}) + +test_that("nrow(Y) != nrow(locs)", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(as.matrix(1:4)), + list(as.matrix(1:4)), list(as.matrix(1:3))), + "Each Y must have the same number of rows as locs") +}) + +test_that("nrow(Y) != nrow(X)", { + model <- new("MultivariateVecchiaModel") + expect_error(prestogp_fit(model, list(as.matrix(1:4)), + list(as.matrix(1:3)), list(as.matrix(1:4))), + "Each Y must have the same number of rows as X") }) test_that("Simulated dataset multivariate spatial", { - source("sim_multivariate_big.R") + load("sim_multivariate_big.RData") pgp.mmodel1 <- new("MultivariateVecchiaModel", n_neighbors=25) pgp.mmodel1 <- prestogp_fit(pgp.mmodel1, y.list, X.st, locs.list, scaling=c(1,1), apanasovich=TRUE, verbose=FALSE, @@ -18,24 +98,25 @@ test_that("Simulated dataset multivariate spatial", { expect_length(beta.out, 31) expect_length(params.out, 15) - expect_equal(beta.out, c(0, 0.95, 0.93, 0.92, 0.88, rep(0, 6), 0.56, - 0.7, 1.12, 1, rep(0, 6), 0.94, 0.85, - 1.03, 0.94, rep(0, 6)), tolerance=0.06) - expect_equal(params.out[1], 1.6, tolerance=2.3) - expect_equal(params.out[2], 2.9, tolerance=4) - expect_equal(params.out[3], 3.9, tolerance=3.7) - expect_equal(params.out[4], 0.41, tolerance=2.4) - expect_equal(params.out[5], 0.35, tolerance=1.9) - expect_equal(params.out[6], 0.41, tolerance=1) - expect_equal(params.out[7], 0.61, tolerance=1.2) - expect_equal(params.out[8], 0.43, tolerance=0.9) - expect_equal(params.out[9], 0.87, tolerance=1.5) - expect_equal(params.out[10], 1.8, tolerance=1.6) - expect_equal(params.out[11], 2.4, tolerance=2.2) - expect_equal(params.out[12], 1.4, tolerance=1.2) - expect_equal(params.out[13], 0.17, tolerance=0.6) - expect_equal(params.out[14], 0.33, tolerance=0.4) - expect_equal(params.out[15], 0.14, tolerance=0.4) + expect_equal(beta.out, c(0, 0.96, 0.93, 0.92, 0.89, rep(0, 2), 0.03, + rep(0,3), 0.57, 0.72, 1.11, 1, 0, 0.06, rep(0,4), + 0.93, 0.87, 1.03, 0.92, 0.05, rep(0, 2), 0.01, + 0.05, 0), tolerance=0.05) + expect_equal(params.out[1], 1.7, tolerance=2.5) + expect_equal(params.out[2], 2.9, tolerance=3.3) + expect_equal(params.out[3], 3.2, tolerance=5) + expect_equal(params.out[4], 0.71, tolerance=10) + expect_equal(params.out[5], 0.56, tolerance=2.8) + expect_equal(params.out[6], 0.4, tolerance=1.7) + expect_equal(params.out[7], 0.63, tolerance=1.3) + expect_equal(params.out[8], 0.47, tolerance=1.2) + expect_equal(params.out[9], 0.74, tolerance=1.1) + expect_equal(params.out[10], 1.8, tolerance=1.4) + expect_equal(params.out[11], 2.6, tolerance=2.4) + expect_equal(params.out[12], 1.4, tolerance=0.8) + expect_equal(params.out[13], 0.15, tolerance=0.6) + expect_equal(params.out[14], 0.32, tolerance=0.4) + expect_equal(params.out[15], 0.17, tolerance=0.3) }) test_that("Simulated dataset multivariate spatiotemporal", { diff --git a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R b/tests/testthat/test-PrestoGP_Spatial_Full_Model.R deleted file mode 100755 index e49dde1..0000000 --- a/tests/testthat/test-PrestoGP_Spatial_Full_Model.R +++ /dev/null @@ -1,16 +0,0 @@ -context("Spatial Full Model") - -test_that("Simulated dataset spatial full", { - set.seed(7919) - load("sim_spatial.Rdata") - return(1) - model <- FullSpatialModel() - model <- prestogp_fit(model, Y_train, X_train, locs_train) - prediction <- prestogp_predict(model, X_test, locs_test) - means <- prediction[[1]] - mse <- mean((Y_test-means)^2) - expect_equal(1.94, mse, tolerance=10e-2) - expect_equal(9.46, model@covparams[1], tolerance=10e-2) - expect_equal(0.27, model@covparams[2], tolerance=10e-2) - expect_equal(0.93, model@covparams[3], tolerance=10e-2) -}) diff --git a/tests/testthat/test-PrestoGP_Spatial_Model.R b/tests/testthat/test-PrestoGP_Spatial_Model.R deleted file mode 100755 index c004961..0000000 --- a/tests/testthat/test-PrestoGP_Spatial_Model.R +++ /dev/null @@ -1,74 +0,0 @@ -context("Spatial Model") - -test_that("Invalid predict Locs", { - load("small_sim.Rdata") - return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, X_test, "locs_test", m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) - expect_true(error) -}) - -test_that("Invalid predict X", { - load("small_sim.Rdata") - return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, "X_test", locs_test, m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) - expect_true(error) -}) - -test_that("Invalid predict locs (not 2 columns)", { - load("small_sim.Rdata") - return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(30), ncol=3), m = 4) - FALSE - }, - error=function(cond){ - TRUE - }) - expect_true(error) -}) - -test_that("locs length mismatch", { - load("small_sim.Rdata") - return(1) - error <- tryCatch({ - model <- new("SpatialModel") - prediction <- prestogp_predict(model, matrix(rnorm(100), ncol=10), matrix(rnorm(50), ncol=2)) - FALSE - }, - error=function(cond){ - TRUE - }) - expect_true(error) -}) - -test_that("Simulated dataset spatial", { - set.seed(7919) - load("sim_spatial.Rdata") - return(1) - model <- new("SpatialModel", n_neighbors=4) - model <- prestogp_fit(model, Y_train, X_train, locs_train) - prediction <- prestogp_predict(model, X_test, locs_test) - means <- prediction[[1]] - mse <- mean((Y_test-means)^2) - expect_equal(1.93825, mse, tolerance=10e-4) - mean_sds <- mean(prediction[[2]]) - expect_equal(0.967, mean_sds, tolerance=10e-3) - expect_equal(9.46, model@covparams[1], tolerance=10e-2) - expect_equal(0.27, model@covparams[2], tolerance=10e-2) - expect_equal(0.93, model@covparams[3], tolerance=10e-2) -}) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R deleted file mode 100755 index 888c61e..0000000 --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Full_Model.R +++ /dev/null @@ -1,17 +0,0 @@ -context("Spatiotemporal Full Model") - -test_that("Simulated dataset spatiotemporal full", { - set.seed(7919) - load("sim_spatiotemporal.Rdata") - return(1) - model <- SpatiotemporalFullModel() - model <- prestogp_fit(model, Y_train, X_train, locs_train) - prediction <- prestogp_predict(model, X_test, locs_test) - means <- prediction[[1]] - abs_error = abs(Y_test-means) - expect_equal(5.68, mean(abs_error), tolerance=10e-2) - expect_equal(236.25, model@covparams[1], tolerance=10e-2) - expect_equal(7.51, model@covparams[2], tolerance=10e-2) - expect_equal(0.08, model@covparams[3], tolerance=10e-2) - expect_equal(20.29, model@covparams[4], tolerance=10e-2) -}) diff --git a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R b/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R deleted file mode 100755 index 5251f3b..0000000 --- a/tests/testthat/test-PrestoGP_Spatiotemporal_Model.R +++ /dev/null @@ -1,104 +0,0 @@ -context("Spatiotemporal Model") - -test_that("Invalid X", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, "X_train", locs_train), - "X parameter must be a matrix.") -}) - -test_that("Invalid Y", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, "Y_train", X_train, locs_train), - "Y parameter must be a matrix.") -}) - -test_that("Invalid Locs", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train, "locs_train"), - "locs parameter must be a matrix.") -}) - -test_that("X length mismatch", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train[1:10,], locs_train), - "Y must have the same number of rows as X.") -}) - -test_that("locs length mismatch", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_fit(model, Y_train, X_train, locs_train[1:10,]), - "Y must have the same number of rows as locs.") -}) - -test_that("Invalid fit m", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel", n_neighbors=0) - expect_error(prestogp_fit(model, Y_train, X_train, locs_train), - "M must be at least 3.") -}) - -test_that("Invalid predict Locs", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, X_test, "locs_test"), - "The locs parameter must be a matrix.") -}) - -test_that("Invalid predict X", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, "X_test", locs_test), - "X parameter must be a matrix.") -}) - -# test_that("Invalid predict m", { -# load("small_sim.Rdata") -# error <- tryCatch({ -# model <- SpatiotemporalModel() -# prediction <- prestogp_predict(model, X_test, locs_test, m = 0) -# FALSE -# }, -# error=function(cond){ -# TRUE -# }) -# expect_true(error) -# }) - -test_that("locs predict mismatch", { - load("small_sim.Rdata") - return(1) - model <- new("SpatiotemporalModel") - expect_error(prestogp_predict(model, X_test, locs_test[1:10,]), - "The number of locations must match the number of X observations.") -}) - -test_that("Simulated dataset Spatiotemporal", { - set.seed(7919) - load("sim_spatiotemporal.Rdata") - return(1) - model <- new("SpatiotemporalModel", n_neighbors=4) - model <- prestogp_fit(model, Y_train, X_train, locs_train) - prediction <- prestogp_predict(model, X_test, locs_test, m = 4) - means <- prediction[[1]] - abs_error = abs(Y_test-means) - expect_equal(5.64803, mean(abs_error), tolerance=10e-2) - mean_sds <- mean(prediction[[2]]) - expect_equal(8.58, mean_sds, tolerance=10e-2) - expect_equal(220.22, model@covparams[1], tolerance=10e-2) - expect_equal(8.44, model@covparams[2], tolerance=10e-2) - expect_equal(0.08, model@covparams[3], tolerance=10e-2) - expect_equal(21.60, model@covparams[4], tolerance=10e-2) -}) From d6d62cf67a2969ce33cc9b17386b5fa590c55727 Mon Sep 17 00:00:00 2001 From: Eric Bair Date: Thu, 28 Dec 2023 15:34:30 -0500 Subject: [PATCH 14/23] Added new files for testing/documentation --- R/PrestoGP_Vecchia.R | 222 ++++++++++++++++++ man/calc_covparams-PrestoGPModel-method.Rd | 21 ++ man/compute_residuals-PrestoGPModel-method.Rd | 21 ++ ...e_theta-MultivariateVecchiaModel-method.Rd | 19 ++ man/estimate_theta-VecchiaModel-method.Rd | 19 ++ man/prestogp_predict-VecchiaModel-method.Rd | 32 +++ man/scale_locs-PrestoGPModel-method.Rd | 19 ++ man/specify-VecchiaModel-method.Rd | 21 ++ man/theta_names-VecchiaModel-method.Rd | 17 ++ man/transform_data-VecchiaModel-method.Rd | 21 ++ tests/testthat/Umat.rds | Bin 0 -> 84899 bytes tests/testthat/sim_multivariate.R | 169 +++++++++++++ tests/testthat/sim_multivariate_big.RData | Bin 0 -> 103010 bytes tests/testthat/sim_vecchia.R | 39 +++ tests/testthat/sim_vecchia_st.R | 44 ++++ .../testthat/test-PrestoGP_Univariate_Model.R | 136 +++++++++++ 16 files changed, 800 insertions(+) create mode 100755 R/PrestoGP_Vecchia.R create mode 100644 man/calc_covparams-PrestoGPModel-method.Rd create mode 100644 man/compute_residuals-PrestoGPModel-method.Rd create mode 100755 man/estimate_theta-MultivariateVecchiaModel-method.Rd create mode 100755 man/estimate_theta-VecchiaModel-method.Rd create mode 100644 man/prestogp_predict-VecchiaModel-method.Rd create mode 100644 man/scale_locs-PrestoGPModel-method.Rd create mode 100755 man/specify-VecchiaModel-method.Rd create mode 100644 man/theta_names-VecchiaModel-method.Rd create mode 100644 man/transform_data-VecchiaModel-method.Rd create mode 100644 tests/testthat/Umat.rds create mode 100644 tests/testthat/sim_multivariate.R create mode 100755 tests/testthat/sim_multivariate_big.RData create mode 100755 tests/testthat/sim_vecchia.R create mode 100755 tests/testthat/sim_vecchia_st.R create mode 100755 tests/testthat/test-PrestoGP_Univariate_Model.R diff --git a/R/PrestoGP_Vecchia.R b/R/PrestoGP_Vecchia.R new file mode 100755 index 0000000..c46d40c --- /dev/null +++ b/R/PrestoGP_Vecchia.R @@ -0,0 +1,222 @@ +#' Model created with a likelihood function conditioned on a subset of the observations. +#' +#' @slot model PrestoGPModel. +#' +#' @export VecchiaModel +#' +#' @examples +#' @include PrestoGP_Model.R +#' @noRd +VecchiaModel <- setClass("VecchiaModel", + contains = "PrestoGPModel") + +validityVecchiaModel<-function(object){ + TRUE +} +setValidity("VecchiaModel", validityVecchiaModel) + +setMethod("initialize", "VecchiaModel", function(.Object, n_neighbors = 25, ...) { + .Object@n_neighbors <- n_neighbors + .Object@min_m <- 3 + .Object <- callNextMethod() + validObject(.Object) + .Object +}) + +#' Make predictions using a previously fit spatiotemporal model. +#' +#' @param model A model object returned by prestogp_fit. +#' @param X Independent variable matrix for prediction. +#' @param locs Locations matrix for which the value is predicted. +#' @param m The number of neighbors to condition on (if not provided, training value of m will be used). +#' +#' @return predicted values for the dependent variable +#' @export +#' +#' @examples +#' +#' ... +#' model <- VecchiaModel() +#' model <- prestogp_fit(model, logNO2, X, locs) +#' prediction <- prestogp_predict(model, X.test, locs.test) +#' Vec.mean <- prediction[[1]] +#' Vec.sds <- prediction[[2]] +setMethod("prestogp_predict", "VecchiaModel", function(model, X, locs, m=NULL) { + #validate parameters + if(!is.matrix(X)){ + stop("X parameter must be a matrix.") + } + if(!is.matrix(locs)){ + stop("The locs parameter must be a matrix.") + } + if(nrow(X) != nrow(locs)){ + stop("The number of locations must match the number of X observations.") + } + if(ncol(locs) != 3){ + stop("The locs parameter must have 3 columns.") + } + if(is.null(m)){ #m defaults to the value used for training + m <- model@n_neighbors + } + if(m == 0){ + m = nrow(model@X_train) - 1 + } + + # Vecchia prediction at new locations + #Vecchia.Pred <- predict(model@Vecchia_SCAD_fit[[1]], X = X, which = model@lambda_1se_idx[[1]]) + Vecchia.Pred <- predict(model@linear_model, newx = X, s=model@linear_model$lambda[model@lambda_1se_idx]) + # Vecchia trend prediction at observed data + #Vecchia.hat <- predict(model@Vecchia_SCAD_fit[[1]], X = model@X_train, which = model@lambda_1se_idx[[1]]) + Vecchia.hat <- predict(model@linear_model, newx = model@X_train, s=model@linear_model$lambda[model@lambda_1se_idx]) + + # Test set prediction + res = model@Y_train - Vecchia.hat + + locs.train.scaled = scale_locs(model, model@locs_train) + locs.scaled = scale_locs(model, locs) + vec.approx.test = vecchia_specify(locs.train.scaled, m, locs.pred=locs.scaled) + + ## carry out prediction + pred = vecchia_prediction(res, vec.approx.test, c(model@covparams[1], 1, 0.5), model@covparams[4]) + + #prediction function can return both mean and sds + # returns a list with elements mu.pred,mu.obs,var.pred,var.obs,V.ord + Vec.mean = pred$mu.pred + Vecchia.Pred #residual + mean trend + #option to include or exclude theta below + Vec.sds = sqrt(pred$var.pred + model@covparams[4]) #standard deviation + + return(list("means" = Vec.mean, "standard deviations" = Vec.sds)) +}) + +setMethod("check_input", "VecchiaModel", function(model, Y, X, locs) { + if (!is.matrix(locs)) { + stop("locs must be a matrix") + } + if (!is.matrix(Y) & !is.numeric(Y)) { + stop("Y must be a numeric vector or matrix") + } + if (!is.matrix(X)) { + stop("X must be a matrix") + } + if (is.vector(Y)) { + Y <- as.matrix(Y) + } + if (ncol(Y) != 1) { + stop("Y must have only 1 column") + } + if (nrow(Y) != nrow(locs)) { + stop("Y must have the same number of rows as locs") + } + if (nrow(Y) != nrow(X)) { + stop("Y must have the same number of rows as X") + } + model@X_train <- X + model@Y_train <- Y + model@locs_train <- list(locs) + invisible(model) +}) + +#' specify +#' +#' Specify the conditioning set using m nearest neighbors. +#' +#' @param model The model to specify +#' @param locs the locations matrix +#' @param m the number of neighbors to condition on +#' +#' @return a model with a specified conditioning set +setMethod("specify", "VecchiaModel", function(model) { + locs.scaled = scale_locs(model, model@locs_train) + model@vecchia_approx=vecchia_specify(locs.scaled[[1]],model@n_neighbors) + if (!model@apanasovich) { + olocs.scaled <- model@vecchia_approx$locsord + for (j in 1:model@nscale) { + olocs.scaled[,model@scaling==j] <- olocs.scaled[,model@scaling==j] * + model@covparams[model@param_sequence[2,1]+j-1] + } + model@vecchia_approx$locsord <- olocs.scaled + } + invisible(model) +}) + +#' estimate_theta +#' +#' Estimate covariance parameters during a single round of model optimization +#' +#' @param model The model to estimate theta for +#' @param locs the locations matrix +#' +#' @return a model with an updated covariance parameters estimate +setMethod("estimate_theta", "VecchiaModel", function(model, locs, optim.control, method) { + if (model@apanasovich) { + vecchia.result<- optim(par = model@logparams, + fn = negloglik_vecchia, + res = model@res, + vecchia.approx=model@vecchia_approx, + param.seq = model@param_sequence, + method = method, + control=optim.control) + } + else { + vecchia.result<- optim(par = model@logparams, + fn = negloglik_vecchia_ST, + res = model@res, + vecchia.approx=model@vecchia_approx, + param.seq = model@param_sequence, + scaling = model@scaling, + nscale = model@nscale, + method = method, + control=optim.control) + } + + model@LL_Vecchia_krig <- vecchia.result$value + model@logparams <- vecchia.result$par + model <- transform_covariance_parameters(model) + invisible(model) +}) + +#' transform_data +#' +#' Transform data to be independent, identically distributed +#' +#' @param model The model to estimate theta for +#' @param Y the dependent variable matrix +#' @param X the independent variable matrix +#' +#' @return a model with i.i.d. data +setMethod("transform_data", "VecchiaModel", function(model, Y, X) { + vecchia.approx <- model@vecchia_approx + params <- model@covparams + if (!model@apanasovich) { + param.seq <- model@param_sequence + vecchia.approx$locsord <- scale_locs(model, + list(vecchia.approx$locsord))[[1]] + transformed.data=transform_iid(cbind(Y,as.matrix(X)), + vecchia.approx = vecchia.approx, + c(params[1:param.seq[1,2]], + rep(1, + param.seq[2,2]-param.seq[2,1]+1), + params[param.seq[3,1]]), + params[param.seq[4,1]]) + } + else { + transformed.data=transform_iid(cbind(Y,as.matrix(X)), + vecchia.approx = vecchia.approx, + params[1:3], params[4]) + } + + model@y_tilde <- Matrix(transformed.data[,1]) + model@X_tilde <- Matrix(transformed.data[,-1], sparse=FALSE) + invisible(model) +}) + +#' theta_names +#' +#' Return a vector specifying the names of the different covariance parameters (used for show method) +#' +#' @param model The model to estimate theta for +#' +#' @return a vector with the namems of the covariance parameterss +setMethod("theta_names", "VecchiaModel", function(model) { + c("Marginal Variance", "Spatial Range", "Temporal Range", "Nugget") +}) diff --git a/man/calc_covparams-PrestoGPModel-method.Rd b/man/calc_covparams-PrestoGPModel-method.Rd new file mode 100644 index 0000000..0384b81 --- /dev/null +++ b/man/calc_covparams-PrestoGPModel-method.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Model.R +\name{calc_covparams,PrestoGPModel-method} +\alias{calc_covparams,PrestoGPModel-method} +\title{calc_covparams} +\usage{ +\S4method{calc_covparams}{PrestoGPModel}(model, locs, Y) +} +\arguments{ +\item{model}{The model to set the covariance parameters of} + +\item{locs}{the locations matrix} + +\item{Y}{the dependent variable matrix} +} +\value{ +a model with initial covariance parameters +} +\description{ +Set initial value of covarariance parameters. +} diff --git a/man/compute_residuals-PrestoGPModel-method.Rd b/man/compute_residuals-PrestoGPModel-method.Rd new file mode 100644 index 0000000..be9cff0 --- /dev/null +++ b/man/compute_residuals-PrestoGPModel-method.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Model.R +\name{compute_residuals,PrestoGPModel-method} +\alias{compute_residuals,PrestoGPModel-method} +\title{compute_residuals} +\usage{ +\S4method{compute_residuals}{PrestoGPModel}(model, Y, Y.hat) +} +\arguments{ +\item{model}{The model to compute the residual of} + +\item{Y}{the training dependent variable matrix} + +\item{Y.hat}{the predicted training dependent variable matrix based on beta hat} +} +\value{ +a model with computed residuals +} +\description{ +Compute residuals based on beta parameters +} diff --git a/man/estimate_theta-MultivariateVecchiaModel-method.Rd b/man/estimate_theta-MultivariateVecchiaModel-method.Rd new file mode 100755 index 0000000..ec6dfcc --- /dev/null +++ b/man/estimate_theta-MultivariateVecchiaModel-method.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Multivariate_Vecchia.R +\name{estimate_theta,MultivariateVecchiaModel-method} +\alias{estimate_theta,MultivariateVecchiaModel-method} +\title{estimate_theta} +\usage{ +\S4method{estimate_theta}{MultivariateVecchiaModel}(model, locs, optim.control, method) +} +\arguments{ +\item{model}{The model to estimate theta for} + +\item{locs}{the locations matrix} +} +\value{ +a model with an updated covariance parameters estimate +} +\description{ +Estimate covariance parameters during a single round of model optimization +} diff --git a/man/estimate_theta-VecchiaModel-method.Rd b/man/estimate_theta-VecchiaModel-method.Rd new file mode 100755 index 0000000..c16d83a --- /dev/null +++ b/man/estimate_theta-VecchiaModel-method.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Vecchia.R +\name{estimate_theta,VecchiaModel-method} +\alias{estimate_theta,VecchiaModel-method} +\title{estimate_theta} +\usage{ +\S4method{estimate_theta}{VecchiaModel}(model, locs, optim.control, method) +} +\arguments{ +\item{model}{The model to estimate theta for} + +\item{locs}{the locations matrix} +} +\value{ +a model with an updated covariance parameters estimate +} +\description{ +Estimate covariance parameters during a single round of model optimization +} diff --git a/man/prestogp_predict-VecchiaModel-method.Rd b/man/prestogp_predict-VecchiaModel-method.Rd new file mode 100644 index 0000000..cef3331 --- /dev/null +++ b/man/prestogp_predict-VecchiaModel-method.Rd @@ -0,0 +1,32 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Vecchia.R +\name{prestogp_predict,VecchiaModel-method} +\alias{prestogp_predict,VecchiaModel-method} +\title{Make predictions using a previously fit spatiotemporal model.} +\usage{ +\S4method{prestogp_predict}{VecchiaModel}(model, X, locs, m = NULL) +} +\arguments{ +\item{model}{A model object returned by prestogp_fit.} + +\item{X}{Independent variable matrix for prediction.} + +\item{locs}{Locations matrix for which the value is predicted.} + +\item{m}{The number of neighbors to condition on (if not provided, training value of m will be used).} +} +\value{ +predicted values for the dependent variable +} +\description{ +Make predictions using a previously fit spatiotemporal model. +} +\examples{ + +... +model <- VecchiaModel() +model <- prestogp_fit(model, logNO2, X, locs) +prediction <- prestogp_predict(model, X.test, locs.test) +Vec.mean <- prediction[[1]] +Vec.sds <- prediction[[2]] +} diff --git a/man/scale_locs-PrestoGPModel-method.Rd b/man/scale_locs-PrestoGPModel-method.Rd new file mode 100644 index 0000000..9a1a190 --- /dev/null +++ b/man/scale_locs-PrestoGPModel-method.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Model.R +\name{scale_locs,PrestoGPModel-method} +\alias{scale_locs,PrestoGPModel-method} +\title{scale_locs} +\usage{ +\S4method{scale_locs}{PrestoGPModel}(model, locs) +} +\arguments{ +\item{model}{The model with locations to scale} + +\item{locs}{the locations matrix} +} +\value{ +a matrix with scaled locations +} +\description{ +Scale the locations matrix by the covariance parameters +} diff --git a/man/specify-VecchiaModel-method.Rd b/man/specify-VecchiaModel-method.Rd new file mode 100755 index 0000000..1138f35 --- /dev/null +++ b/man/specify-VecchiaModel-method.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Vecchia.R +\name{specify,VecchiaModel-method} +\alias{specify,VecchiaModel-method} +\title{specify} +\usage{ +\S4method{specify}{VecchiaModel}(model) +} +\arguments{ +\item{model}{The model to specify} + +\item{locs}{the locations matrix} + +\item{m}{the number of neighbors to condition on} +} +\value{ +a model with a specified conditioning set +} +\description{ +Specify the conditioning set using m nearest neighbors. +} diff --git a/man/theta_names-VecchiaModel-method.Rd b/man/theta_names-VecchiaModel-method.Rd new file mode 100644 index 0000000..fa016c0 --- /dev/null +++ b/man/theta_names-VecchiaModel-method.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Vecchia.R +\name{theta_names,VecchiaModel-method} +\alias{theta_names,VecchiaModel-method} +\title{theta_names} +\usage{ +\S4method{theta_names}{VecchiaModel}(model) +} +\arguments{ +\item{model}{The model to estimate theta for} +} +\value{ +a vector with the namems of the covariance parameterss +} +\description{ +Return a vector specifying the names of the different covariance parameters (used for show method) +} diff --git a/man/transform_data-VecchiaModel-method.Rd b/man/transform_data-VecchiaModel-method.Rd new file mode 100644 index 0000000..b0a743a --- /dev/null +++ b/man/transform_data-VecchiaModel-method.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/PrestoGP_Vecchia.R +\name{transform_data,VecchiaModel-method} +\alias{transform_data,VecchiaModel-method} +\title{transform_data} 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The cross-covariance parameters are the average of the respective +# marginal parameters. +# The simulation is done with unconditional Cholesky decomposition + + +# rho is the correlation between outcome S-T errors, 1 for with itself +rho.vec <- c(0.8, 0.3, 0.5) +rho <- matrix(0,nrow=3,ncol=3) +rho[upper.tri(rho)] <- rho.vec +rho <- rho+t(rho)+diag(1,3) + +# nu, marginal smoothness: +marg.smoothness <- c(0.5,1,1.5) + +# Non-spatial error/noise/nugget +# epsilon(s,t) will be simulated based on the nugget parameters, +nuggets <- c(0.5, 0.7, 2) + +# marginal variances of the Matern +# The marginal variances are scaled linearly with the nuggets +x.variance <- runif(3,1.5,4) +marg.var <- nuggets + x.variance + +# ranges, the true ranges, we will scale coordinates by this, but then use a +# vector of ones in the model/simulation + +# outcome1 space and time, outcome 2 space and time, outcome 3 space and time +# Spatial domain is on the unit [0,1] +# Temporal domain is a year [0,365] +ranges <- c(0.8,0.1,0.5) + + +# set up the true spatial and temporal dimensions +space.dim1 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) +space.dim2 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) +space.dim3 <- seq(0,1,length.out = n.spatial.xy)+rnorm(n.spatial.xy,0,0.001) +time.dim1 <- seq(0,3,length.out = n.temporal)+rnorm(n.temporal,0,0.0001) +time.dim2 <- seq(0,3,length.out = n.temporal)+rnorm(n.temporal,0,0.0001) +time.dim3 <- seq(0,3,length.out = n.temporal)+rnorm(n.temporal,0,0.0001) + +# scale the space and time dimensions according to the true covariance ranges + +d11 <- fields::rdist(expand.grid(space.dim1, space.dim1, time.dim1)) +d22 <- fields::rdist(expand.grid(space.dim2, space.dim2, time.dim2)) +d33 <- fields::rdist(expand.grid(space.dim3, space.dim3, time.dim3)) + +d12 <- fields::rdist(expand.grid(space.dim1, space.dim1, time.dim1), + expand.grid(space.dim2, space.dim2, time.dim2)) +d21 <- t(d12) + +d13 <- fields::rdist(expand.grid(space.dim1, space.dim1, time.dim1), + expand.grid(space.dim3, space.dim3, time.dim3)) +d31 <- t(d13) + +d23 <- fields::rdist(expand.grid(space.dim2, space.dim2, time.dim2), + expand.grid(space.dim3, space.dim3, time.dim3)) +d32 <- t(d23) + + +## Create the correlation matrices +Sigma11 <- marg.var[1] * fields::Matern(d11,range = ranges[1], smoothness = marg.smoothness[1]) +Sigma22 <- marg.var[2] * fields::Matern(d22,range = ranges[2], smoothness = marg.smoothness[2]) +Sigma33 <- marg.var[3] * fields::Matern(d33,range = ranges[3], smoothness = marg.smoothness[3]) + +vii <- marg.smoothness[1] +vjj <- marg.smoothness[2] +vij <- (vii+vjj)/2 +aii <- 1/ranges[1] +ajj <- 1/ranges[2] +aij <- sqrt((aii^2+ajj^2)/2) +Sigma12 <- rho[1,2] * sqrt(marg.var[1]) * sqrt(marg.var[2]) * aii^vii * + ajj^vjj * gamma(vij) / (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(d12, smoothness=vij, alpha=aij) +Sigma21 <- t(Sigma12) + +vii <- marg.smoothness[1] +vjj <- marg.smoothness[3] +vij <- (vii+vjj)/2 +aii <- 1/ranges[1] +ajj <- 1/ranges[3] +aij <- sqrt((aii^2+ajj^2)/2) +Sigma13 <- rho[1,3] * sqrt(marg.var[1]) * sqrt(marg.var[3]) * aii^vii * + ajj^vjj * gamma(vij) / (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(d13, smoothness=vij, alpha=aij) +Sigma31 <- t(Sigma13) + +vii <- marg.smoothness[2] +vjj <- marg.smoothness[3] +vij <- (vii+vjj)/2 +aii <- 1/ranges[2] +ajj <- 1/ranges[3] +aij <- sqrt((aii^2+ajj^2)/2) +Sigma23 <- rho[2,3] * sqrt(marg.var[2]) * sqrt(marg.var[3]) * aii^vii * + ajj^vjj * gamma(vij) / (aij^(2*vij) * sqrt(gamma(vii) * gamma(vjj))) * + fields::Matern(d23, smoothness=vij, alpha=aij) +Sigma32 <- t(Sigma23) + +#Combine into the super Multivariate covariance matrix +Sigma.All <- rbind( cbind(Sigma11,Sigma12,Sigma13), + cbind(Sigma21,Sigma22,Sigma23), + cbind(Sigma31,Sigma32,Sigma33) + ) + +# Cholesky decomposition +L.C <- chol(Sigma.All) +# transpose +L.Ct <- t(L.C) + +locs.list <- list() +locs.list[[1]] <- 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