From bbbcbfc86c9339676fd3e509cf4f5fd58bba0a1e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 26 Mar 2020 12:17:30 -0400 Subject: [PATCH 001/142] G.M. -- Adding Neumaier summation in C++, changed control list to accomodate new summation options, method, and randomization. --- R/RcppExports.R | 4 ++++ R/STMestep.R | 33 ++++++++++++++++++++++++++------- R/STMlncpp.R | 2 +- R/stm.R | 23 +++++++++++++++-------- R/stm.control.R | 15 +++++++++------ sprint/basic_test.R | 6 +++--- src/RcppExports.cpp | 15 +++++++++++++++ src/STMCfuns.cpp | 32 ++++++++++++++++++++++++++++++++ 8 files changed, 105 insertions(+), 25 deletions(-) diff --git a/R/RcppExports.R b/R/RcppExports.R index f94fa3e2d..ca35f6aac 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -13,3 +13,7 @@ hpbcpp <- function(eta, beta, doc_ct, mu, siginv, sigmaentropy) { .Call(`_stm_hpbcpp`, eta, beta, doc_ct, mu, siginv, sigmaentropy) } +n_mat_sumcpp <- function(sum_, c_, input_, t_) { + .Call(`_stm_n_mat_sumcpp`, sum_, c_, input_, t_) +} + diff --git a/R/STMestep.R b/R/STMestep.R index e80531e79..ded456950 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -16,7 +16,7 @@ #Let's start by assuming its one beta and we may have arbitrarily subset the number of docs. estep <- function(documents, beta.index, update.mu, #null allows for intercept only model beta, lambda.old, mu, sigma, - order_sigma, order_beta, randomize, + summation, randomize, method, verbose) { #quickly define useful constants V <- ncol(beta[[1]]) @@ -26,17 +26,27 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o ctevery <- ifelse(N>100, floor(N/100), 1) if(!update.mu) mu.i <- as.numeric(mu) # 1) Initialize Sufficient Statistics - if(order_sigma) { + if(summation$neum_R) { sigma.ss <- n_mat_sum(diag(0, nrow=(K-1))) + } else if(summation$neum_cpp) { + sigma.ss <- list(sum = diag(0, nrow=(K-1)), c = diag(0, nrow=(K-1))) + tsigma <- diag(0, nrow=(K-1)) } else { sigma.ss <- diag(0, nrow=(K-1)) } - if(order_beta) { + if(summation$neum_R) { beta.ss <- vector(mode="list", length=A) for(i in 1:A) { beta.ss[[i]] <- n_mat_sum(matrix(0, nrow=K,ncol=V)) } - } else { + } else if(summation$neum_cpp) { + beta.ss <- vector(mode="list", length=A) + for(i in 1:A) { + beta.ss[[i]] <- list(sum = matrix(0, nrow=K,ncol=V), c = matrix(0, nrow=K,ncol=V)) + } + tbeta <- matrix(0, nrow=K, ncol=V) + } + else { beta.ss <- vector(mode="list", length=A) for(i in 1:A) { beta.ss[[i]] <- matrix(0, nrow=K,ncol=V) @@ -74,15 +84,17 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o #infer the document doc.results <- logisticnormalcpp(eta=init, mu=mu.i, siginv=siginv, beta=beta.i, - doc=doc, sigmaentropy=sigmaentropy) + doc=doc, sigmaentropy=sigmaentropy, method=method) # update sufficient statistics - if(order_sigma) { + if(summation$neum_R) { sigma.ss <- n_mat_sum(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu) + } else if(summation$neum_cpp) { + sigma.ss <- n_mat_sumcpp(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu, tsigma) } else { sigma.ss <- sigma.ss + doc.results$eta$nu } - if(order_beta) { + if(summation$neum_R) { #more efficient than this would be to stack all the C's underneath #betas o_beta <- n_mat_sum(beta.ss[[aspect]][[1]][,words], @@ -90,6 +102,13 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o doc.results$phis) beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] + } else if(summation$neum_cpp) { + o_beta <- n_mat_sumcpp(beta.ss[[aspect]][[1]][,words], + beta.ss[[aspect]][[2]][,words], + doc.results$phis, + tbeta) + beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] + beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } diff --git a/R/STMlncpp.R b/R/STMlncpp.R index c0bd83b01..3f550c918 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -8,7 +8,7 @@ #12/31/2016 added the hpbcpp argument so I can opt not to call it #inside fitNewDocuments logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, - method="BFGS", control=list(maxit=500), + method, control=list(maxit=500), hpbcpp=TRUE) { doc.ct <- doc[2,] Ndoc <- sum(doc.ct) diff --git a/R/stm.R b/R/stm.R index 63797f01f..397bac900 100644 --- a/R/stm.R +++ b/R/stm.R @@ -571,7 +571,9 @@ stm <- function(documents, vocab, K, s=.05, p=3000, d.group.size=2000, recoverEG=TRUE, tSNE_init.dims=50, tSNE_perplexity=30), seed=seed, - order=list(beta=FALSE, sigma=FALSE, randomize=FALSE), + randomize=list(docs=FALSE), + summation=list(neum_R=FALSE, neum_cpp=FALSE, reg=TRUE), + method="BFGS", ngroups=ngroups) if(init.type=="Spectral" & V > 10000) { settings$init$maxV <- 10000 @@ -612,7 +614,7 @@ stm <- function(documents, vocab, K, "rp.s", "rp.p", "rp.d.group.size", "SpectralRP", "recoverEG", "maxV", "gamma.maxits", "allow.neg.change", "custom.beta", "tSNE_init.dims", "tSNE_perplexity", - "order_beta","order_sigma","randomize") + "neum_sum_R","neum_sum_cpp","rand_docs","method") if (length(control)) { indx <- pmatch(names(control), legalargs, nomatch=0L) if (any(indx==0L)) @@ -656,14 +658,19 @@ stm <- function(documents, vocab, K, } settings$init$custom <- control[[i]] } - if(i=="order_beta") { - settings$order$beta <- control[[i]] + if(i=="neum_sum_R") { + settings$summation$neum_R <- control[[i]] + settings$summation$reg <- FALSE } - if(i=="order_sigma") { - settings$order$sigma <- control[[i]] + if(i=="neum_sum_cpp") { + settings$summation$neum_cpp <- control[[i]] + settings$summation$reg <- FALSE } - if(i=="randomize") { - settings$order$randomize <- control[[i]] + if(i=="rand_docs") { + settings$randomize$docs <- control[[i]] + } + if(i=="method") { + settings$method <- control[[i]] } } } diff --git a/R/stm.control.R b/R/stm.control.R index 3827e394e..67f4225ce 100644 --- a/R/stm.control.R +++ b/R/stm.control.R @@ -88,7 +88,10 @@ stm.control <- function(documents, vocab, settings, model=NULL) { #run the model suffstats[[i]] <- estep(documents=gdocs, beta.index=gbetaindex, update.mu=(!is.null(mu$gamma)), - beta$beta, glambda, gmu, sigma, + beta$beta, glambda, gmu, sigma, + summation=settings$summation, + randomize=settings$randomize$docs, + method=settings$method, verbose) if(verbose) { msg <- sprintf("Completed Group %i E-Step (%d seconds). \n", i, floor((proc.time()-t1)[3])) @@ -140,9 +143,9 @@ stm.control <- function(documents, vocab, settings, model=NULL) { suffstats <- estep(documents=documents, beta.index=betaindex, update.mu=(!is.null(mu$gamma)), beta$beta, lambda, mu$mu, sigma, - order_sigma=settings$order$sigma, - order_beta=settings$order$beta, - randomize=settings$order$randomize, + summation=settings$summation, + randomize=settings$randomize$docs, + method=settings$method, verbose) randomizations <- rbind(randomizations, suffstats$vec) msg <- sprintf("Completed E-Step (%d seconds). \n", floor((proc.time()-t1)[3])) @@ -156,12 +159,12 @@ stm.control <- function(documents, vocab, settings, model=NULL) { mu <- opt.mu(lambda=lambda, mode=settings$gamma$mode, covar=settings$covariates$X, enet=settings$gamma$enet, ic.k=settings$gamma$ic.k, maxits=settings$gamma$maxits) - if(settings$order$sigma) { + if(!settings$summation$reg) { sigma.ss <- sigma.ss[[1]] + sigma.ss[[2]] } sigma <- opt.sigma(nu=sigma.ss, lambda=lambda, mu=mu$mu, sigprior=settings$sigma$prior) - if(settings$order$beta) { + if(!settings$summation$reg) { beta.ss <- lapply(beta.ss, function(x) x[[1]]+x[[2]]) } beta <- opt.beta(beta.ss, beta$kappa, settings) diff --git a/sprint/basic_test.R b/sprint/basic_test.R index a58a69abd..abc07f5b1 100644 --- a/sprint/basic_test.R +++ b/sprint/basic_test.R @@ -1,8 +1,8 @@ library(stm) -deter <- stm(poliblog5k.docs, poliblog5k.voc, K=20, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100) +detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) -rand <- stm(poliblog5k.docs, poliblog5k.voc, K=20, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(randomize=TRUE)) +randcpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) -all.equal(deter, rand) +all.equal(detercpp, randcpp) diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index a4ba40fdf..a3ccc8385 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -52,11 +52,26 @@ BEGIN_RCPP return rcpp_result_gen; END_RCPP } +// n_mat_sumcpp +SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_); +RcppExport SEXP _stm_n_mat_sumcpp(SEXP sum_SEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { +BEGIN_RCPP + Rcpp::RObject rcpp_result_gen; + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); + rcpp_result_gen = Rcpp::wrap(n_mat_sumcpp(sum_, c_, input_, t_)); + return rcpp_result_gen; +END_RCPP +} static const R_CallMethodDef CallEntries[] = { {"_stm_lhoodcpp", (DL_FUNC) &_stm_lhoodcpp, 5}, {"_stm_gradcpp", (DL_FUNC) &_stm_gradcpp, 5}, {"_stm_hpbcpp", (DL_FUNC) &_stm_hpbcpp, 6}, + {"_stm_n_mat_sumcpp", (DL_FUNC) &_stm_n_mat_sumcpp, 4}, {NULL, NULL, 0} }; diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 84ad01085..499593995 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -192,4 +192,36 @@ SEXP hpbcpp(SEXP eta, Rcpp::Named("eta") = Rcpp::List::create(Rcpp::Named("lambda")=etas, Rcpp::Named("nu")=nu), Rcpp::Named("bound") = bound ); +} + +// [[Rcpp::export]] +SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { + + Rcpp::NumericMatrix sum(sum_); + arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); + + Rcpp::NumericMatrix c(c_); + arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + Rcpp::NumericMatrix t(t_); + arma::mat at(t.begin(), t.nrow(), t.ncol(), false); + // arma::mat at(asum.n_rows, asum.n_cols, arma::fill::zeros); + at = asum + ainput; + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + asum = at; + return Rcpp::List::create(Rcpp::Named("sum") = asum, Rcpp::Named("c") = ac); } \ No newline at end of file From ee39db98330a2ecc8962c20cfc9b8034f5659912 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 7 Apr 2020 11:54:51 -0400 Subject: [PATCH 002/142] G.M. -- Added time trial files. --- sprint/neum_sum_time.R | 33 +++++++++++++++++++++++++++++++++ sprint/reg_sum_time.R | 33 +++++++++++++++++++++++++++++++++ 2 files changed, 66 insertions(+) create mode 100644 sprint/neum_sum_time.R create mode 100644 sprint/reg_sum_time.R diff --git a/sprint/neum_sum_time.R b/sprint/neum_sum_time.R new file mode 100644 index 000000000..c8fa5e5a8 --- /dev/null +++ b/sprint/neum_sum_time.R @@ -0,0 +1,33 @@ +library(stm) + +num_topics <- numeric() +avg_time_sum <- numeric() +num_runs <- numeric() +sum_type <- character() + +ks <- c(5, 10, 20, 40, 80, 100, 120) +num_run = 3 + +print("Summation time trials") +for(k in ks) { + cum_time = 0 + for(j in 1:num_run) { + cat(paste("k:", k, "j:", j, "\n")) + res <- stm(poliblog5k.docs, poliblog5k.voc, K=k, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) + cum_time = cum_time + res$time + } + num_topics <- cbind(num_topics, k) + avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) + num_runs <- cbind(num_runs, num_run) + sum_type <- cbind(sum_type, "neum") +} + +num_sum_df <- data.frame( + num_topics = as.numeric(num_topics), + avg_time_sum = as.numeric(avg_time_sum), + num_runs = as.numeric(num_runs), + sum_type = as.character(sum_type) +) + +#print(num_sum_df) +save(num_sum_df,file="/home/gyorgym/sociology/stm/sprint/neum_sum.Rda") diff --git a/sprint/reg_sum_time.R b/sprint/reg_sum_time.R new file mode 100644 index 000000000..efc983345 --- /dev/null +++ b/sprint/reg_sum_time.R @@ -0,0 +1,33 @@ +library(stm) + +num_topics <- numeric() +avg_time_sum <- numeric() +num_runs <- numeric() +sum_type <- character() + +ks <- c(5, 10, 20, 40, 80, 100, 120) +num_run = 3 + +print("Summation time trials") +for(k in ks) { + cum_time = 0 + for(j in 1:num_run) { + cat(paste("k:", k, "j:", j, "\n")) + res <- stm(poliblog5k.docs, poliblog5k.voc, K=k, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, verbose = FALSE, control=list(method="BFGS")) + cum_time = cum_time + res$time + } + num_topics <- cbind(num_topics, k) + avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) + num_runs <- cbind(num_runs, num_run) + sum_type <- cbind(sum_type, "reg") +} + +reg_sum_df <- data.frame( + num_topics = as.numeric(num_topics), + avg_time_sum = as.numeric(avg_time_sum), + num_runs = as.numeric(num_runs), + sum_type = as.character(sum_type) +) + +#print(reg_sum_df) +save(reg_sum_df,file="/home/gyorgym/sociology/stm/sprint/reg_sum.Rda") From 5f88e00f7c6ac099f3fe5eae3cad138aed8c4824 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 8 Apr 2020 21:53:41 -0400 Subject: [PATCH 003/142] G.M. -- Split n_mat_sumcpp into n_sigma_sumcpp and n_beta_sumcpp removed any unnecessary copies. --- R/STMestep.R | 9 ++----- src/STMCfuns.cpp | 67 +++++++++++++++++++++++++++++++++++++++++++++++- 2 files changed, 68 insertions(+), 8 deletions(-) diff --git a/R/STMestep.R b/R/STMestep.R index ded456950..cedaeb281 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -90,7 +90,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o if(summation$neum_R) { sigma.ss <- n_mat_sum(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu) } else if(summation$neum_cpp) { - sigma.ss <- n_mat_sumcpp(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu, tsigma) + n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu, tsigma) } else { sigma.ss <- sigma.ss + doc.results$eta$nu } @@ -103,12 +103,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else if(summation$neum_cpp) { - o_beta <- n_mat_sumcpp(beta.ss[[aspect]][[1]][,words], - beta.ss[[aspect]][[2]][,words], - doc.results$phis, - tbeta) - beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] - beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] + n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis, tbeta) } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 499593995..b04ac5d94 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -208,7 +208,7 @@ SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix t(t_); arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - // arma::mat at(asum.n_rows, asum.n_cols, arma::fill::zeros); + at = asum + ainput; for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + asum.cols(aw) = at.cols(aw); +} + +// [[Rcpp::export]] +void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { + + Rcpp::NumericMatrix sum(sum_); + arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); + + Rcpp::NumericMatrix c(c_); + arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + Rcpp::NumericMatrix t(t_); + arma::mat at(t.begin(), t.nrow(), t.ncol(), false); + + at = asum + ainput; + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + asum = at; } \ No newline at end of file From 6d0754af9f0de6c4c24554250cbd0a4de16eb476 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 9 Apr 2020 17:13:41 -0400 Subject: [PATCH 004/142] G.M. -- Implemented different versions of the beta summation and added a summation test notebook. --- sprint/sum_test.Rmd | 96 +++++++++++++++++++++++++++++++ src/STMCfuns.cpp | 136 +++++++++++++++++++++++++++++++++++++++++++- 2 files changed, 230 insertions(+), 2 deletions(-) create mode 100644 sprint/sum_test.Rmd diff --git a/sprint/sum_test.Rmd b/sprint/sum_test.Rmd new file mode 100644 index 000000000..ebf21f90a --- /dev/null +++ b/sprint/sum_test.Rmd @@ -0,0 +1,96 @@ +--- +title: "Matrix summation benchmarks for stm" +output: html_notebook +--- + +# Initialize +```{r} +library(stm) +library(pryr) +library(microbenchmark) + +K=100 +V=1000 +#V=2632 +N=3 +#N=5000 +A=1 + +sigma.ss <- list(sum = diag(0.0, nrow=(K-1)), c = diag(0.0, nrow=(K-1))) +tsigma <- diag(0.0, nrow=(K-1)) +nu <- diag(0.333, nrow = (K-1)) + +beta.ss <- vector(mode="list", length=A) +for(i in 1:A) { + beta.ss[[i]] <- list(sum = matrix(0.0, nrow=K,ncol=V), c = matrix(0.0, nrow=K,ncol=V)) +} +tbeta <- matrix(0.0, nrow=K, ncol=V) +phi <- matrix(0.333, nrow=K, ncol=V) +words <- sample.int(V, V/10) +phi <- phi[,words] +``` + +# Test `n_beta_sumcpp` beta memory +```{r} +for(i in 1:N) { + cat(".") + before <- address(beta.ss) + stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words, beta.ss[[1]][[2]], phi, tbeta) + after <- address(beta.ss) + if(before != after) { + cat("\nFailure! Memory locations are different!\n") + break + } +} +cat("\nSuccess! Memory location hasn't changed!") +``` + +# Test `n_sigma_sumcpp` sigma memory +```{r} +for(i in 1:N) { + cat(".") + before <- address(sigma.ss) + stm:::n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], nu, tsigma) + after <- address(sigma.ss) + if(before != after) { + cat("\nFailure! Memory locations are different!\n") + break + } +} +cat("\nSuccess! Memory location hasn't changed!") +``` + + +# Test `n_beta_sumcpp` beta output +```{r} +for(i in 1:N) { + print(beta.ss[[1]]$sum) + stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words-1, beta.ss[[1]][[2]], phi, tbeta) +} +print(beta.ss$sum) +``` + +# Test `n_sigma_sumcpp` sigma output +```{r} +for(i in 1:N) { + print(sigma.ss$sum) + stm:::n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], nu, tsigma) +} +print(sigma.ss$sum) +``` + +# Benchmarking beta summation +```{r} +b1 <- beta.ss +b2 <- beta.ss +bb <- microbenchmark(stm:::n_beta_sumcpp_at(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), +stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), times=10000) +bb +all.equal(b1,b2) +``` + +# Benchmarking beta summation +```{r} +microbenchmark() +``` + diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index b04ac5d94..44178c581 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -226,8 +226,39 @@ SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { return Rcpp::List::create(Rcpp::Named("sum") = asum, Rcpp::Named("c") = ac); } + +/*void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { + + Rcpp::NumericMatrix sum(sum_); + arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); + + Rcpp::NumericMatrix c(c_); + arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + Rcpp::NumericMatrix t(t_); + arma::mat at(t.begin(), t.nrow(), t.ncol(), false); + + at.cols(aw) = asum.cols(aw) + ainput; + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac(i,aw[j]) += maskg*((stm:::n_beta_sumcpp_loop(beta.ss[[1]][[1]], words - 1, beta.ss[[1]][[2]], phi, tbeta) asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + asum.cols(aw) = at.cols(aw); +}*/ + // [[Rcpp::export]] -void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { +void n_beta_sumcpp_loop(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix sum(sum_); arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); @@ -243,9 +274,91 @@ void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + asum.cols(aw) = at.cols(aw); +} + +// [[Rcpp::export]] +void n_beta_sumcpp_at(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { + + Rcpp::NumericMatrix sum(sum_); + arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); + + Rcpp::NumericMatrix c(c_); + arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + Rcpp::NumericMatrix t(t_); + arma::mat at(t.begin(), t.nrow(), t.ncol(), false); + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + asum.at(i,aw[j]) = at_ij; + } + } +} + +// [[Rcpp::export]] +void n_beta_sumcpp_arma(arma::mat& asum, arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at) { + + at.cols(aw) = asum.cols(aw) + ainput; + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + } + } + asum = at; } \ No newline at end of file From c2f7eb4346a699ced4321d613cbe6bf686661128 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 21 Apr 2020 13:11:09 -0400 Subject: [PATCH 005/142] G.M. -- Added various versions of the n_beta_sumcpp function, various tests for benchmarking summation. --- R/RcppExports.R | 28 ++++++++++++ R/STMestep.R | 3 +- sprint/basic_test.R | 8 ++-- sprint/neum_sum_time.R | 16 +++++-- sprint/reg_sum_time.R | 12 +++-- sprint/sum_test.Rmd | 13 ++++-- src/RcppExports.cpp | 101 +++++++++++++++++++++++++++++++++++++++++ src/STMCfuns.cpp | 35 ++++++++++++-- 8 files changed, 195 insertions(+), 21 deletions(-) diff --git a/R/RcppExports.R b/R/RcppExports.R index ca35f6aac..cdec6648c 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -17,3 +17,31 @@ n_mat_sumcpp <- function(sum_, c_, input_, t_) { .Call(`_stm_n_mat_sumcpp`, sum_, c_, input_, t_) } +n_beta_sumcpp <- function(sum_, aw, c_, input_) { + invisible(.Call(`_stm_n_beta_sumcpp`, sum_, aw, c_, input_)) +} + +n_beta_sumcpp_loop <- function(sum_, aw, c_, input_, t_) { + invisible(.Call(`_stm_n_beta_sumcpp_loop`, sum_, aw, c_, input_, t_)) +} + +n_beta_sumcpp_at <- function(sum_, aw, c_, input_, t_) { + invisible(.Call(`_stm_n_beta_sumcpp_at`, sum_, aw, c_, input_, t_)) +} + +n_beta_sumcpp_oneloop <- function(sum_, aw, c_, input_) { + invisible(.Call(`_stm_n_beta_sumcpp_oneloop`, sum_, aw, c_, input_)) +} + +n_beta_sumcpp_arma <- function(asum, aw, ac, ainput, at) { + invisible(.Call(`_stm_n_beta_sumcpp_arma`, asum, aw, ac, ainput, at)) +} + +n_sigma_sumcpp <- function(sum_, c_, input_, t_) { + invisible(.Call(`_stm_n_sigma_sumcpp`, sum_, c_, input_, t_)) +} + +n_sigma_sumcpp_opt <- function(asum, ac, ainput, at) { + invisible(.Call(`_stm_n_sigma_sumcpp_opt`, asum, ac, ainput, at)) +} + diff --git a/R/STMestep.R b/R/STMestep.R index cedaeb281..049ed27c0 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -103,7 +103,8 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else if(summation$neum_cpp) { - n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis, tbeta) + #n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis, tbeta) + n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis) } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } diff --git a/sprint/basic_test.R b/sprint/basic_test.R index abc07f5b1..02e99ed49 100644 --- a/sprint/basic_test.R +++ b/sprint/basic_test.R @@ -1,8 +1,8 @@ library(stm) -detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=3, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) -randcpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) - -all.equal(detercpp, randcpp) +#deter <- stm(poliblog5k.docs, poliblog5k.voc, K=40, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS")) +#randcpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) +#all.equal(detercpp, deter) diff --git a/sprint/neum_sum_time.R b/sprint/neum_sum_time.R index c8fa5e5a8..dd37adf15 100644 --- a/sprint/neum_sum_time.R +++ b/sprint/neum_sum_time.R @@ -3,10 +3,12 @@ library(stm) num_topics <- numeric() avg_time_sum <- numeric() num_runs <- numeric() +num_iter <- numeric() +var_bound <- numeric() sum_type <- character() -ks <- c(5, 10, 20, 40, 80, 100, 120) -num_run = 3 +ks <- c(40) #5, 10, 20, 40, 80) +num_run = 1 print("Summation time trials") for(k in ks) { @@ -19,15 +21,19 @@ for(k in ks) { num_topics <- cbind(num_topics, k) avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) num_runs <- cbind(num_runs, num_run) + num_iter <- cbind(num_iter, res$convergence$its) + var_bound <- cbind(var_bound, max(res$convergence$bound)) sum_type <- cbind(sum_type, "neum") } -num_sum_df <- data.frame( +neum_sum_df <- data.frame( num_topics = as.numeric(num_topics), avg_time_sum = as.numeric(avg_time_sum), + num_iter = as.numeric(num_iter), + var_bound = as.numeric(var_bound), num_runs = as.numeric(num_runs), sum_type = as.character(sum_type) ) -#print(num_sum_df) -save(num_sum_df,file="/home/gyorgym/sociology/stm/sprint/neum_sum.Rda") +#print(neum_sum_df) +save(neum_sum_df,file="/home/gomfy/sociology/stm/git/sprint/stm/sprint/neum_sum.Rda") diff --git a/sprint/reg_sum_time.R b/sprint/reg_sum_time.R index efc983345..69378af43 100644 --- a/sprint/reg_sum_time.R +++ b/sprint/reg_sum_time.R @@ -3,10 +3,12 @@ library(stm) num_topics <- numeric() avg_time_sum <- numeric() num_runs <- numeric() +num_iter <- numeric() +var_bound <- numeric() sum_type <- character() -ks <- c(5, 10, 20, 40, 80, 100, 120) -num_run = 3 +ks <- c(40) #5, 10, 20, 40, 80) +num_run = 1 print("Summation time trials") for(k in ks) { @@ -19,15 +21,19 @@ for(k in ks) { num_topics <- cbind(num_topics, k) avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) num_runs <- cbind(num_runs, num_run) + num_iter <- cbind(num_iter, res$convergence$its) + var_bound <- cbind(var_bound, max(res$convergence$bound)) sum_type <- cbind(sum_type, "reg") } reg_sum_df <- data.frame( num_topics = as.numeric(num_topics), avg_time_sum = as.numeric(avg_time_sum), + num_iter = as.numeric(num_iter), + var_bound = as.numeric(var_bound), num_runs = as.numeric(num_runs), sum_type = as.character(sum_type) ) #print(reg_sum_df) -save(reg_sum_df,file="/home/gyorgym/sociology/stm/sprint/reg_sum.Rda") +save(reg_sum_df,file="/home/gomfy/sociology/stm/git/sprint/stm/sprint/reg_sum.Rda") diff --git a/sprint/sum_test.Rmd b/sprint/sum_test.Rmd index ebf21f90a..b44e86576 100644 --- a/sprint/sum_test.Rmd +++ b/sprint/sum_test.Rmd @@ -24,6 +24,7 @@ beta.ss <- vector(mode="list", length=A) for(i in 1:A) { beta.ss[[i]] <- list(sum = matrix(0.0, nrow=K,ncol=V), c = matrix(0.0, nrow=K,ncol=V)) } +beta.ss[[1]]$sum[2,2] = 10000 tbeta <- matrix(0.0, nrow=K, ncol=V) phi <- matrix(0.333, nrow=K, ncol=V) words <- sample.int(V, V/10) @@ -42,7 +43,9 @@ for(i in 1:N) { break } } -cat("\nSuccess! Memory location hasn't changed!") +if(before == after) { + cat("\nSuccess! Memory location hasn't changed!") +} ``` # Test `n_sigma_sumcpp` sigma memory @@ -57,7 +60,9 @@ for(i in 1:N) { break } } -cat("\nSuccess! Memory location hasn't changed!") +if(before == after) { + cat("\nSuccess! Memory location hasn't changed!") +} ``` @@ -84,7 +89,9 @@ print(sigma.ss$sum) b1 <- beta.ss b2 <- beta.ss bb <- microbenchmark(stm:::n_beta_sumcpp_at(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), -stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), times=10000) +stm:::n_beta_sumcpp_arma(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), +stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), +times=10000) bb all.equal(b1,b2) ``` diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index a3ccc8385..d1521e882 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -66,12 +66,113 @@ BEGIN_RCPP return rcpp_result_gen; END_RCPP } +// n_beta_sumcpp +void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_); +RcppExport SEXP _stm_n_beta_sumcpp(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + n_beta_sumcpp(sum_, aw, c_, input_); + return R_NilValue; +END_RCPP +} +// n_beta_sumcpp_loop +void n_beta_sumcpp_loop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_); +RcppExport SEXP _stm_n_beta_sumcpp_loop(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); + n_beta_sumcpp_loop(sum_, aw, c_, input_, t_); + return R_NilValue; +END_RCPP +} +// n_beta_sumcpp_at +void n_beta_sumcpp_at(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_); +RcppExport SEXP _stm_n_beta_sumcpp_at(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); + n_beta_sumcpp_at(sum_, aw, c_, input_, t_); + return R_NilValue; +END_RCPP +} +// n_beta_sumcpp_oneloop +void n_beta_sumcpp_oneloop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_); +RcppExport SEXP _stm_n_beta_sumcpp_oneloop(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + n_beta_sumcpp_oneloop(sum_, aw, c_, input_); + return R_NilValue; +END_RCPP +} +// n_beta_sumcpp_arma +void n_beta_sumcpp_arma(arma::mat& asum, const arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at); +RcppExport SEXP _stm_n_beta_sumcpp_arma(SEXP asumSEXP, SEXP awSEXP, SEXP acSEXP, SEXP ainputSEXP, SEXP atSEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< arma::mat& >::type asum(asumSEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type ac(acSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type ainput(ainputSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type at(atSEXP); + n_beta_sumcpp_arma(asum, aw, ac, ainput, at); + return R_NilValue; +END_RCPP +} +// n_sigma_sumcpp +void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_); +RcppExport SEXP _stm_n_sigma_sumcpp(SEXP sum_SEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); + Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); + n_sigma_sumcpp(sum_, c_, input_, t_); + return R_NilValue; +END_RCPP +} +// n_sigma_sumcpp_opt +void n_sigma_sumcpp_opt(arma::mat& asum, arma::mat& ac, arma::mat& ainput, arma::mat& at); +RcppExport SEXP _stm_n_sigma_sumcpp_opt(SEXP asumSEXP, SEXP acSEXP, SEXP ainputSEXP, SEXP atSEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< arma::mat& >::type asum(asumSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type ac(acSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type ainput(ainputSEXP); + Rcpp::traits::input_parameter< arma::mat& >::type at(atSEXP); + n_sigma_sumcpp_opt(asum, ac, ainput, at); + return R_NilValue; +END_RCPP +} static const R_CallMethodDef CallEntries[] = { {"_stm_lhoodcpp", (DL_FUNC) &_stm_lhoodcpp, 5}, {"_stm_gradcpp", (DL_FUNC) &_stm_gradcpp, 5}, {"_stm_hpbcpp", (DL_FUNC) &_stm_hpbcpp, 6}, {"_stm_n_mat_sumcpp", (DL_FUNC) &_stm_n_mat_sumcpp, 4}, + {"_stm_n_beta_sumcpp", (DL_FUNC) &_stm_n_beta_sumcpp, 4}, + {"_stm_n_beta_sumcpp_loop", (DL_FUNC) &_stm_n_beta_sumcpp_loop, 5}, + {"_stm_n_beta_sumcpp_at", (DL_FUNC) &_stm_n_beta_sumcpp_at, 5}, + {"_stm_n_beta_sumcpp_oneloop", (DL_FUNC) &_stm_n_beta_sumcpp_oneloop, 4}, + {"_stm_n_beta_sumcpp_arma", (DL_FUNC) &_stm_n_beta_sumcpp_arma, 5}, + {"_stm_n_sigma_sumcpp", (DL_FUNC) &_stm_n_sigma_sumcpp, 4}, + {"_stm_n_sigma_sumcpp_opt", (DL_FUNC) &_stm_n_sigma_sumcpp_opt, 4}, {NULL, NULL, 0} }; diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 44178c581..9e70c49b2 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -227,6 +227,31 @@ SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { } +// [[Rcpp::export]] +void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { + + Rcpp::NumericMatrix sum(sum_); + arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); + + Rcpp::NumericMatrix c(c_); + arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + for(arma::uword j=0; j= std::abs(ainp_ij)); + int maskl = 1-maskg; + ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); + asum.at(i,aw[j]) = at_ij; + } + } +} + /*void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix sum(sum_); @@ -258,7 +283,7 @@ SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { }*/ // [[Rcpp::export]] -void n_beta_sumcpp_loop(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { +void n_beta_sumcpp_loop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix sum(sum_); arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); @@ -292,7 +317,7 @@ void n_beta_sumcpp_loop(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) } // [[Rcpp::export]] -void n_beta_sumcpp_at(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { +void n_beta_sumcpp_at(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix sum(sum_); arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); @@ -330,7 +355,7 @@ void n_beta_sumcpp_at(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) } // [[Rcpp::export]] -void n_beta_sumcpp_oneloop(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_) { +void n_beta_sumcpp_oneloop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { Rcpp::NumericMatrix sum(sum_); arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); @@ -355,7 +380,7 @@ void n_beta_sumcpp_oneloop(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_) { } // [[Rcpp::export]] -void n_beta_sumcpp_arma(arma::mat& asum, arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at) { +void n_beta_sumcpp_arma(arma::mat& asum, const arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at) { at.cols(aw) = asum.cols(aw) + ainput; @@ -405,7 +430,7 @@ void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { } // [[Rcpp::export]] -void n_sigma_sumcpp_opt(arma::mat asum, arma::mat ac, arma::mat ainput, arma::mat at) { +void n_sigma_sumcpp_opt(arma::mat& asum, arma::mat& ac, arma::mat& ainput, arma::mat& at) { at = asum + ainput; From 24533a27f6c486695f9ea11a3feed9e873cc229e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 21 Apr 2020 17:33:54 -0400 Subject: [PATCH 006/142] G.M. -- Updated the n_beta_sumcpp based on my last meeting w/ Brandon. --- src/STMCfuns.cpp | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 9e70c49b2..30909930f 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -239,15 +239,14 @@ void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { Rcpp::NumericMatrix input(input_); arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - asum.at(i,aw[j]) = at_ij; + ac.at(i,k) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); } } } From b6b2b6305aaab99a00e413d3b86b59b6028c7324 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 22 Apr 2020 10:00:20 -0400 Subject: [PATCH 007/142] G.M. -- Modified std::abs to fabs. --- src/STMCfuns.cpp | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 30909930f..645c7c659 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -1,9 +1,7 @@ +#include // [[Rcpp::depends(RcppArmadillo)]] - #include "RcppArmadillo.h" -// [[Rcpp::depends(RcppArmadillo)]] - // [[Rcpp::export]] double lhoodcpp(SEXP eta, SEXP beta, @@ -245,7 +243,7 @@ void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { double asum_ij = asum.at(i,k); double ainp_ij = ainput.at(i,j); double at_ij = asum.at(i,k) = asum_ij + ainp_ij; - int maskg = (std::abs(asum_ij) >= std::abs(ainp_ij)); + int maskg = (fabs(asum_ij) >= fabs(ainp_ij)); ac.at(i,k) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); } } From af4ac74e5b5616e3d9a035126d146a0076b644dc Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 4 May 2020 18:35:00 -0400 Subject: [PATCH 008/142] G.M. -- Added combo beta matrix summation code, and matrix manipulation. --- R/RcppExports.R | 4 ++++ R/mtxManip.R | 29 +++++++++++++++++++++++++++++ sprint/sum_test.Rmd | 37 +++++++++++++++++++++++++++++++++---- src/RcppExports.cpp | 13 +++++++++++++ src/STMCfuns.cpp | 25 +++++++++++++++++++++++++ 5 files changed, 104 insertions(+), 4 deletions(-) create mode 100644 R/mtxManip.R diff --git a/R/RcppExports.R b/R/RcppExports.R index cdec6648c..9ba0b0109 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -21,6 +21,10 @@ n_beta_sumcpp <- function(sum_, aw, c_, input_) { invisible(.Call(`_stm_n_beta_sumcpp`, sum_, aw, c_, input_)) } +n_beta_comb_sumcpp <- function(sumc_, aw, input_) { + invisible(.Call(`_stm_n_beta_comb_sumcpp`, sumc_, aw, input_)) +} + n_beta_sumcpp_loop <- function(sum_, aw, c_, input_, t_) { invisible(.Call(`_stm_n_beta_sumcpp_loop`, sum_, aw, c_, input_, t_)) } diff --git a/R/mtxManip.R b/R/mtxManip.R new file mode 100644 index 000000000..f69476811 --- /dev/null +++ b/R/mtxManip.R @@ -0,0 +1,29 @@ +rowMergeMtx <- function(a,b) { + + arows = nrow(a) + acols = ncol(a) + brows = nrow(b) + bcols = ncol(b) + + if(arows != brows || acols != bcols) { + return(FALSE) + } + + mrgmtx <- matrix(0.0, nrow=(arows+brows),ncol=acols) + + for(j in 1:ncol(mrgmtx)) { + aidx = 1 + bidx = 1 + for(k in 1:nrow(mrgmtx)) { + if(k%%2==1) { + mrgmtx[k,j] = a[aidx,j] + aidx = aidx + 1 + } else { + mrgmtx[k,j] = b[bidx,j] + bidx = bidx + 1 + } + } + } + + return(mrgmtx) +} \ No newline at end of file diff --git a/sprint/sum_test.Rmd b/sprint/sum_test.Rmd index b44e86576..e76ef4293 100644 --- a/sprint/sum_test.Rmd +++ b/sprint/sum_test.Rmd @@ -9,8 +9,8 @@ library(stm) library(pryr) library(microbenchmark) -K=100 -V=1000 +K=3 +V=4 #V=2632 N=3 #N=5000 @@ -27,7 +27,9 @@ for(i in 1:A) { beta.ss[[1]]$sum[2,2] = 10000 tbeta <- matrix(0.0, nrow=K, ncol=V) phi <- matrix(0.333, nrow=K, ncol=V) -words <- sample.int(V, V/10) +print(phi) +words <- sample.int(V, V/2) +print(words) phi <- phi[,words] ``` @@ -36,7 +38,7 @@ phi <- phi[,words] for(i in 1:N) { cat(".") before <- address(beta.ss) - stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words, beta.ss[[1]][[2]], phi, tbeta) + stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words, beta.ss[[1]][[2]], phi) after <- address(beta.ss) if(before != after) { cat("\nFailure! Memory locations are different!\n") @@ -65,6 +67,33 @@ if(before == after) { } ``` +# Test `n_beta_comb_sumcpp` beta output + +```{r} +# Create sumc mtx +sumc <- matrix(0.0, nrow=2*K,ncol=V) +for(j in 1:ncol(sumc)) { + sidx = 1 + cidx = 1 + for(k in 1:nrow(sumc)) { + if(k%%2==1) { + sumc[k,j] = beta.ss[[1]]$sum[sidx,j] + sidx = sidx + 1 + } else { + sumc[k,j] = beta.ss[[1]]$c[cidx,j] + cidx = cidx + 1 + } + } +} + +print(sumc) +for(i in 1:N) { + stm:::n_beta_comb_sumcpp(sumc, words-1, phi) +} +print(sumc) +``` + + # Test `n_beta_sumcpp` beta output ```{r} diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index d1521e882..94c6780d5 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -79,6 +79,18 @@ BEGIN_RCPP return R_NilValue; END_RCPP } +// n_beta_comb_sumcpp +void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_); +RcppExport SEXP _stm_n_beta_comb_sumcpp(SEXP sumc_SEXP, SEXP awSEXP, SEXP input_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sumc_(sumc_SEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + n_beta_comb_sumcpp(sumc_, aw, input_); + return R_NilValue; +END_RCPP +} // n_beta_sumcpp_loop void n_beta_sumcpp_loop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_); RcppExport SEXP _stm_n_beta_sumcpp_loop(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { @@ -167,6 +179,7 @@ static const R_CallMethodDef CallEntries[] = { {"_stm_hpbcpp", (DL_FUNC) &_stm_hpbcpp, 6}, {"_stm_n_mat_sumcpp", (DL_FUNC) &_stm_n_mat_sumcpp, 4}, {"_stm_n_beta_sumcpp", (DL_FUNC) &_stm_n_beta_sumcpp, 4}, + {"_stm_n_beta_comb_sumcpp", (DL_FUNC) &_stm_n_beta_comb_sumcpp, 3}, {"_stm_n_beta_sumcpp_loop", (DL_FUNC) &_stm_n_beta_sumcpp_loop, 5}, {"_stm_n_beta_sumcpp_at", (DL_FUNC) &_stm_n_beta_sumcpp_at, 5}, {"_stm_n_beta_sumcpp_oneloop", (DL_FUNC) &_stm_n_beta_sumcpp_oneloop, 4}, diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 645c7c659..1b9751d1b 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -249,6 +249,31 @@ void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { } } + +// [[Rcpp::export]] +void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_) { + + Rcpp::NumericMatrix sumc(sumc_); + arma::mat asumc(sumc.begin(), sumc.nrow(), sumc.ncol(), false); + + Rcpp::NumericMatrix input(input_); + arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + for(arma::uword j=0; j= fabs(ainp_ij)); + asumc.at(i+1,k) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); + ++idx; + } + } +} + + /*void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { Rcpp::NumericMatrix sum(sum_); From 33702060c4b277cfa3f680707cd7d47d3514fbff Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 5 May 2020 12:59:00 -0400 Subject: [PATCH 009/142] G.M. -- Added combo beta matrix summation code to STMEstep, and added split and merge routines to mtxManip.R. --- R/STMestep.R | 11 ++++++++- R/mtxManip.R | 56 +++++++++++++++++++++++++++++++++------------ sprint/sum_test.Rmd | 33 +++++++++----------------- 3 files changed, 62 insertions(+), 38 deletions(-) diff --git a/R/STMestep.R b/R/STMestep.R index 049ed27c0..8a604a401 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -73,6 +73,9 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o } else { vec <- 1:N } + #MGY + sumc <- rowMergeMtx(beta.ss[[1]][[1]], beta.ss[[1]][[2]]) + #MGY for(i in vec) { #update components doc <- documents[[i]] @@ -104,7 +107,8 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else if(summation$neum_cpp) { #n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis, tbeta) - n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis) + #n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis) + n_beta_comb_sumcpp(sumc, words-1, doc.results$phis) } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } @@ -116,6 +120,11 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o #4) Combine and Return Sufficient Statistics lambda <- do.call(rbind, lambda) + #MGY + sumc <- rowSplitMtx(sumc) + beta.ss[[1]][[1]] <- sumc$top + beta.ss[[1]][[2]] <- sumc$bottom + #MGY return(list(sigma=sigma.ss, beta=beta.ss, bound=bound, lambda=lambda, vec=vec)) } diff --git a/R/mtxManip.R b/R/mtxManip.R index f69476811..aa3fa03fa 100644 --- a/R/mtxManip.R +++ b/R/mtxManip.R @@ -1,29 +1,55 @@ -rowMergeMtx <- function(a,b) { +rowMergeMtx <- function(top,bottom) { - arows = nrow(a) - acols = ncol(a) - brows = nrow(b) - bcols = ncol(b) + trows = nrow(top) + tcols = ncol(top) + brows = nrow(bottom) + bcols = ncol(bottom) - if(arows != brows || acols != bcols) { - return(FALSE) + stopifnot(trows == brows, tcols == bcols) + mergemtx <- matrix(0.0, nrow=(trows+brows),ncol=tcols) + + for(j in 1:ncol(mergemtx)) { + tidx = 1 + bidx = 1 + for(k in 1:nrow(mergemtx)) { + if(k%%2==1) { + mergemtx[k,j] = top[tidx,j] + tidx = tidx + 1 + } else { + mergemtx[k,j] = bottom[bidx,j] + bidx = bidx + 1 + } + } } - mrgmtx <- matrix(0.0, nrow=(arows+brows),ncol=acols) + return(mergemtx) +} + + +rowSplitMtx <- function(m) { + + mrows = nrow(m) + mcols = ncol(m) + + stopifnot(mrows%%2 == 0) + + top <- matrix(0.0, nrow=(mrows/2),ncol=mcols) + bottom <- matrix(0.0, nrow=(mrows/2),ncol=mcols) - for(j in 1:ncol(mrgmtx)) { - aidx = 1 + for(j in 1:ncol(m)) { + tidx = 1 bidx = 1 - for(k in 1:nrow(mrgmtx)) { + for(k in 1:nrow(m)) { if(k%%2==1) { - mrgmtx[k,j] = a[aidx,j] - aidx = aidx + 1 + top[tidx,j] = m[k,j] + tidx = tidx + 1 } else { - mrgmtx[k,j] = b[bidx,j] + bottom[bidx,j] = m[k,j] bidx = bidx + 1 } } } - return(mrgmtx) + splitmtx <- list(top=top, bottom=bottom) + return(splitmtx) } \ No newline at end of file diff --git a/sprint/sum_test.Rmd b/sprint/sum_test.Rmd index e76ef4293..664bee464 100644 --- a/sprint/sum_test.Rmd +++ b/sprint/sum_test.Rmd @@ -9,10 +9,10 @@ library(stm) library(pryr) library(microbenchmark) -K=3 -V=4 +K=100 +V=2000 #V=2632 -N=3 +N=1000 #N=5000 A=1 @@ -27,9 +27,7 @@ for(i in 1:A) { beta.ss[[1]]$sum[2,2] = 10000 tbeta <- matrix(0.0, nrow=K, ncol=V) phi <- matrix(0.333, nrow=K, ncol=V) -print(phi) words <- sample.int(V, V/2) -print(words) phi <- phi[,words] ``` @@ -71,26 +69,15 @@ if(before == after) { ```{r} # Create sumc mtx -sumc <- matrix(0.0, nrow=2*K,ncol=V) -for(j in 1:ncol(sumc)) { - sidx = 1 - cidx = 1 - for(k in 1:nrow(sumc)) { - if(k%%2==1) { - sumc[k,j] = beta.ss[[1]]$sum[sidx,j] - sidx = sidx + 1 - } else { - sumc[k,j] = beta.ss[[1]]$c[cidx,j] - cidx = cidx + 1 - } - } -} - +sumc <- stm:::rowMergeMtx(beta.ss[[1]]$sum, beta.ss[[1]]$c) print(sumc) for(i in 1:N) { stm:::n_beta_comb_sumcpp(sumc, words-1, phi) } print(sumc) +sumc <- stm:::rowSplitMtx(sumc) +print(sumc$top) +print(sumc$bottom) ``` @@ -117,9 +104,11 @@ print(sigma.ss$sum) ```{r} b1 <- beta.ss b2 <- beta.ss +sumc <- stm:::rowMergeMtx(beta.ss[[1]]$sum, beta.ss[[1]]$c) bb <- microbenchmark(stm:::n_beta_sumcpp_at(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), -stm:::n_beta_sumcpp_arma(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), -stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), +stm:::n_beta_sumcpp_arma(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), +stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), +stm:::n_beta_comb_sumcpp(sumc, words-1, phi), times=10000) bb all.equal(b1,b2) From 687bf855f747e66552cbc33d4605dfbb32675d02 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 5 May 2020 16:44:08 -0400 Subject: [PATCH 010/142] G.M. -- Updated combo beta matrix summation code. --- src/STMCfuns.cpp | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 1b9751d1b..5818d8fb7 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -2,6 +2,8 @@ // [[Rcpp::depends(RcppArmadillo)]] #include "RcppArmadillo.h" +#define is_aligned(POINTER, BYTE_COUNT) (((uintptr_t)(const void *)(POINTER)) % (BYTE_COUNT) == 0) + // [[Rcpp::export]] double lhoodcpp(SEXP eta, SEXP beta, @@ -258,17 +260,21 @@ void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_) { Rcpp::NumericMatrix input(input_); arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); + + // std::cout<= fabs(ainp_ij)); asumc.at(i+1,k) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); - ++idx; } } } From 4e7f0eff62267f41e94bfc05965933c38b2ae68e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 5 May 2020 17:07:30 -0400 Subject: [PATCH 011/142] G.M. -- Updated basic_test.R. --- sprint/basic_test.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sprint/basic_test.R b/sprint/basic_test.R index 02e99ed49..d5be92d60 100644 --- a/sprint/basic_test.R +++ b/sprint/basic_test.R @@ -1,6 +1,6 @@ library(stm) -detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=3, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=40, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) #deter <- stm(poliblog5k.docs, poliblog5k.voc, K=40, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS")) #randcpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) From 89248e2cac1f1a4e43b40d818a14881dd27178d3 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 5 May 2020 17:22:05 -0400 Subject: [PATCH 012/142] G.M. -- Updated gradcpp to use integer vector. --- R/RcppExports.R | 4 ++-- src/RcppExports.cpp | 8 ++++---- src/STMCfuns.cpp | 4 +--- 3 files changed, 7 insertions(+), 9 deletions(-) diff --git a/R/RcppExports.R b/R/RcppExports.R index 9ba0b0109..b6619babe 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -5,8 +5,8 @@ lhoodcpp <- function(eta, beta, doc_ct, mu, siginv) { .Call(`_stm_lhoodcpp`, eta, beta, doc_ct, mu, siginv) } -gradcpp <- function(eta, beta, doc_ct, mu, siginv) { - .Call(`_stm_gradcpp`, eta, beta, doc_ct, mu, siginv) +gradcpp <- function(eta, beta, doc_cts, mu, siginv) { + .Call(`_stm_gradcpp`, eta, beta, doc_cts, mu, siginv) } hpbcpp <- function(eta, beta, doc_ct, mu, siginv, sigmaentropy) { diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index 94c6780d5..8fd65fdfe 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -22,17 +22,17 @@ BEGIN_RCPP END_RCPP } // gradcpp -arma::vec gradcpp(SEXP eta, SEXP beta, SEXP doc_ct, SEXP mu, SEXP siginv); -RcppExport SEXP _stm_gradcpp(SEXP etaSEXP, SEXP betaSEXP, SEXP doc_ctSEXP, SEXP muSEXP, SEXP siginvSEXP) { +arma::vec gradcpp(SEXP eta, SEXP beta, const arma::uvec& doc_cts, SEXP mu, SEXP siginv); +RcppExport SEXP _stm_gradcpp(SEXP etaSEXP, SEXP betaSEXP, SEXP doc_ctsSEXP, SEXP muSEXP, SEXP siginvSEXP) { BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; Rcpp::traits::input_parameter< SEXP >::type eta(etaSEXP); Rcpp::traits::input_parameter< SEXP >::type beta(betaSEXP); - Rcpp::traits::input_parameter< SEXP >::type doc_ct(doc_ctSEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type doc_cts(doc_ctsSEXP); Rcpp::traits::input_parameter< SEXP >::type mu(muSEXP); Rcpp::traits::input_parameter< SEXP >::type siginv(siginvSEXP); - rcpp_result_gen = Rcpp::wrap(gradcpp(eta, beta, doc_ct, mu, siginv)); + rcpp_result_gen = Rcpp::wrap(gradcpp(eta, beta, doc_cts, mu, siginv)); return rcpp_result_gen; END_RCPP } diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 5818d8fb7..9ef5f6d70 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -39,7 +39,7 @@ double lhoodcpp(SEXP eta, // [[Rcpp::export]] arma::vec gradcpp(SEXP eta, SEXP beta, - SEXP doc_ct, + const arma::uvec& doc_cts, SEXP mu, SEXP siginv){ @@ -47,8 +47,6 @@ arma::vec gradcpp(SEXP eta, arma::vec etas(etav.begin(), etav.size(), false); Rcpp::NumericMatrix betam(beta); arma::mat betas(betam.begin(), betam.nrow(), betam.ncol()); - Rcpp::NumericVector doc_ctv(doc_ct); - arma::vec doc_cts(doc_ctv.begin(), doc_ctv.size(), false); Rcpp::NumericVector muv(mu); arma::vec mus(muv.begin(), muv.size(), false); Rcpp::NumericMatrix siginvm(siginv); From 788248fb0734bc2ec4551cb721b739e5bc11b835 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 3 Jun 2020 17:48:20 -0400 Subject: [PATCH 013/142] G.M. -- Moved stable summation entirely in STMestep.R, Added combo summation for sigma, Removed merge and split functions from STMestep.R that used to be needed for combo summation. --- R/RcppExports.R | 4 +++ R/STMestep.R | 31 ++++++++------------- R/stm.control.R | 11 ++------ sprint/basic_test.R | 9 +++--- src/RcppExports.cpp | 12 ++++++++ src/STMCfuns.cpp | 67 +++++++++++++++++++++++++++++---------------- 6 files changed, 78 insertions(+), 56 deletions(-) diff --git a/R/RcppExports.R b/R/RcppExports.R index b6619babe..2f25b0479 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -41,6 +41,10 @@ n_beta_sumcpp_arma <- function(asum, aw, ac, ainput, at) { invisible(.Call(`_stm_n_beta_sumcpp_arma`, asum, aw, ac, ainput, at)) } +n_sigma_comb_sumcpp <- function(sumc_, input_) { + invisible(.Call(`_stm_n_sigma_comb_sumcpp`, sumc_, input_)) +} + n_sigma_sumcpp <- function(sum_, c_, input_, t_) { invisible(.Call(`_stm_n_sigma_sumcpp`, sum_, c_, input_, t_)) } diff --git a/R/STMestep.R b/R/STMestep.R index 8a604a401..ef044c26e 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -29,8 +29,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o if(summation$neum_R) { sigma.ss <- n_mat_sum(diag(0, nrow=(K-1))) } else if(summation$neum_cpp) { - sigma.ss <- list(sum = diag(0, nrow=(K-1)), c = diag(0, nrow=(K-1))) - tsigma <- diag(0, nrow=(K-1)) + sigma.ss <- matrix(0, nrow=2*(K-1), ncol=K-1) } else { sigma.ss <- diag(0, nrow=(K-1)) } @@ -42,9 +41,8 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o } else if(summation$neum_cpp) { beta.ss <- vector(mode="list", length=A) for(i in 1:A) { - beta.ss[[i]] <- list(sum = matrix(0, nrow=K,ncol=V), c = matrix(0, nrow=K,ncol=V)) + beta.ss[[i]] <- matrix(0, nrow=2*K,ncol=V) } - tbeta <- matrix(0, nrow=K, ncol=V) } else { beta.ss <- vector(mode="list", length=A) @@ -73,9 +71,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o } else { vec <- 1:N } - #MGY - sumc <- rowMergeMtx(beta.ss[[1]][[1]], beta.ss[[1]][[2]]) - #MGY + for(i in vec) { #update components doc <- documents[[i]] @@ -86,14 +82,13 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.i <- beta[[aspect]][,words,drop=FALSE] #infer the document - doc.results <- logisticnormalcpp(eta=init, mu=mu.i, siginv=siginv, beta=beta.i, - doc=doc, sigmaentropy=sigmaentropy, method=method) + doc.results <- logisticnormalcpp(eta=init, mu=mu.i, siginv=siginv, beta=beta.i, doc=doc, sigmaentropy=sigmaentropy, method=method) # update sufficient statistics if(summation$neum_R) { sigma.ss <- n_mat_sum(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu) } else if(summation$neum_cpp) { - n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu, tsigma) + n_sigma_comb_sumcpp(sigma.ss, doc.results$eta$nu) } else { sigma.ss <- sigma.ss + doc.results$eta$nu } @@ -106,9 +101,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else if(summation$neum_cpp) { - #n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis, tbeta) - #n_beta_sumcpp(beta.ss[[aspect]][[1]], words-1, beta.ss[[aspect]][[2]], doc.results$phis) - n_beta_comb_sumcpp(sumc, words-1, doc.results$phis) + n_beta_comb_sumcpp(beta.ss[[aspect]], words-1, doc.results$phis) } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } @@ -120,11 +113,9 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o #4) Combine and Return Sufficient Statistics lambda <- do.call(rbind, lambda) - #MGY - sumc <- rowSplitMtx(sumc) - beta.ss[[1]][[1]] <- sumc$top - beta.ss[[1]][[2]] <- sumc$bottom - #MGY - return(list(sigma=sigma.ss, beta=beta.ss, bound=bound, lambda=lambda, - vec=vec)) + if(summation$neum_cpp) { + sigma.ss <- matrix((t(bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(sigma.ss)/2)))) %*% sigma.ss)[-seq(0, nrow(sigma.ss), 2),], nrow=as.integer(nrow(sigma.ss)/2), ncol=ncol(sigma.ss)) + beta.ss <- lapply(beta.ss, function(x) matrix((t(bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(x)/2)))) %*% x)[-seq(0, nrow(x), 2),], nrow=as.integer(nrow(x)/2), ncol=ncol(x))) + } + return(list(sigma=sigma.ss, beta=beta.ss, bound=bound, lambda=lambda, vec=vec)) } diff --git a/R/stm.control.R b/R/stm.control.R index 67f4225ce..b3182b973 100644 --- a/R/stm.control.R +++ b/R/stm.control.R @@ -151,7 +151,7 @@ stm.control <- function(documents, vocab, settings, model=NULL) { msg <- sprintf("Completed E-Step (%d seconds). \n", floor((proc.time()-t1)[3])) if(verbose) cat(msg) t1 <- proc.time() - sigma.ss <- suffstats$sigma + sigma.ss <- suffstats$sigma lambda <- suffstats$lambda beta.ss <- suffstats$beta bound.ss <- suffstats$bound @@ -159,14 +159,7 @@ stm.control <- function(documents, vocab, settings, model=NULL) { mu <- opt.mu(lambda=lambda, mode=settings$gamma$mode, covar=settings$covariates$X, enet=settings$gamma$enet, ic.k=settings$gamma$ic.k, maxits=settings$gamma$maxits) - if(!settings$summation$reg) { - sigma.ss <- sigma.ss[[1]] + sigma.ss[[2]] - } - sigma <- opt.sigma(nu=sigma.ss, lambda=lambda, - mu=mu$mu, sigprior=settings$sigma$prior) - if(!settings$summation$reg) { - beta.ss <- lapply(beta.ss, function(x) x[[1]]+x[[2]]) - } + sigma <- opt.sigma(nu=sigma.ss, lambda=lambda, mu=mu$mu, sigprior=settings$sigma$prior) beta <- opt.beta(beta.ss, beta$kappa, settings) if(verbose) { timer <- floor((proc.time()-t1)[3]) diff --git a/sprint/basic_test.R b/sprint/basic_test.R index d5be92d60..814d107f3 100644 --- a/sprint/basic_test.R +++ b/sprint/basic_test.R @@ -1,8 +1,9 @@ library(stm) -detercpp <- stm(poliblog5k.docs, poliblog5k.voc, K=40, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +detercpphm <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) -#deter <- stm(poliblog5k.docs, poliblog5k.voc, K=40, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS")) -#randcpp <- stm(poliblog5k.docs, poliblog5k.voc, K=10, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) -#all.equal(detercpp, deter) +#deter <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS")) +#randcpphm <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) + +all.equal(detercpphm, randcpp) diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index 8fd65fdfe..f76213c9a 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -146,6 +146,17 @@ BEGIN_RCPP return R_NilValue; END_RCPP } +// n_sigma_comb_sumcpp +void n_sigma_comb_sumcpp(SEXP sumc_, SEXP input_); +RcppExport SEXP _stm_n_sigma_comb_sumcpp(SEXP sumc_SEXP, SEXP input_SEXP) { +BEGIN_RCPP + Rcpp::RNGScope rcpp_rngScope_gen; + Rcpp::traits::input_parameter< SEXP >::type sumc_(sumc_SEXP); + Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); + n_sigma_comb_sumcpp(sumc_, input_); + return R_NilValue; +END_RCPP +} // n_sigma_sumcpp void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_); RcppExport SEXP _stm_n_sigma_sumcpp(SEXP sum_SEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { @@ -184,6 +195,7 @@ static const R_CallMethodDef CallEntries[] = { {"_stm_n_beta_sumcpp_at", (DL_FUNC) &_stm_n_beta_sumcpp_at, 5}, {"_stm_n_beta_sumcpp_oneloop", (DL_FUNC) &_stm_n_beta_sumcpp_oneloop, 4}, {"_stm_n_beta_sumcpp_arma", (DL_FUNC) &_stm_n_beta_sumcpp_arma, 5}, + {"_stm_n_sigma_comb_sumcpp", (DL_FUNC) &_stm_n_sigma_comb_sumcpp, 2}, {"_stm_n_sigma_sumcpp", (DL_FUNC) &_stm_n_sigma_sumcpp, 4}, {"_stm_n_sigma_sumcpp_opt", (DL_FUNC) &_stm_n_sigma_sumcpp_opt, 4}, {NULL, NULL, 0} diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 9ef5f6d70..22a68fe15 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -58,6 +58,7 @@ arma::vec gradcpp(SEXP eta, for(int j=0; j = fabs(ainp_ij)); + asumc.at(i+1,j) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); + } + } +} + // [[Rcpp::export]] void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { From 7185fa306181cf2da176035c300b6165ffda2a9e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 3 Jun 2020 19:20:28 -0400 Subject: [PATCH 014/142] G.M. -- Removed uncessary clutter from the repo. --- R/RcppExports.R | 40 +----- R/STMestep.R | 4 +- R/mtxManip.R | 55 -------- sprint/basic_test.R | 9 -- sprint/ctm_stm_test.R | 14 -- sprint/neum_sum_time.R | 39 ------ sprint/no_meta_test.R | 8 -- sprint/optfailure.R | 297 ----------------------------------------- sprint/reg_sum_time.R | 39 ------ sprint/sum_test.Rmd | 121 ----------------- src/RcppExports.cpp | 134 ++----------------- src/STMCfuns.cpp | 259 +---------------------------------- 12 files changed, 17 insertions(+), 1002 deletions(-) delete mode 100644 R/mtxManip.R delete mode 100644 sprint/basic_test.R delete mode 100644 sprint/ctm_stm_test.R delete mode 100644 sprint/neum_sum_time.R delete mode 100644 sprint/no_meta_test.R delete mode 100644 sprint/optfailure.R delete mode 100644 sprint/reg_sum_time.R delete mode 100644 sprint/sum_test.Rmd diff --git a/R/RcppExports.R b/R/RcppExports.R index 2f25b0479..22706b934 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -13,43 +13,11 @@ hpbcpp <- function(eta, beta, doc_ct, mu, siginv, sigmaentropy) { .Call(`_stm_hpbcpp`, eta, beta, doc_ct, mu, siginv, sigmaentropy) } -n_mat_sumcpp <- function(sum_, c_, input_, t_) { - .Call(`_stm_n_mat_sumcpp`, sum_, c_, input_, t_) +n_beta_sumcpp <- function(sumc_, aw, input_) { + invisible(.Call(`_stm_n_beta_sumcpp`, sumc_, aw, input_)) } -n_beta_sumcpp <- function(sum_, aw, c_, input_) { - invisible(.Call(`_stm_n_beta_sumcpp`, sum_, aw, c_, input_)) -} - -n_beta_comb_sumcpp <- function(sumc_, aw, input_) { - invisible(.Call(`_stm_n_beta_comb_sumcpp`, sumc_, aw, input_)) -} - -n_beta_sumcpp_loop <- function(sum_, aw, c_, input_, t_) { - invisible(.Call(`_stm_n_beta_sumcpp_loop`, sum_, aw, c_, input_, t_)) -} - -n_beta_sumcpp_at <- function(sum_, aw, c_, input_, t_) { - invisible(.Call(`_stm_n_beta_sumcpp_at`, sum_, aw, c_, input_, t_)) -} - -n_beta_sumcpp_oneloop <- function(sum_, aw, c_, input_) { - invisible(.Call(`_stm_n_beta_sumcpp_oneloop`, sum_, aw, c_, input_)) -} - -n_beta_sumcpp_arma <- function(asum, aw, ac, ainput, at) { - invisible(.Call(`_stm_n_beta_sumcpp_arma`, asum, aw, ac, ainput, at)) -} - -n_sigma_comb_sumcpp <- function(sumc_, input_) { - invisible(.Call(`_stm_n_sigma_comb_sumcpp`, sumc_, input_)) -} - -n_sigma_sumcpp <- function(sum_, c_, input_, t_) { - invisible(.Call(`_stm_n_sigma_sumcpp`, sum_, c_, input_, t_)) -} - -n_sigma_sumcpp_opt <- function(asum, ac, ainput, at) { - invisible(.Call(`_stm_n_sigma_sumcpp_opt`, asum, ac, ainput, at)) +n_sigma_sumcpp <- function(sumc_, input_) { + invisible(.Call(`_stm_n_sigma_sumcpp`, sumc_, input_)) } diff --git a/R/STMestep.R b/R/STMestep.R index ef044c26e..7e564c4f0 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -88,7 +88,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o if(summation$neum_R) { sigma.ss <- n_mat_sum(sigma.ss[[1]], sigma.ss[[2]], doc.results$eta$nu) } else if(summation$neum_cpp) { - n_sigma_comb_sumcpp(sigma.ss, doc.results$eta$nu) + n_sigma_sumcpp(sigma.ss, doc.results$eta$nu) } else { sigma.ss <- sigma.ss + doc.results$eta$nu } @@ -101,7 +101,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta.ss[[aspect]][[1]][,words] <- o_beta[[1]] beta.ss[[aspect]][[2]][,words] <- o_beta[[2]] } else if(summation$neum_cpp) { - n_beta_comb_sumcpp(beta.ss[[aspect]], words-1, doc.results$phis) + n_beta_sumcpp(beta.ss[[aspect]], words-1, doc.results$phis) } else { beta.ss[[aspect]][,words] <- doc.results$phis + beta.ss[[aspect]][,words] } diff --git a/R/mtxManip.R b/R/mtxManip.R deleted file mode 100644 index aa3fa03fa..000000000 --- a/R/mtxManip.R +++ /dev/null @@ -1,55 +0,0 @@ -rowMergeMtx <- function(top,bottom) { - - trows = nrow(top) - tcols = ncol(top) - brows = nrow(bottom) - bcols = ncol(bottom) - - stopifnot(trows == brows, tcols == bcols) - mergemtx <- matrix(0.0, nrow=(trows+brows),ncol=tcols) - - for(j in 1:ncol(mergemtx)) { - tidx = 1 - bidx = 1 - for(k in 1:nrow(mergemtx)) { - if(k%%2==1) { - mergemtx[k,j] = top[tidx,j] - tidx = tidx + 1 - } else { - mergemtx[k,j] = bottom[bidx,j] - bidx = bidx + 1 - } - } - } - - return(mergemtx) -} - - -rowSplitMtx <- function(m) { - - mrows = nrow(m) - mcols = ncol(m) - - stopifnot(mrows%%2 == 0) - - top <- matrix(0.0, nrow=(mrows/2),ncol=mcols) - bottom <- matrix(0.0, nrow=(mrows/2),ncol=mcols) - - for(j in 1:ncol(m)) { - tidx = 1 - bidx = 1 - for(k in 1:nrow(m)) { - if(k%%2==1) { - top[tidx,j] = m[k,j] - tidx = tidx + 1 - } else { - bottom[bidx,j] = m[k,j] - bidx = bidx + 1 - } - } - } - - splitmtx <- list(top=top, bottom=bottom) - return(splitmtx) -} \ No newline at end of file diff --git a/sprint/basic_test.R b/sprint/basic_test.R deleted file mode 100644 index 814d107f3..000000000 --- a/sprint/basic_test.R +++ /dev/null @@ -1,9 +0,0 @@ -library(stm) - -detercpphm <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) - -#deter <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, control=list(method="BFGS")) -#randcpphm <- stm(poliblog5k.docs, poliblog5k.voc, K=5, prevalence=~rating, data=poliblog5k.meta, seed=13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) - -all.equal(detercpphm, randcpp) - diff --git a/sprint/ctm_stm_test.R b/sprint/ctm_stm_test.R deleted file mode 100644 index 8099c164f..000000000 --- a/sprint/ctm_stm_test.R +++ /dev/null @@ -1,14 +0,0 @@ -library(topicmodels) -library(stm) - -K <- 6 -mag <- 2138 -set.seed(2138) -heldout <- make.heldout(poliblog5k.docs, poliblog5k.voc) -slam <- convertCorpus(heldout$documents, heldout$vocab, type="slam") - -ctm <- CTM(slam, k = K, control=list(seed=as.integer(2138),verbose=1)) -deter <- stm(heldout$documents, heldout$vocab, K = K, init.type = "Spectral", max.em.its = 100) -rand <- stm(heldout$documents, heldout$vocab, K = K, init.type = "Spectral", max.em.its = 100, control=list(randomize=TRUE)) - -all.equal(deter, rand) diff --git a/sprint/neum_sum_time.R b/sprint/neum_sum_time.R deleted file mode 100644 index dd37adf15..000000000 --- a/sprint/neum_sum_time.R +++ /dev/null @@ -1,39 +0,0 @@ -library(stm) - -num_topics <- numeric() -avg_time_sum <- numeric() -num_runs <- numeric() -num_iter <- numeric() -var_bound <- numeric() -sum_type <- character() - -ks <- c(40) #5, 10, 20, 40, 80) -num_run = 1 - -print("Summation time trials") -for(k in ks) { - cum_time = 0 - for(j in 1:num_run) { - cat(paste("k:", k, "j:", j, "\n")) - res <- stm(poliblog5k.docs, poliblog5k.voc, K=k, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) - cum_time = cum_time + res$time - } - num_topics <- cbind(num_topics, k) - avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) - num_runs <- cbind(num_runs, num_run) - num_iter <- cbind(num_iter, res$convergence$its) - var_bound <- cbind(var_bound, max(res$convergence$bound)) - sum_type <- cbind(sum_type, "neum") -} - -neum_sum_df <- data.frame( - num_topics = as.numeric(num_topics), - avg_time_sum = as.numeric(avg_time_sum), - num_iter = as.numeric(num_iter), - var_bound = as.numeric(var_bound), - num_runs = as.numeric(num_runs), - sum_type = as.character(sum_type) -) - -#print(neum_sum_df) -save(neum_sum_df,file="/home/gomfy/sociology/stm/git/sprint/stm/sprint/neum_sum.Rda") diff --git a/sprint/no_meta_test.R b/sprint/no_meta_test.R deleted file mode 100644 index 07c073468..000000000 --- a/sprint/no_meta_test.R +++ /dev/null @@ -1,8 +0,0 @@ -library(stm) - -heldout <- make.heldout(poliblog5k.docs, poliblog5k.voc) - -deter <- stm(heldout$documents, heldout$vocab, K = 5, init.type = "Spectral", max.em.its = 100) -rand <- stm(heldout$documents, heldout$vocab, K = 5, init.type = "Spectral", seed=13, max.em.its = 100, control=list(randomize=TRUE)) - -all.equal(deter, rand) diff --git a/sprint/optfailure.R b/sprint/optfailure.R deleted file mode 100644 index fd8efd0e7..000000000 --- a/sprint/optfailure.R +++ /dev/null @@ -1,297 +0,0 @@ -#Load up the data -load("optfailure.RData") -#contains 6 existing model objects containing 2 trajectories -#of the same model. -# and their documents - -## Remember optim is minimizing so a lower objective is better! - -#define a function that fits a given document -#using model parameters while allowing control -#of outputs and various inputs -fitme <- function(dn, mod, documents, - control=list(maxit=500), - method="BFGS", - alt_init=NULL,hess=FALSE, eval_only=FALSE) { - ### Arguments - # dn document number - # mod stm model object - # documents documents - # control control arguments passed to optim - # method the optimization argument for optim. - # alt_init an alternative initialization vector - # hess if true calculate the hessian - # eval_only no optimization, just evaluates at the - # initialization. if hess=TRUE will also - # calculate the gradient and negative hessian. - ### - doc <- documents[[dn]] - words <- doc[1,] - aspect <- mod$settings$covariates$betaindex[dn] - if(is.null(alt_init)) { - init <- mod$eta[dn,] - } else { - init <- alt_init - } - mu.i <- mod$mu$mu[,dn] - beta.i <- exp(mod$beta$logbeta[[aspect]][,words,drop=FALSE]) - sigobj <- try(chol.default(mod$sigma), silent=TRUE) - if(class(sigobj)=="try-error") { - sigmaentropy <- (.5*determinant(sigma, logarithm=TRUE)$modulus[1]) - siginv <- solve(sigma) - } else { - sigmaentropy <- sum(log(diag(sigobj))) - siginv <- chol2inv(sigobj) - } - #if we only want evaluation just return initialization - if(eval_only) { - if(hess) { - grad <- stm:::gradcpp(eta = init, beta = beta.i, doc_ct = doc[2,], - mu=mu.i, siginv=siginv) - hess <- stm:::hpbcpp2(eta = init, beta = beta.i, doc_ct = doc[2,], - mu=mu.i, siginv=siginv,sigmaentropy=sigmaentropy) - } else { - hess <- NULL - grad <- NULL - } - return(list(param=init, - obj=stm:::lhoodcpp(init, beta.i, doc[2,], mu.i, siginv), - grad=grad, - hess=hess[[1]])) - } - - #infer the document - doc.results <- stm:::logisticnormalcpp(eta=init, mu=mu.i, siginv=siginv, beta=beta.i, - doc=doc, sigmaentropy=sigmaentropy, control=control, - method=method,hpbcpp=hess) - list(param=doc.results$eta$lambda, - obj=stm:::lhoodcpp(doc.results$eta$lambda, beta.i, doc[2,], mu.i, siginv), - hess=doc.results) -} -#a softmax function -softmax0 <- function(x) stm:::softmax(c(x,0)) - -#Here we have 2 models, both started from the same initialization -#they both use the Neumaier sum for sigma and beta updating and -#randomize order of document updating. They diverge. The two -#models are "a" and "b" with version separated by an underscore -#indicating the iteration where they were saved. Thus "a_1" is -#model "a" after 1 iteration, and "b_3" is model "b" after 3 -#iteration. Again the only difference between "a" and "b" is the -#random seed determining document order. - -## -#Let's check for divergence in theta -## -#after 1 iteration, it is undetectable at machine precision -all.equal(a_1$theta,b_1$theta,tol=.Machine$double.eps) -#after 2nd iteration, it is small 4.25e-08 -all.equal(a_2$theta,b_2$theta) -#after 3rd iteration, there is a noticeable difference! -all.equal(a_3$theta,b_3$theta) - -#the difference in third iteration is almost .2 on a single -#document loading! Yikes! -max(abs(a_3$theta-b_3$theta)) -#this is happening on document 11,647 -which(abs(a_3$theta-b_3$theta)>.1,arr.ind=TRUE) -#let's try to understand how this happens... - -#Third iteration deviations come from 2nd iteration global -#parameters. I made a function to refit the local parameters -#of a document based on a given model. -a2doc <- fitme(11647, a_2, documents) -b2doc <- fitme(11647, b_2, documents) -#differences are concentrated in topics 1,15,99 and they are big: -softmax0(a2doc$par)[c(1,15,99)] -softmax0(b2doc$par)[c(1,15,99)] -#the difference is in the initialization, not the model parameters -#initializing under b2 solution gives a bad answer for a2, initializing -#under the a2 solution gives a better answer for b2 parameters. -##a2 and b2 parameters with b2 init and b2 solution init -fitme(11647, a_2, documents,alt_init = b2doc$param)$obj #931.911 -fitme(11647, b_2, documents)$obj #931.911 -##a2 and b2 parameters both have better solutions available: -fitme(11647, a_2, documents)$obj #930.795 -fitme(11647, b_2, documents,alt_init = a2doc$param)$obj #930.795 - - - -#there are 4 possible inputs that could cause the differences here -# - sigma -# - beta -# - eta (the initialization) -# - mu - -#Let's see if they are different: -all.equal(a_2$sigma,b_2$sigma) #similar at e-7 -all.equal(a_2$beta, b_2$beta, tol=.Machine$double.eps) #similar at e-9 -all.equal(a_2$eta[11647,],b_2$eta[11647,], tol=.Machine$double.eps) #similar at e-16 -all.equal(a_2$mu$mu[,11647],b_2$mu$mu[,11647]) #similar at e-7 -#they are very similar and I had to drop to machine tolerance to -#see any difference in some of them. - -#How do we get such different results, then? Let's try to see what -#inputs have to change to get different answers -ablate <- function(vec, orig_mod, new_mod,documents, - docnum=11647,topics=c(1,15,99)) { - #this function takes an original model and depending - #on its arguments changes pieces of the global parameters - #by replacing them with those from newmodel. - #it then outputs results for specific topics and the objective function - #note that eta is the initialization - check <- orig_mod - if(vec[1]>0) check$sigma <- new_mod$sigma - if(vec[2]>0) check$beta <- new_mod$beta - if(vec[3]>0) check$eta <- new_mod$eta - if(vec[4]>0) check$mu <- new_mod$mu - m <- fitme(docnum,check,documents) - c(softmax0(m$param)[topics],m$obj) -} -#this next line creates every possible combination of inputs -val <- expand.grid(c(0,1),c(0,1),0:1,0:1) -colnames(val) <- c("sigma","beta","init","mu") -ablation <- t(apply(val, 1, ablate, orig_mod=a_2,new_mod=b_2, documents=documents)) -ablation #essentially the same but lines 1 and 5 -#looking at this we can see essentially the only thing that -#doesn't get the answer we get with b_2 is if we change the -#initialization. -# In other words: any mild change in the parameters gets you a worse -# solution. The only thing you can change is the initialization which -# if you don't change any parameters, will still give you the better solution -ablation <- t(apply(val, 1, ablate, orig_mod=b_2,new_mod=a_2, documents=documents)) -ablation #essentially the same but lines 1 and 5 - -#it turns out actually, you can make incredibly subtle changes -check <- a_2 -#look at these values for mu -check$mu$mu[c(31,95),11647] -#nudge them up by 1e-6 -check$mu$mu[c(31,95),11647] <- check$mu$mu[c(31,95),11647] + c(1e-8,1e-8) -#and the result is completely different -softmax0(fitme(11647,check,documents)$param)[c(1,15,99)] -#vs. -softmax0(fitme(11647,a_2,documents)$param)[c(1,15,99)] - - - -#### -# Optimization failure -#### -#This is an optimization failure. -# we can see that because we can -# return a2's better solution by changing -# the initialization of "check" to the final -# a2 parameters - -fitme(11647,a_2,documents)$obj #930.7915 -fitme(11647,check,documents)$obj #931.911 -fitme(11647,check,documents, - alt_init = fitme(11647,a_2,documents)$param)$obj #930.7915 -#note that changing to a2's own initialization is -#NOT sufficient to get the better answer with the parameter -#changes. It has to be the better solution. -fitme(11647,check,documents, - alt_init=a_2$eta[11647,])$obj #931.911 - -#define a quick function to spit out the objective and the -#softmax for the three problem topics -look <- function(x,topics=c(1,15,99)) list(obj=x$obj,par=softmax0(x$param)[topics]) - -## -# BFGS seemingly behaves different from the other optimizers -#alternate optimization -look(fitme(11647,a_2,documents,method="L-BFGS-B")) #931.911 -look(fitme(11647,a_2,documents,method="BFGS")) #930.7915 (best!) -look(fitme(11647,a_2,documents,method="CG")) #931.911 -look(fitme(11647,a_2,documents,method="Nelder-Mead")) #934.5557 -look(fitme(11647,a_2,documents,method="SANN")) #934.5874 -# I have absolutely no explanation for why - -#As best I can tell, this isn't an issue of convergence tolerances that are too loose -look(fitme(11647,a_2,documents,method="CG", control=list(reltol=.Machine$double.eps, - maxit=5000))) - -#an interesting open question here: -# The optimization failures are triggered by very small differences. -# Why? -# I would hypothesize from this that the differences are very, very -# small but get magnified by these big optimization problems. -# -# when calculating the Hessian (see STMCfuns.cpp) if it isn't positive -# definite, we do diagonal dominance to force it to be invertible. Would -# checking this identify these problems? -# can we fix these problems with a better optimization routine in general? -# if not, could we trigger an alterantive routine that only works when -# the hessian isn't invertible? - - - -### -# Below here I am just messing around -### - -x <- fitme(11647,a_2,documents, eval_only=TRUE,hess=TRUE) -y <- fitme(11647,check,documents,eval_only=TRUE,hess=TRUE) -x$obj; y$obj -x$grad -y$grad #there are barely any appreciable differences here... -## IDEA: test the gradient path and the hessian*gradient path from -# these start points and plot out the objective... - - -#best known parameters we have -best <- fitme(11647,a_2,documents,method="BFGS")$par -bad <- fitme(11647,check,documents,method="BFGS")$par -#best objective -fitme(11647,a_2,documents,method="BFGS", alt_init=best, eval_only=TRUE)$obj -#if you give it the bad one it doesn't move -fitme(11647,a_2,documents,method="BFGS", alt_init=bad, eval_only=TRUE)$obj -fitme(11647,a_2,documents,method="BFGS", alt_init=bad)$obj - -diff <- best - bad -c <- seq(-.2,1.2,by=.01) -obj <- vector(mode="numeric",length=length(c)) -for(i in 1:length(c)) { - obj[i] <- fitme(11647,a_2,documents, alt_init=bad + c[i]*diff, eval_only=TRUE)$obj -} -plot(c,obj) - - -x <- fitme(11647,a_2,documents,alt_init=bad, eval_only=TRUE,hess=TRUE) -y <- fitme(11647,a_2,documents,alt_init=best, eval_only=TRUE,hess=TRUE) -dir <- -chol2inv(chol(x$hess))%*%x$grad -x_a <- fitme(11647,a_2,documents,alt_init=alt, eval_only=TRUE,hess=TRUE) - -newton <- function(init,n) { - obj <- vector(mode="numeric",length=n) - opts <- vector(mode="numeric",length=n) - par <- init - for(i in 1:n) { - x <- fitme(11647,a_2,documents,alt_init=par, eval_only=TRUE,hess=TRUE) - obj[i] <- x$obj - if(i==n) return(list(obj=obj,par=par,opts=opts)) - dir <- -chol2inv(chol(x$hess))%*%x$grad - f <- function(x) stm:::lhoodcpp(par + x*dir, beta.i, doc[2,], mu.i, siginv) - c <- optimize(f, interval=c(-10,10)) - opts[i] <- c$minimum - par <- par + c$minimum*dir - } -} -better <- newton(bad,5000) -better$opts -better$obj[10000] - better$obj[9999] -better$obj[5000] - better$obj[1] - -x_step <- fitme(11647,a_2,documents,alt_init=bad - dir, eval_only=TRUE,hess=TRUE) - -exp(a_2$beta$logbeta[[1]])[1,] - -stm:::labelTopics(a_2, topics=c(1,99)) - -diag(chol2inv(chol(y$hess)))[c(1,15,99)] - - -#can we consider small deviations? -diff <- best - bad -print(fitme(11647,a_2,documents,method="BFGS", alt_init=bad + diff*.1)$obj,10) -##check hessian? look at gradient calculation? \ No newline at end of file diff --git a/sprint/reg_sum_time.R b/sprint/reg_sum_time.R deleted file mode 100644 index 69378af43..000000000 --- a/sprint/reg_sum_time.R +++ /dev/null @@ -1,39 +0,0 @@ -library(stm) - -num_topics <- numeric() -avg_time_sum <- numeric() -num_runs <- numeric() -num_iter <- numeric() -var_bound <- numeric() -sum_type <- character() - -ks <- c(40) #5, 10, 20, 40, 80) -num_run = 1 - -print("Summation time trials") -for(k in ks) { - cum_time = 0 - for(j in 1:num_run) { - cat(paste("k:", k, "j:", j, "\n")) - res <- stm(poliblog5k.docs, poliblog5k.voc, K=k, prevalence=~rating, data=poliblog5k.meta, max.em.its = 100, verbose = FALSE, control=list(method="BFGS")) - cum_time = cum_time + res$time - } - num_topics <- cbind(num_topics, k) - avg_time_sum <- cbind(avg_time_sum, cum_time/num_run) - num_runs <- cbind(num_runs, num_run) - num_iter <- cbind(num_iter, res$convergence$its) - var_bound <- cbind(var_bound, max(res$convergence$bound)) - sum_type <- cbind(sum_type, "reg") -} - -reg_sum_df <- data.frame( - num_topics = as.numeric(num_topics), - avg_time_sum = as.numeric(avg_time_sum), - num_iter = as.numeric(num_iter), - var_bound = as.numeric(var_bound), - num_runs = as.numeric(num_runs), - sum_type = as.character(sum_type) -) - -#print(reg_sum_df) -save(reg_sum_df,file="/home/gomfy/sociology/stm/git/sprint/stm/sprint/reg_sum.Rda") diff --git a/sprint/sum_test.Rmd b/sprint/sum_test.Rmd deleted file mode 100644 index 664bee464..000000000 --- a/sprint/sum_test.Rmd +++ /dev/null @@ -1,121 +0,0 @@ ---- -title: "Matrix summation benchmarks for stm" -output: html_notebook ---- - -# Initialize -```{r} -library(stm) -library(pryr) -library(microbenchmark) - -K=100 -V=2000 -#V=2632 -N=1000 -#N=5000 -A=1 - -sigma.ss <- list(sum = diag(0.0, nrow=(K-1)), c = diag(0.0, nrow=(K-1))) -tsigma <- diag(0.0, nrow=(K-1)) -nu <- diag(0.333, nrow = (K-1)) - -beta.ss <- vector(mode="list", length=A) -for(i in 1:A) { - beta.ss[[i]] <- list(sum = matrix(0.0, nrow=K,ncol=V), c = matrix(0.0, nrow=K,ncol=V)) -} -beta.ss[[1]]$sum[2,2] = 10000 -tbeta <- matrix(0.0, nrow=K, ncol=V) -phi <- matrix(0.333, nrow=K, ncol=V) -words <- sample.int(V, V/2) -phi <- phi[,words] -``` - -# Test `n_beta_sumcpp` beta memory -```{r} -for(i in 1:N) { - cat(".") - before <- address(beta.ss) - stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words, beta.ss[[1]][[2]], phi) - after <- address(beta.ss) - if(before != after) { - cat("\nFailure! Memory locations are different!\n") - break - } -} -if(before == after) { - cat("\nSuccess! Memory location hasn't changed!") -} -``` - -# Test `n_sigma_sumcpp` sigma memory -```{r} -for(i in 1:N) { - cat(".") - before <- address(sigma.ss) - stm:::n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], nu, tsigma) - after <- address(sigma.ss) - if(before != after) { - cat("\nFailure! Memory locations are different!\n") - break - } -} -if(before == after) { - cat("\nSuccess! Memory location hasn't changed!") -} -``` - -# Test `n_beta_comb_sumcpp` beta output - -```{r} -# Create sumc mtx -sumc <- stm:::rowMergeMtx(beta.ss[[1]]$sum, beta.ss[[1]]$c) -print(sumc) -for(i in 1:N) { - stm:::n_beta_comb_sumcpp(sumc, words-1, phi) -} -print(sumc) -sumc <- stm:::rowSplitMtx(sumc) -print(sumc$top) -print(sumc$bottom) -``` - - - -# Test `n_beta_sumcpp` beta output -```{r} -for(i in 1:N) { - print(beta.ss[[1]]$sum) - stm:::n_beta_sumcpp(beta.ss[[1]][[1]], words-1, beta.ss[[1]][[2]], phi, tbeta) -} -print(beta.ss$sum) -``` - -# Test `n_sigma_sumcpp` sigma output -```{r} -for(i in 1:N) { - print(sigma.ss$sum) - stm:::n_sigma_sumcpp(sigma.ss[[1]], sigma.ss[[2]], nu, tsigma) -} -print(sigma.ss$sum) -``` - -# Benchmarking beta summation -```{r} -b1 <- beta.ss -b2 <- beta.ss -sumc <- stm:::rowMergeMtx(beta.ss[[1]]$sum, beta.ss[[1]]$c) -bb <- microbenchmark(stm:::n_beta_sumcpp_at(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), -stm:::n_beta_sumcpp_arma(b1[[1]][[1]], words-1, b1[[1]][[2]], phi, tbeta), -stm:::n_beta_sumcpp_oneloop(b1[[1]][[1]], words-1, b1[[1]][[2]], phi), -stm:::n_beta_comb_sumcpp(sumc, words-1, phi), -times=10000) -bb -all.equal(b1,b2) -``` - -# Benchmarking beta summation -```{r} -microbenchmark() -``` - diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index f76213c9a..970426eb8 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -52,134 +52,26 @@ BEGIN_RCPP return rcpp_result_gen; END_RCPP } -// n_mat_sumcpp -SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_); -RcppExport SEXP _stm_n_mat_sumcpp(SEXP sum_SEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { -BEGIN_RCPP - Rcpp::RObject rcpp_result_gen; - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); - rcpp_result_gen = Rcpp::wrap(n_mat_sumcpp(sum_, c_, input_, t_)); - return rcpp_result_gen; -END_RCPP -} // n_beta_sumcpp -void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_); -RcppExport SEXP _stm_n_beta_sumcpp(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - n_beta_sumcpp(sum_, aw, c_, input_); - return R_NilValue; -END_RCPP -} -// n_beta_comb_sumcpp -void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_); -RcppExport SEXP _stm_n_beta_comb_sumcpp(SEXP sumc_SEXP, SEXP awSEXP, SEXP input_SEXP) { +void n_beta_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_); +RcppExport SEXP _stm_n_beta_sumcpp(SEXP sumc_SEXP, SEXP awSEXP, SEXP input_SEXP) { BEGIN_RCPP Rcpp::RNGScope rcpp_rngScope_gen; Rcpp::traits::input_parameter< SEXP >::type sumc_(sumc_SEXP); Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - n_beta_comb_sumcpp(sumc_, aw, input_); - return R_NilValue; -END_RCPP -} -// n_beta_sumcpp_loop -void n_beta_sumcpp_loop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_); -RcppExport SEXP _stm_n_beta_sumcpp_loop(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); - n_beta_sumcpp_loop(sum_, aw, c_, input_, t_); - return R_NilValue; -END_RCPP -} -// n_beta_sumcpp_at -void n_beta_sumcpp_at(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_); -RcppExport SEXP _stm_n_beta_sumcpp_at(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); - n_beta_sumcpp_at(sum_, aw, c_, input_, t_); - return R_NilValue; -END_RCPP -} -// n_beta_sumcpp_oneloop -void n_beta_sumcpp_oneloop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_); -RcppExport SEXP _stm_n_beta_sumcpp_oneloop(SEXP sum_SEXP, SEXP awSEXP, SEXP c_SEXP, SEXP input_SEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - n_beta_sumcpp_oneloop(sum_, aw, c_, input_); - return R_NilValue; -END_RCPP -} -// n_beta_sumcpp_arma -void n_beta_sumcpp_arma(arma::mat& asum, const arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at); -RcppExport SEXP _stm_n_beta_sumcpp_arma(SEXP asumSEXP, SEXP awSEXP, SEXP acSEXP, SEXP ainputSEXP, SEXP atSEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< arma::mat& >::type asum(asumSEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type aw(awSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type ac(acSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type ainput(ainputSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type at(atSEXP); - n_beta_sumcpp_arma(asum, aw, ac, ainput, at); - return R_NilValue; -END_RCPP -} -// n_sigma_comb_sumcpp -void n_sigma_comb_sumcpp(SEXP sumc_, SEXP input_); -RcppExport SEXP _stm_n_sigma_comb_sumcpp(SEXP sumc_SEXP, SEXP input_SEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sumc_(sumc_SEXP); - Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - n_sigma_comb_sumcpp(sumc_, input_); + n_beta_sumcpp(sumc_, aw, input_); return R_NilValue; END_RCPP } // n_sigma_sumcpp -void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_); -RcppExport SEXP _stm_n_sigma_sumcpp(SEXP sum_SEXP, SEXP c_SEXP, SEXP input_SEXP, SEXP t_SEXP) { +void n_sigma_sumcpp(SEXP sumc_, SEXP input_); +RcppExport SEXP _stm_n_sigma_sumcpp(SEXP sumc_SEXP, SEXP input_SEXP) { BEGIN_RCPP Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< SEXP >::type sum_(sum_SEXP); - Rcpp::traits::input_parameter< SEXP >::type c_(c_SEXP); + Rcpp::traits::input_parameter< SEXP >::type sumc_(sumc_SEXP); Rcpp::traits::input_parameter< SEXP >::type input_(input_SEXP); - Rcpp::traits::input_parameter< SEXP >::type t_(t_SEXP); - n_sigma_sumcpp(sum_, c_, input_, t_); - return R_NilValue; -END_RCPP -} -// n_sigma_sumcpp_opt -void n_sigma_sumcpp_opt(arma::mat& asum, arma::mat& ac, arma::mat& ainput, arma::mat& at); -RcppExport SEXP _stm_n_sigma_sumcpp_opt(SEXP asumSEXP, SEXP acSEXP, SEXP ainputSEXP, SEXP atSEXP) { -BEGIN_RCPP - Rcpp::RNGScope rcpp_rngScope_gen; - Rcpp::traits::input_parameter< arma::mat& >::type asum(asumSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type ac(acSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type ainput(ainputSEXP); - Rcpp::traits::input_parameter< arma::mat& >::type at(atSEXP); - n_sigma_sumcpp_opt(asum, ac, ainput, at); + n_sigma_sumcpp(sumc_, input_); return R_NilValue; END_RCPP } @@ -188,16 +80,8 @@ static const R_CallMethodDef CallEntries[] = { {"_stm_lhoodcpp", (DL_FUNC) &_stm_lhoodcpp, 5}, {"_stm_gradcpp", (DL_FUNC) &_stm_gradcpp, 5}, {"_stm_hpbcpp", (DL_FUNC) &_stm_hpbcpp, 6}, - {"_stm_n_mat_sumcpp", (DL_FUNC) &_stm_n_mat_sumcpp, 4}, - {"_stm_n_beta_sumcpp", (DL_FUNC) &_stm_n_beta_sumcpp, 4}, - {"_stm_n_beta_comb_sumcpp", (DL_FUNC) &_stm_n_beta_comb_sumcpp, 3}, - {"_stm_n_beta_sumcpp_loop", (DL_FUNC) &_stm_n_beta_sumcpp_loop, 5}, - {"_stm_n_beta_sumcpp_at", (DL_FUNC) &_stm_n_beta_sumcpp_at, 5}, - {"_stm_n_beta_sumcpp_oneloop", (DL_FUNC) &_stm_n_beta_sumcpp_oneloop, 4}, - {"_stm_n_beta_sumcpp_arma", (DL_FUNC) &_stm_n_beta_sumcpp_arma, 5}, - {"_stm_n_sigma_comb_sumcpp", (DL_FUNC) &_stm_n_sigma_comb_sumcpp, 2}, - {"_stm_n_sigma_sumcpp", (DL_FUNC) &_stm_n_sigma_sumcpp, 4}, - {"_stm_n_sigma_sumcpp_opt", (DL_FUNC) &_stm_n_sigma_sumcpp_opt, 4}, + {"_stm_n_beta_sumcpp", (DL_FUNC) &_stm_n_beta_sumcpp, 3}, + {"_stm_n_sigma_sumcpp", (DL_FUNC) &_stm_n_sigma_sumcpp, 2}, {NULL, NULL, 0} }; diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 22a68fe15..8a1bc9c8c 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -193,65 +193,7 @@ SEXP hpbcpp(SEXP eta, } // [[Rcpp::export]] -SEXP n_mat_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - Rcpp::NumericMatrix t(t_); - arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - - at = asum + ainput; - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum = at; - return Rcpp::List::create(Rcpp::Named("sum") = asum, Rcpp::Named("c") = ac); -} - - -// [[Rcpp::export]] -void n_beta_sumcpp(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - for(arma::uword j=0; j= fabs(ainp_ij)); - ac.at(i,k) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); - } - } -} - - -// [[Rcpp::export]] -void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_) { +void n_beta_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_) { Rcpp::NumericMatrix sumc(sumc_); arma::mat asumc(sumc.begin(), sumc.nrow(), sumc.ncol(), false); @@ -276,155 +218,8 @@ void n_beta_comb_sumcpp(SEXP sumc_, const arma::uvec& aw, SEXP input_) { } } - -/*void n_beta_sumcpp(SEXP sum_, arma::uvec aw, SEXP c_, SEXP input_, SEXP t_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - Rcpp::NumericMatrix t(t_); - arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - - at.cols(aw) = asum.cols(aw) + ainput; - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac(i,aw[j]) += maskg*((stm:::n_beta_sumcpp_loop(beta.ss[[1]][[1]], words - 1, beta.ss[[1]][[2]], phi, tbeta) asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum.cols(aw) = at.cols(aw); -}*/ - -// [[Rcpp::export]] -void n_beta_sumcpp_loop(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - Rcpp::NumericMatrix t(t_); - arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum.cols(aw) = at.cols(aw); -} - // [[Rcpp::export]] -void n_beta_sumcpp_at(SEXP sum_, const arma::uvec& aw, SEXP c_, SEXP input_, SEXP t_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - Rcpp::NumericMatrix t(t_); - arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - asum.at(i,aw[j]) = at_ij; - } - } -} - -// [[Rcpp::export]] -void n_beta_sumcpp_arma(arma::mat& asum, const arma::uvec& aw, arma::mat& ac, arma::mat& ainput, arma::mat& at) { - - at.cols(aw) = asum.cols(aw) + ainput; - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,aw[j]) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum.cols(aw) = at.cols(aw); -} - -// [[Rcpp::export]] -void n_sigma_comb_sumcpp(SEXP sumc_, SEXP input_) { +void n_sigma_sumcpp(SEXP sumc_, SEXP input_) { Rcpp::NumericMatrix sumc(sumc_); arma::mat asumc(sumc.begin(), sumc.nrow(), sumc.ncol(), false); @@ -443,54 +238,4 @@ void n_sigma_comb_sumcpp(SEXP sumc_, SEXP input_) { asumc.at(i+1,j) += maskg*((asum_ij - at_ij) + ainp_ij) + (1-maskg)*((ainp_ij - at_ij) + asum_ij); } } -} - -// [[Rcpp::export]] -void n_sigma_sumcpp(SEXP sum_, SEXP c_, SEXP input_, SEXP t_) { - - Rcpp::NumericMatrix sum(sum_); - arma::mat asum(sum.begin(), sum.nrow(), sum.ncol(), false); - - Rcpp::NumericMatrix c(c_); - arma::mat ac(c.begin(), c.nrow(), c.ncol(), false); - - Rcpp::NumericMatrix input(input_); - arma::mat ainput(input.begin(), input.nrow(), input.ncol(), false); - - Rcpp::NumericMatrix t(t_); - arma::mat at(t.begin(), t.nrow(), t.ncol(), false); - - at = asum + ainput; - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum = at; -} - -// [[Rcpp::export]] -void n_sigma_sumcpp_opt(arma::mat& asum, arma::mat& ac, arma::mat& ainput, arma::mat& at) { - - at = asum + ainput; - - for(arma::uword j=0; j= std::abs(ainp_ij)); - int maskl = 1-maskg; - ac.at(i,j) += maskg*((asum_ij - at_ij) + ainp_ij) + maskl*((ainp_ij - at_ij) + asum_ij); - } - } - - asum = at; } \ No newline at end of file From 23fd6fcfab15ac76d8998672b7e94db4e5ab1efd Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 9 Jun 2020 20:34:23 -0400 Subject: [PATCH 015/142] G.M. -- Added randomized docs stability test, and Matrix:: in the STMestep.R script. --- R/STMestep.R | 6 +++--- inst/tests.R | 43 +++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 46 insertions(+), 3 deletions(-) create mode 100644 inst/tests.R diff --git a/R/STMestep.R b/R/STMestep.R index 7e564c4f0..649f371d0 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -71,7 +71,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o } else { vec <- 1:N } - + for(i in vec) { #update components doc <- documents[[i]] @@ -114,8 +114,8 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o #4) Combine and Return Sufficient Statistics lambda <- do.call(rbind, lambda) if(summation$neum_cpp) { - sigma.ss <- matrix((t(bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(sigma.ss)/2)))) %*% sigma.ss)[-seq(0, nrow(sigma.ss), 2),], nrow=as.integer(nrow(sigma.ss)/2), ncol=ncol(sigma.ss)) - beta.ss <- lapply(beta.ss, function(x) matrix((t(bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(x)/2)))) %*% x)[-seq(0, nrow(x), 2),], nrow=as.integer(nrow(x)/2), ncol=ncol(x))) + sigma.ss <- matrix((t(Matrix::bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(sigma.ss)/2)))) %*% sigma.ss)[-seq(0, nrow(sigma.ss), 2),], nrow=as.integer(nrow(sigma.ss)/2), ncol=ncol(sigma.ss)) + beta.ss <- lapply(beta.ss, function(x) matrix((t(Matrix::bdiag(rep(list(matrix(c(1,1,0,1), nrow=2, ncol=2)), as.integer(nrow(x)/2)))) %*% x)[-seq(0, nrow(x), 2),], nrow=as.integer(nrow(x)/2), ncol=ncol(x))) } return(list(sigma=sigma.ss, beta=beta.ss, bound=bound, lambda=lambda, vec=vec)) } diff --git a/inst/tests.R b/inst/tests.R new file mode 100644 index 000000000..25f090c5e --- /dev/null +++ b/inst/tests.R @@ -0,0 +1,43 @@ +library(stm) + +# Get the docs +docs = poliblog5k.docs +voc = poliblog5k.voc +heldout <- make.heldout(docs, voc) + +# For dataframe +num_iter <- numeric() +var_bound <- numeric() +doc_order <- character() + +ks <- 5:100 + +cat("Summation time trials\n") +for(k in ks) { + cat(paste("k:", k, "\n")) + cat("deterministic run\n") + deter <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, deter$convergence$its) + var_bound <- cbind(var_bound, max(deter$convergence$bound)) + doc_order <- cbind(doc_order, "deter") + cat("randomized run\n") + rand <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", seed=13, max.em.its = 100, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE, rand_docs=TRUE)) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, rand$convergence$its) + var_bound <- cbind(var_bound, max(rand$convergence$bound)) + doc_order <- cbind(doc_order, "rand") + print(all.equal(deter$phi, rand$phi)) + print(all.equal(deter$sigma, rand$sigma)) + print(all.equal(deter$theta, rand$theta)) + print(all.equal(deter$nu, rand$nu)) +} + +neum_sum_df <- data.frame( + num_topics = as.numeric(num_topics), + num_iter = as.numeric(num_iter), + var_bound = as.numeric(var_bound), + doc_order = as.character(sum_type) +) + +save(neum_sum_df,file="neum_sum_df.Rda") \ No newline at end of file From 6aaf9db4d27647ca0a060049dd1471e2ff9e5e7a Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 9 Jun 2020 20:51:47 -0400 Subject: [PATCH 016/142] G.M. -- Minor bug in tests.R. --- inst/tests.R | 1 + 1 file changed, 1 insertion(+) diff --git a/inst/tests.R b/inst/tests.R index 25f090c5e..fc6c92db7 100644 --- a/inst/tests.R +++ b/inst/tests.R @@ -6,6 +6,7 @@ voc = poliblog5k.voc heldout <- make.heldout(docs, voc) # For dataframe +num_topics <- numeric() num_iter <- numeric() var_bound <- numeric() doc_order <- character() From 6189660d101beee87fe7ef5a7e7ec3a15f0fdbb4 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 10 Jun 2020 08:24:25 -0400 Subject: [PATCH 017/142] G.M. -- Minor bug in tests.R. --- inst/tests.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/tests.R b/inst/tests.R index fc6c92db7..3ae2b2d41 100644 --- a/inst/tests.R +++ b/inst/tests.R @@ -38,7 +38,7 @@ neum_sum_df <- data.frame( num_topics = as.numeric(num_topics), num_iter = as.numeric(num_iter), var_bound = as.numeric(var_bound), - doc_order = as.character(sum_type) + doc_order = as.character(doc_order) ) save(neum_sum_df,file="neum_sum_df.Rda") \ No newline at end of file From ed4d9adf111ba8c46ee1495bba75db46ae949f03 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 10 Jun 2020 09:09:41 -0400 Subject: [PATCH 018/142] G.M. -- Updated randomized docs stability tests and added control test, added summation speed comparison tests. --- inst/{tests.R => neum_sum_st.R} | 6 ++-- inst/reg_sum_st.R | 44 ++++++++++++++++++++++++++++ inst/speed_comp.R | 52 +++++++++++++++++++++++++++++++++ 3 files changed, 99 insertions(+), 3 deletions(-) rename inst/{tests.R => neum_sum_st.R} (92%) create mode 100644 inst/reg_sum_st.R create mode 100644 inst/speed_comp.R diff --git a/inst/tests.R b/inst/neum_sum_st.R similarity index 92% rename from inst/tests.R rename to inst/neum_sum_st.R index 3ae2b2d41..02b7fc880 100644 --- a/inst/tests.R +++ b/inst/neum_sum_st.R @@ -13,7 +13,7 @@ doc_order <- character() ks <- 5:100 -cat("Summation time trials\n") +cat("Summation stability tests\n") for(k in ks) { cat(paste("k:", k, "\n")) cat("deterministic run\n") @@ -34,11 +34,11 @@ for(k in ks) { print(all.equal(deter$nu, rand$nu)) } -neum_sum_df <- data.frame( +neum_sum_st_df <- data.frame( num_topics = as.numeric(num_topics), num_iter = as.numeric(num_iter), var_bound = as.numeric(var_bound), doc_order = as.character(doc_order) ) -save(neum_sum_df,file="neum_sum_df.Rda") \ No newline at end of file +save(neum_sum_st_df,file="neum_sum_st_df.Rda") \ No newline at end of file diff --git a/inst/reg_sum_st.R b/inst/reg_sum_st.R new file mode 100644 index 000000000..976db0f70 --- /dev/null +++ b/inst/reg_sum_st.R @@ -0,0 +1,44 @@ +library(stm) + +# Get the docs +docs = poliblog5k.docs +voc = poliblog5k.voc +heldout <- make.heldout(docs, voc) + +# For dataframe +num_topics <- numeric() +num_iter <- numeric() +var_bound <- numeric() +doc_order <- character() + +ks <- 5:100 + +cat("Summation stability tests\n") +for(k in ks) { + cat(paste("k:", k, "\n")) + cat("deterministic run\n") + deter <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method="BFGS")) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, deter$convergence$its) + var_bound <- cbind(var_bound, max(deter$convergence$bound)) + doc_order <- cbind(doc_order, "deter") + cat("randomized run\n") + rand <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", seed=13, max.em.its = 100, verbose = FALSE, control=list(method="BFGS", rand_docs=TRUE)) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, rand$convergence$its) + var_bound <- cbind(var_bound, max(rand$convergence$bound)) + doc_order <- cbind(doc_order, "rand") + print(all.equal(deter$phi, rand$phi)) + print(all.equal(deter$sigma, rand$sigma)) + print(all.equal(deter$theta, rand$theta)) + print(all.equal(deter$nu, rand$nu)) +} + +reg_sum_st_df <- data.frame( + num_topics = as.numeric(num_topics), + num_iter = as.numeric(num_iter), + var_bound = as.numeric(var_bound), + doc_order = as.character(doc_order) +) + +save(reg_sum_st_df,file="reg_sum_st_df.Rda") \ No newline at end of file diff --git a/inst/speed_comp.R b/inst/speed_comp.R new file mode 100644 index 000000000..d1b08dc6e --- /dev/null +++ b/inst/speed_comp.R @@ -0,0 +1,52 @@ +library(stm) + +# Get the docs +docs = poliblog5k.docs +voc = poliblog5k.voc +heldout <- make.heldout(docs, voc) + +# For dataframe +num_topics <- numeric() +num_iter <- numeric() +run_time <- numeric() +var_bound <- numeric() +sum_type <- character() + +ks <- 5:100 + +cat("Summation speed comparisons\n") +for(k in ks) { + cat(paste("k:", k, "\n")) + cat("Determine max.em.its\n") + neum <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) + neum_iter <- neum$convergence$its + reg <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method="BFGS")) + reg_iter <- reg$convergence$its + max_iter <- min(neum_iter, reg_iter) + + cat("Neumaier sum run\n") + neum <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = max_iter, verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, neum$convergence$its) + run_time <- cbind(run_time, neum$time) + var_bound <- cbind(var_bound, max(neum$convergence$bound)) + sum_type <- cbind(sum_type, "neum") + + cat("Regular sum run\n") + reg <- stm(heldout$documents, heldout$vocab, K=k, init.type = "Spectral", max.em.its = max_iter, verbose = FALSE, control=list(method="BFGS")) + num_topics <- cbind(num_topics, k) + num_iter <- cbind(num_iter, reg$convergence$its) + run_time <- cbind(run_time, reg$time) + var_bound <- cbind(var_bound, max(reg$convergence$bound)) + sum_type <- cbind(sum_type, "reg") +} + +speed_comp_df <- data.frame( + num_topics = as.numeric(num_topics), + num_iter = as.numeric(num_iter), + run_time = as.numeric(run_time), + var_bound = as.numeric(var_bound), + sum_type = as.character(sum_type) +) + +save(speed_comp_df,file="speed_comp_df.Rda") \ No newline at end of file From 0ab83724ba9b6f2c02ad6d72d554b126ef3b4bd1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 11 Jun 2020 18:43:09 -0400 Subject: [PATCH 019/142] G.M. -- Added big data test. --- inst/big_data_st.R | 68 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 68 insertions(+) create mode 100644 inst/big_data_st.R diff --git a/inst/big_data_st.R b/inst/big_data_st.R new file mode 100644 index 000000000..da4fa800c --- /dev/null +++ b/inst/big_data_st.R @@ -0,0 +1,68 @@ +#!/usr/bin/env Rscript +library(stm) + +# Get command line arguments 1 doc order, 2 summation +args = commandArgs(trailingOnly=TRUE) + +# Load data set settings +prepped.docs <- readRDS("prepped_docs.rds") +num_topics=105 +max_its=25 + +set.seed(08540) + +if(args[1]=="rand" & args[2]=="neum") { + cat("Running rand/neum... \n") + rand_neum <- stm(prepped.docs$documents, + prepped.docs$vocab, + K=num_topics, + max.em.its = max_its, + prevalence = ~ matched + s(date), + data = prepped.docs$meta, + init.type = "Spectral", + verbose = FALSE, + control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) + save(rand_neum,file="rand_neum.Rda") +} + +if(args[1]=="deter" & args[2]=="neum") { + cat("Running deter/neum... \n") + deter_neum <- stm(prepped.docs$documents, + prepped.docs$vocab, + K=num_topics, + max.em.its = max_its, + prevalence = ~ matched + s(date), + data = prepped.docs$meta, + init.type = "Spectral", + verbose = FALSE, + control=list(method="BFGS", neum_sum_cpp=TRUE)) + save(deter_neum,file="deter_neum.Rda") +} + +if(args[1]=="rand" & args[2]=="reg") { + cat("Running rand/reg... \n") + rand_reg <- stm(prepped.docs$documents, + prepped.docs$vocab, + K=num_topics, + max.em.its = max_its, + prevalence = ~ matched + s(date), + data = prepped.docs$meta, + init.type = "Spectral", + verbose = FALSE, + control=list(method="BFGS", rand_docs=TRUE)) + save(rand_reg,file="rand_reg.Rda") +} + +if(args[1]=="deter" & args[2]=="reg") { + cat("Running deter/reg... \n") + deter_reg <- stm(prepped.docs$documents, + prepped.docs$vocab, + K=num_topics, + max.em.its = max_its, + prevalence = ~ matched + s(date), + data = prepped.docs$meta, + init.type = "Spectral", + verbose = FALSE, + control=list(method="BFGS")) + save(deter_reg,file="deter_reg.Rda") +} \ No newline at end of file From 1e0ea68840c0039a97c0b4304d7c84db95af1986 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 11 Jun 2020 18:46:19 -0400 Subject: [PATCH 020/142] G.M. -- Added big data test. --- inst/big_data_st.R | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/inst/big_data_st.R b/inst/big_data_st.R index da4fa800c..54b8ad7b8 100644 --- a/inst/big_data_st.R +++ b/inst/big_data_st.R @@ -5,9 +5,9 @@ library(stm) args = commandArgs(trailingOnly=TRUE) # Load data set settings -prepped.docs <- readRDS("prepped_docs.rds") +prepped.docs <- readRDS("/home/gyorgym/sociology/stm/hwaight/prepped_docs.rds") num_topics=105 -max_its=25 +max_its=1 set.seed(08540) @@ -22,7 +22,7 @@ if(args[1]=="rand" & args[2]=="neum") { init.type = "Spectral", verbose = FALSE, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) - save(rand_neum,file="rand_neum.Rda") + save(rand_neum,file="/home/gyorgym/sociology/stm/sprint/rand_neum.Rda") } if(args[1]=="deter" & args[2]=="neum") { @@ -36,7 +36,7 @@ if(args[1]=="deter" & args[2]=="neum") { init.type = "Spectral", verbose = FALSE, control=list(method="BFGS", neum_sum_cpp=TRUE)) - save(deter_neum,file="deter_neum.Rda") + save(deter_neum,file="/home/gyorgym/sociology/stm/sprint/deter_neum.Rda") } if(args[1]=="rand" & args[2]=="reg") { @@ -50,7 +50,7 @@ if(args[1]=="rand" & args[2]=="reg") { init.type = "Spectral", verbose = FALSE, control=list(method="BFGS", rand_docs=TRUE)) - save(rand_reg,file="rand_reg.Rda") + save(rand_reg,file="/home/gyorgym/sociology/stm/sprint/rand_reg.Rda") } if(args[1]=="deter" & args[2]=="reg") { @@ -64,5 +64,5 @@ if(args[1]=="deter" & args[2]=="reg") { init.type = "Spectral", verbose = FALSE, control=list(method="BFGS")) - save(deter_reg,file="deter_reg.Rda") + save(deter_reg,file="/home/gyorgym/sociology/stm/sprint/deter_reg.Rda") } \ No newline at end of file From 190e168b060752d5363920536814ce31d15d61bd Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 11 Jun 2020 19:09:06 -0400 Subject: [PATCH 021/142] G.M. -- Added big data test. --- inst/big_data_st.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/big_data_st.R b/inst/big_data_st.R index 54b8ad7b8..4626e4177 100644 --- a/inst/big_data_st.R +++ b/inst/big_data_st.R @@ -6,7 +6,7 @@ args = commandArgs(trailingOnly=TRUE) # Load data set settings prepped.docs <- readRDS("/home/gyorgym/sociology/stm/hwaight/prepped_docs.rds") -num_topics=105 +num_topics=2 max_its=1 set.seed(08540) From ab92ed04fb33cb1f16ea5707bab9807b315daa82 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 11 Jun 2020 21:40:39 -0400 Subject: [PATCH 022/142] G.M. -- Added big data test. --- inst/big_data_st.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/big_data_st.R b/inst/big_data_st.R index 4626e4177..7b8bfd4e2 100644 --- a/inst/big_data_st.R +++ b/inst/big_data_st.R @@ -6,8 +6,8 @@ args = commandArgs(trailingOnly=TRUE) # Load data set settings prepped.docs <- readRDS("/home/gyorgym/sociology/stm/hwaight/prepped_docs.rds") -num_topics=2 -max_its=1 +num_topics=105 +max_its=25 set.seed(08540) From 14fa7de69c65706dda3468b871a3a5e27faa7d6c Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 16:38:17 -0400 Subject: [PATCH 023/142] G.M. -- Added github actions .yml to sumcpp branch. --- .github/workflows/stability_test.yml | 33 ++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) create mode 100644 .github/workflows/stability_test.yml diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml new file mode 100644 index 000000000..813b457da --- /dev/null +++ b/.github/workflows/stability_test.yml @@ -0,0 +1,33 @@ +# This is a basic workflow to help you get started with Actions + +name: CI + +# Controls when the action will run. Triggers the workflow on push or pull request +# events but only for the master branch +on: + push: + branches: [ sumcpp ] + pull_request: + branches: [ sumcpp ] + +# A workflow run is made up of one or more jobs that can run sequentially or in parallel +jobs: + # This workflow contains a single job called "build" + build: + # The type of runner that the job will run on + runs-on: ubuntu-latest + + # Steps represent a sequence of tasks that will be executed as part of the job + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project From 628b918069095c11c2f60ebd945e2fdf9b4ffe17 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:06:02 -0400 Subject: [PATCH 024/142] G.M. -- Updated github actions .yml on sumcpp branch. --- .github/workflows/stability_test.yml | 78 +++++++++++++++++++++------- 1 file changed, 58 insertions(+), 20 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 813b457da..70f76f0f2 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -3,7 +3,7 @@ name: CI # Controls when the action will run. Triggers the workflow on push or pull request -# events but only for the master branch +# events but only for the sumcpp branch on: push: branches: [ sumcpp ] @@ -12,22 +12,60 @@ on: # A workflow run is made up of one or more jobs that can run sequentially or in parallel jobs: - # This workflow contains a single job called "build" - build: - # The type of runner that the job will run on - runs-on: ubuntu-latest - - # Steps represent a sequence of tasks that will be executed as part of the job - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project + Ubuntu: + name: Generate results on the latest Ubuntu release + runs-on: ubuntu-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Ubuntu! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + MacOS: + name: Generate results on MacOS and compare them to Ubuntu + needs: Ubuntu + runs-on: macOS-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from MacOS! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + + Windows: + name: Generate results on Windows and compare them to MacOS + needs: MacOS + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Windows! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + From 011a825efd8d51f8d2317ef4e07250648fe6cd02 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:22:56 -0400 Subject: [PATCH 025/142] G.M. -- Updated github actions .yml on sumcpp branch. --- .github/workflows/stability_test.yml | 80 ++++++++++++++-------------- 1 file changed, 40 insertions(+), 40 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 70f76f0f2..86b34035a 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -18,7 +18,7 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 + - uses: actions/checkout@v2 # Runs a single command using the runners shell - name: Run a one-line script @@ -29,43 +29,43 @@ jobs: run: | echo Add other actions to build, echo test, and deploy your project - - MacOS: - name: Generate results on MacOS and compare them to Ubuntu - needs: Ubuntu - runs-on: macOS-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from MacOS! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - - Windows: - name: Generate results on Windows and compare them to MacOS - needs: MacOS - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Windows! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - +# +# MacOS: +# name: Generate results on MacOS and compare them to Ubuntu +# needs: Ubuntu +# runs-on: macOS-latest +# +# steps: +# # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it +# - uses: actions/checkout@v2 +# +# # Runs a single command using the runners shell +# - name: Run a one-line script +# run: echo Hello, world from MacOS! +# +# # Runs a set of commands using the runners shell +# - name: Run a multi-line script +# run: | +# echo Add other actions to build, +# echo test, and deploy your project +# +# +# Windows: +# name: Generate results on Windows and compare them to MacOS +# needs: MacOS +# +# steps: +# # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it +# - uses: actions/checkout@v2 +# +# # Runs a single command using the runners shell +# - name: Run a one-line script +# run: echo Hello, world from Windows! +# +# # Runs a set of commands using the runners shell +# - name: Run a multi-line script +# run: | +# echo Add other actions to build, +# echo test, and deploy your project +# From 367c75942feea7063f7adedb5bbc6487a8cd1f44 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:37:52 -0400 Subject: [PATCH 026/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 86b34035a..aef98650f 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -15,15 +15,15 @@ jobs: Ubuntu: name: Generate results on the latest Ubuntu release runs-on: ubuntu-latest - + steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - + - uses: actions/checkout@v2 + # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from Ubuntu! - + # Runs a set of commands using the runners shell - name: Run a multi-line script run: | From 1f8ab1b3d0186f4d61c7d37e85b2fd7499189075 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:42:55 -0400 Subject: [PATCH 027/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index aef98650f..15b1c0320 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -17,18 +17,18 @@ jobs: runs-on: ubuntu-latest steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Ubuntu! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Ubuntu! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project # # MacOS: # name: Generate results on MacOS and compare them to Ubuntu From 4216a7c371910e33028d463bfd38dc9e97fe1eee Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:44:32 -0400 Subject: [PATCH 028/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 78 ++++++++++++++-------------- 1 file changed, 39 insertions(+), 39 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 15b1c0320..0d93f4e88 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -29,43 +29,43 @@ jobs: run: | echo Add other actions to build, echo test, and deploy your project -# -# MacOS: -# name: Generate results on MacOS and compare them to Ubuntu -# needs: Ubuntu -# runs-on: macOS-latest -# -# steps: -# # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it -# - uses: actions/checkout@v2 -# -# # Runs a single command using the runners shell -# - name: Run a one-line script -# run: echo Hello, world from MacOS! -# -# # Runs a set of commands using the runners shell -# - name: Run a multi-line script -# run: | -# echo Add other actions to build, -# echo test, and deploy your project -# -# -# Windows: -# name: Generate results on Windows and compare them to MacOS -# needs: MacOS -# -# steps: -# # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it -# - uses: actions/checkout@v2 -# -# # Runs a single command using the runners shell -# - name: Run a one-line script -# run: echo Hello, world from Windows! -# -# # Runs a set of commands using the runners shell -# - name: Run a multi-line script -# run: | -# echo Add other actions to build, -# echo test, and deploy your project -# + + MacOS: + name: Generate results on MacOS and compare them to Ubuntu + needs: Ubuntu + runs-on: macOS-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from MacOS! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + + Windows: + name: Generate results on Windows and compare them to MacOS + needs: MacOS + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Windows! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + From 594297b27a6629091db5bc8be6daf41ba60d2a6d Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:47:29 -0400 Subject: [PATCH 029/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 0d93f4e88..bf508c5bc 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -38,11 +38,11 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - uses: actions/checkout@v2 - + # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from MacOS! - + # Runs a set of commands using the runners shell - name: Run a multi-line script run: | @@ -57,11 +57,11 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - uses: actions/checkout@v2 - + # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from Windows! - + # Runs a set of commands using the runners shell - name: Run a multi-line script run: | From 1a244675cd4703cfb11b5ba1430f449a7289d1c0 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 17:53:40 -0400 Subject: [PATCH 030/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index bf508c5bc..54e7d87b2 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -12,7 +12,7 @@ on: # A workflow run is made up of one or more jobs that can run sequentially or in parallel jobs: - Ubuntu: + Ubuntu: name: Generate results on the latest Ubuntu release runs-on: ubuntu-latest From bd503ccddb4b295106eba25ddf68fb26731c9473 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 18:01:36 -0400 Subject: [PATCH 031/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 54e7d87b2..adf98de00 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -53,6 +53,7 @@ jobs: Windows: name: Generate results on Windows and compare them to MacOS needs: MacOS + runs-on: windows-latest steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it From 0e9e8a1d2e0c56ad832f572d26e9d232d5834045 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 18:20:37 -0400 Subject: [PATCH 032/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index adf98de00..dee7bcdcf 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -19,6 +19,11 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install dependencies + run: | + install.packages(c("remotes", "rcmdcheck")) + remotes::install_deps(dependencies = TRUE) # Runs a single command using the runners shell - name: Run a one-line script From c8eaa1347dab0be495a8fbf15b845c7db42cf781 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 18:28:02 -0400 Subject: [PATCH 033/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index dee7bcdcf..7ff3da17a 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -24,7 +24,7 @@ jobs: run: | install.packages(c("remotes", "rcmdcheck")) remotes::install_deps(dependencies = TRUE) - + shell: Rscript {0} # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from Ubuntu! From bc3122bc503c00738dcae1dab93fea15a58d50d8 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 18:31:18 -0400 Subject: [PATCH 034/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 7ff3da17a..6571f9d7d 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -24,7 +24,7 @@ jobs: run: | install.packages(c("remotes", "rcmdcheck")) remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} + shell: Rscript {0} # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from Ubuntu! From 0c19cf607d726489a4497670ed0fea3cde5d6ada Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 19:20:32 -0400 Subject: [PATCH 035/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 6571f9d7d..a9ae25a59 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -18,6 +18,9 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - name: Install dependencies + run: | + sudo apt-get install libcurl4-openssl-dev - uses: actions/checkout@v2 - uses: r-lib/actions/setup-r@master - name: Install dependencies From a57392820e984400d7519634077440949799411c Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 19:53:27 -0400 Subject: [PATCH 036/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index a9ae25a59..f89684ed5 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -45,6 +45,14 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + + - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install dependencies + run: | + install.packages(c("remotes", "rcmdcheck")) + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} - uses: actions/checkout@v2 # Runs a single command using the runners shell @@ -66,6 +74,13 @@ jobs: steps: # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install dependencies + run: | + install.packages(c("remotes", "rcmdcheck")) + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + - uses: actions/checkout@v2 # Runs a single command using the runners shell - name: Run a one-line script From 855256974d7349af012dad3b1ba24e96dfcf5b32 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 29 Jun 2020 20:57:29 -0400 Subject: [PATCH 037/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index f89684ed5..a7ec96eae 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -27,7 +27,18 @@ jobs: run: | install.packages(c("remotes", "rcmdcheck")) remotes::install_deps(dependencies = TRUE) + library(stm) + docs = poliblog5k.docs + voc = poliblog5k.voc + heldout <- make.heldout(docs, voc) + ubuntu <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) + save(ubuntu,file="result/ubuntu.Rda") shell: Rscript {0} + - name: Run stm and upload result for Ubuntu + uses: actions/upload-artifact@v1 + with: + name: result + path: result/ubuntu.Rda # Runs a single command using the runners shell - name: Run a one-line script run: echo Hello, world from Ubuntu! From 81e6ca00bdd07f8eefc026a4a8a5b46ead63436c Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 09:38:12 -0400 Subject: [PATCH 038/142] G.M. -- Updated ./*.yml file(s). --- .github/workflows/stability_test.yml | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index a7ec96eae..20f64f984 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -25,8 +25,11 @@ jobs: - uses: r-lib/actions/setup-r@master - name: Install dependencies run: | - install.packages(c("remotes", "rcmdcheck")) + install.packages(c("remotes", "rcmdcheck", "devtools")) remotes::install_deps(dependencies = TRUE) + library(devtools) + build() + install() library(stm) docs = poliblog5k.docs voc = poliblog5k.voc From 2ee83b5602582aeb67471357812b82d61ef6fc63 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 10:23:19 -0400 Subject: [PATCH 039/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 20f64f984..bcedb1fd8 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -23,13 +23,19 @@ jobs: sudo apt-get install libcurl4-openssl-dev - uses: actions/checkout@v2 - uses: r-lib/actions/setup-r@master - - name: Install dependencies + - name: Install R packages run: | install.packages(c("remotes", "rcmdcheck", "devtools")) remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + - name: Build and install stm + run: | library(devtools) - build() + build(vignettes = FALSE) install() + shell: Rscript {0} + - name: Run stm example and save output + run: | library(stm) docs = poliblog5k.docs voc = poliblog5k.voc From 7010194b4e273dc788c18557f224a86595cb3fec Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 11:12:48 -0400 Subject: [PATCH 040/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index bcedb1fd8..049636355 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -41,7 +41,7 @@ jobs: voc = poliblog5k.voc heldout <- make.heldout(docs, voc) ubuntu <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) - save(ubuntu,file="result/ubuntu.Rda") + save(ubuntu,file="ubuntu.Rda") shell: Rscript {0} - name: Run stm and upload result for Ubuntu uses: actions/upload-artifact@v1 From f577957d5cb40bb976a1773f5f875ef1d8a22051 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 11:51:14 -0400 Subject: [PATCH 041/142] Adding stability test R script. --- inst/stab_test.R | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) create mode 100644 inst/stab_test.R diff --git a/inst/stab_test.R b/inst/stab_test.R new file mode 100644 index 000000000..b0a647af0 --- /dev/null +++ b/inst/stab_test.R @@ -0,0 +1,22 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +# Generate data +docs = poliblog5k.docs +voc = poliblog5k.voc +heldout <- make.heldout(docs, voc) + +reg <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) + +reg_file = str_c("reg_", args[1], ".Rda") +save(reg, file=reg_file) + +neum <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) + +neum_file = str_c("neum_", args[1], ".Rda") +save(neum, file=neum_file) + From 17f6949ac658556c25c6b7e196a8183b7aa6fd0d Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 11:55:01 -0400 Subject: [PATCH 042/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/sequential_stab_test.yml | 115 +++++++++++++ .github/workflows/stability_test.yml | 182 +++++++++------------ 2 files changed, 188 insertions(+), 109 deletions(-) create mode 100644 .github/workflows/sequential_stab_test.yml diff --git a/.github/workflows/sequential_stab_test.yml b/.github/workflows/sequential_stab_test.yml new file mode 100644 index 000000000..049636355 --- /dev/null +++ b/.github/workflows/sequential_stab_test.yml @@ -0,0 +1,115 @@ +# This is a basic workflow to help you get started with Actions + +name: CI + +# Controls when the action will run. Triggers the workflow on push or pull request +# events but only for the sumcpp branch +on: + push: + branches: [ sumcpp ] + pull_request: + branches: [ sumcpp ] + +# A workflow run is made up of one or more jobs that can run sequentially or in parallel +jobs: + Ubuntu: + name: Generate results on the latest Ubuntu release + runs-on: ubuntu-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - name: Install dependencies + run: | + sudo apt-get install libcurl4-openssl-dev + - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install R packages + run: | + install.packages(c("remotes", "rcmdcheck", "devtools")) + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + - name: Build and install stm + run: | + library(devtools) + build(vignettes = FALSE) + install() + shell: Rscript {0} + - name: Run stm example and save output + run: | + library(stm) + docs = poliblog5k.docs + voc = poliblog5k.voc + heldout <- make.heldout(docs, voc) + ubuntu <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) + save(ubuntu,file="ubuntu.Rda") + shell: Rscript {0} + - name: Run stm and upload result for Ubuntu + uses: actions/upload-artifact@v1 + with: + name: result + path: result/ubuntu.Rda + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Ubuntu! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + MacOS: + name: Generate results on MacOS and compare them to Ubuntu + needs: Ubuntu + runs-on: macOS-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + + - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install dependencies + run: | + install.packages(c("remotes", "rcmdcheck")) + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from MacOS! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + + Windows: + name: Generate results on Windows and compare them to MacOS + needs: MacOS + runs-on: windows-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v2 + - uses: r-lib/actions/setup-r@master + - name: Install dependencies + run: | + install.packages(c("remotes", "rcmdcheck")) + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + - uses: actions/checkout@v2 + + # Runs a single command using the runners shell + - name: Run a one-line script + run: echo Hello, world from Windows! + + # Runs a set of commands using the runners shell + - name: Run a multi-line script + run: | + echo Add other actions to build, + echo test, and deploy your project + + diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 049636355..ccad27f6a 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -1,115 +1,79 @@ -# This is a basic workflow to help you get started with Actions - -name: CI - -# Controls when the action will run. Triggers the workflow on push or pull request -# events but only for the sumcpp branch on: push: - branches: [ sumcpp ] - pull_request: - branches: [ sumcpp ] + branches: + - sumcpp + +name: Stability test -# A workflow run is made up of one or more jobs that can run sequentially or in parallel jobs: - Ubuntu: - name: Generate results on the latest Ubuntu release - runs-on: ubuntu-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - name: Install dependencies - run: | - sudo apt-get install libcurl4-openssl-dev - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install R packages - run: | - install.packages(c("remotes", "rcmdcheck", "devtools")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - name: Build and install stm - run: | - library(devtools) - build(vignettes = FALSE) - install() - shell: Rscript {0} - - name: Run stm example and save output - run: | - library(stm) - docs = poliblog5k.docs - voc = poliblog5k.voc - heldout <- make.heldout(docs, voc) - ubuntu <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) - save(ubuntu,file="ubuntu.Rda") - shell: Rscript {0} - - name: Run stm and upload result for Ubuntu - uses: actions/upload-artifact@v1 - with: - name: result - path: result/ubuntu.Rda - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Ubuntu! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - MacOS: - name: Generate results on MacOS and compare them to Ubuntu - needs: Ubuntu - runs-on: macOS-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install dependencies - run: | - install.packages(c("remotes", "rcmdcheck")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from MacOS! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - - Windows: - name: Generate results on Windows and compare them to MacOS - needs: MacOS - runs-on: windows-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install dependencies - run: | - install.packages(c("remotes", "rcmdcheck")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Windows! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project + stab_test: + runs-on: ${{ matrix.config.os }} + + name: ${{ matrix.config.os }} (${{ matrix.config.r }}) + + strategy: + fail-fast: false + matrix: + config: + - {os: windows-latest, r: 'release'} + - {os: macOS-latest, r: 'release'} + - {os: ubuntu-16.04, r: 'release', rspm: "https://packagemanager.rstudio.com/cran/__linux__/xenial/latest"} + + env: + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + RSPM: ${{ matrix.config.rspm }} + + steps: + - uses: actions/checkout@v2 + + - uses: r-lib/actions/setup-r@master + with: + r-version: ${{ matrix.config.r }} + + - uses: r-lib/actions/setup-pandoc@master + + - name: Query dependencies + run: | + install.packages(c("remotes", "devtools", "stringr")) + saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) + shell: Rscript {0} + + - name: Cache R packages + if: runner.os != 'Windows' + uses: actions/cache@v1 + with: + path: ${{ env.R_LIBS_USER }} + key: ${{ runner.os }}-r-${{ matrix.config.r }}-1-${{ hashFiles('.github/depends.Rds') }} + restore-keys: ${{ runner.os }}-r-${{ matrix.config.r }}-1- + + - name: Install system dependencies + if: runner.os == 'Linux' + 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) + shell: Rscript {0} + + - name: Build and install stm + run: | + library(devtools) + build(vignettes = FALSE) + install() + shell: Rscript {0} + + - name: Run test + run: | + Rscript ./inst/stab_test.R ${{ runner.os }} + + - name: Upload test results + uses: actions/upload-artifact@master + with: + path: ${{ github.workspace }} From e4666892d7b36cfd5100541abf523181007945c1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 11:57:54 -0400 Subject: [PATCH 043/142] removed sequential_stab_test.yml from the repo. --- .github/workflows/sequential_stab_test.yml | 115 --------------------- 1 file changed, 115 deletions(-) delete mode 100644 .github/workflows/sequential_stab_test.yml diff --git a/.github/workflows/sequential_stab_test.yml b/.github/workflows/sequential_stab_test.yml deleted file mode 100644 index 049636355..000000000 --- a/.github/workflows/sequential_stab_test.yml +++ /dev/null @@ -1,115 +0,0 @@ -# This is a basic workflow to help you get started with Actions - -name: CI - -# Controls when the action will run. Triggers the workflow on push or pull request -# events but only for the sumcpp branch -on: - push: - branches: [ sumcpp ] - pull_request: - branches: [ sumcpp ] - -# A workflow run is made up of one or more jobs that can run sequentially or in parallel -jobs: - Ubuntu: - name: Generate results on the latest Ubuntu release - runs-on: ubuntu-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - name: Install dependencies - run: | - sudo apt-get install libcurl4-openssl-dev - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install R packages - run: | - install.packages(c("remotes", "rcmdcheck", "devtools")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - name: Build and install stm - run: | - library(devtools) - build(vignettes = FALSE) - install() - shell: Rscript {0} - - name: Run stm example and save output - run: | - library(stm) - docs = poliblog5k.docs - voc = poliblog5k.voc - heldout <- make.heldout(docs, voc) - ubuntu <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) - save(ubuntu,file="ubuntu.Rda") - shell: Rscript {0} - - name: Run stm and upload result for Ubuntu - uses: actions/upload-artifact@v1 - with: - name: result - path: result/ubuntu.Rda - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Ubuntu! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - MacOS: - name: Generate results on MacOS and compare them to Ubuntu - needs: Ubuntu - runs-on: macOS-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install dependencies - run: | - install.packages(c("remotes", "rcmdcheck")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from MacOS! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - - Windows: - name: Generate results on Windows and compare them to MacOS - needs: MacOS - runs-on: windows-latest - - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@master - - name: Install dependencies - run: | - install.packages(c("remotes", "rcmdcheck")) - remotes::install_deps(dependencies = TRUE) - shell: Rscript {0} - - uses: actions/checkout@v2 - - # Runs a single command using the runners shell - - name: Run a one-line script - run: echo Hello, world from Windows! - - # Runs a set of commands using the runners shell - - name: Run a multi-line script - run: | - echo Add other actions to build, - echo test, and deploy your project - - From 731c973443e16e67c506fbf7da60f7c8ab1f2e7f Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 12:51:34 -0400 Subject: [PATCH 044/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index ccad27f6a..ddc6f0459 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -24,6 +24,10 @@ jobs: RSPM: ${{ matrix.config.rspm }} steps: + - name: Manage Bazel dist + run: | + echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + - name: Setup R - uses: actions/checkout@v2 - uses: r-lib/actions/setup-r@master @@ -74,6 +78,6 @@ jobs: - name: Upload test results uses: actions/upload-artifact@master with: - path: ${{ github.workspace }} + path: *.Rda From 99f1ad7231c78d1ea04db89090fa4402ca00d6aa Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:04:35 -0400 Subject: [PATCH 045/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index ddc6f0459..66aa1ffe6 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -78,6 +78,6 @@ jobs: - name: Upload test results uses: actions/upload-artifact@master with: - path: *.Rda + path: **.Rda From 6edebb7cbae7e7f4d8ca4ff44a576b6746297f6e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:11:10 -0400 Subject: [PATCH 046/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 66aa1ffe6..a5d8c76e7 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -78,6 +78,6 @@ jobs: - name: Upload test results uses: actions/upload-artifact@master with: - path: **.Rda + path: '*.Rda' From 9e138fe8ce327be53758a54de9592803c9d30eec Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:15:43 -0400 Subject: [PATCH 047/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index a5d8c76e7..ff69e1d64 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -76,8 +76,8 @@ jobs: Rscript ./inst/stab_test.R ${{ runner.os }} - name: Upload test results - uses: actions/upload-artifact@master + uses: actions/upload-artifact@v2 with: - path: '*.Rda' + path: *.Rda From e6ed894d7132ccf069ab8a55092d7c3e4a6effdc Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:21:00 -0400 Subject: [PATCH 048/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index ff69e1d64..185584835 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -78,6 +78,6 @@ jobs: - name: Upload test results uses: actions/upload-artifact@v2 with: - path: *.Rda + path: ${{ github.workspace }}/*.Rda From 9dfb39d4549e28021368e348ad5287abb5453fc0 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:38:42 -0400 Subject: [PATCH 049/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 185584835..03a2aab55 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -77,7 +77,8 @@ jobs: - name: Upload test results uses: actions/upload-artifact@v2 - with: + with: + name: ${{ runner.os }} path: ${{ github.workspace }}/*.Rda From a214e2c0baf33828658a954fa84ccbeb04869ae1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:39:58 -0400 Subject: [PATCH 050/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 03a2aab55..dcb7d15f8 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -78,7 +78,7 @@ jobs: - name: Upload test results uses: actions/upload-artifact@v2 with: - name: ${{ runner.os }} - path: ${{ github.workspace }}/*.Rda + name: Windows + path: neum_Windows.Rda From 87aff4c816ed6c91ae768eb68cb3bb8567ba71e9 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:50:42 -0400 Subject: [PATCH 051/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index dcb7d15f8..126827baf 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -75,10 +75,9 @@ jobs: run: | Rscript ./inst/stab_test.R ${{ runner.os }} - - name: Upload test results - uses: actions/upload-artifact@v2 - with: - name: Windows - path: neum_Windows.Rda - +# - name: Upload test results +# uses: actions/upload-artifact@v2 +# with: +# path: neum_Windows.Rda +# From 89f866dbc44f6895c148bc8b5c8161d61a1c018d Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:53:44 -0400 Subject: [PATCH 052/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 126827baf..64ac160ab 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -26,7 +26,8 @@ jobs: steps: - name: Manage Bazel dist run: | - echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list + - name: Setup R - uses: actions/checkout@v2 From a34b858bf207f44145b59de2406be3c366d43c6c Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:56:00 -0400 Subject: [PATCH 053/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 64ac160ab..0ab816199 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -25,8 +25,9 @@ jobs: steps: - name: Manage Bazel dist - run: | - echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list + if: runner.os == 'Linux' + run: | + echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list - name: Setup R - uses: actions/checkout@v2 From 049e85230d946127fbec20d8a2dc79d61c53baad Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 13:59:28 -0400 Subject: [PATCH 054/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 0ab816199..037c4f0dd 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -27,7 +27,7 @@ jobs: - name: Manage Bazel dist if: runner.os == 'Linux' run: | - echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list - name: Setup R - uses: actions/checkout@v2 From b6b9ffbaf405d82ea7b364b8ac8e51a51b75faad Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 14:00:50 -0400 Subject: [PATCH 055/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index 037c4f0dd..f0da2de28 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -24,10 +24,10 @@ jobs: RSPM: ${{ matrix.config.rspm }} steps: - - name: Manage Bazel dist - if: runner.os == 'Linux' - run: | - echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list +# - name: Manage Bazel dist +# if: runner.os == 'Linux' +# run: | +# echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list - name: Setup R - uses: actions/checkout@v2 From b5818209bda3eeb036103674d70cf98af77328d8 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 14:05:00 -0400 Subject: [PATCH 056/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index f0da2de28..fd13416a3 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -28,8 +28,8 @@ jobs: # if: runner.os == 'Linux' # run: | # echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list - - - name: Setup R +# +# - name: Setup R - uses: actions/checkout@v2 - uses: r-lib/actions/setup-r@master From 34ebcce87c532f3116b290db7b4e48f8750120c5 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 14:10:30 -0400 Subject: [PATCH 057/142] G.M. -- Updated ./stability_test.yml file(s). --- .github/workflows/stability_test.yml | 36 +++++++++++++++------------- 1 file changed, 19 insertions(+), 17 deletions(-) diff --git a/.github/workflows/stability_test.yml b/.github/workflows/stability_test.yml index fd13416a3..208eeef78 100644 --- a/.github/workflows/stability_test.yml +++ b/.github/workflows/stability_test.yml @@ -24,19 +24,21 @@ jobs: RSPM: ${{ matrix.config.rspm }} steps: -# - name: Manage Bazel dist -# if: runner.os == 'Linux' -# run: | -# echo deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8 | sudo tee /etc/apt/sources.list.d/bazel.list -# -# - name: Setup R - - uses: actions/checkout@v2 - - - uses: r-lib/actions/setup-r@master + - name: Manage Bazel dist + if: runner.os == 'Linux' + run: | + echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + + - name: Setup actions checkout + uses: actions/checkout@v2 + + - name: Setup R + uses: r-lib/actions/setup-r@master with: r-version: ${{ matrix.config.r }} - - uses: r-lib/actions/setup-pandoc@master + - name: Setup pandoc + uses: r-lib/actions/setup-pandoc@master - name: Query dependencies run: | @@ -61,7 +63,7 @@ jobs: sysreqs=$(Rscript -e "cat(sysreqs::sysreq_commands('DESCRIPTION'))") sudo -s eval "$sysreqs" - - name: Install dependencies + - name: Install R dependencies run: | remotes::install_deps(dependencies = TRUE) shell: Rscript {0} @@ -73,13 +75,13 @@ jobs: install() shell: Rscript {0} - - name: Run test + - name: Run tests run: | Rscript ./inst/stab_test.R ${{ runner.os }} -# - name: Upload test results -# uses: actions/upload-artifact@v2 -# with: -# path: neum_Windows.Rda -# + - name: Upload test results + uses: actions/upload-artifact@v2 + with: + path: ${{ github.workspace }}/*.Rda + From 70dadfe181808d330aea4899923a455fec16a65b Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 15:08:54 -0400 Subject: [PATCH 058/142] Fixed stab_test.R --- inst/stab_test.R | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/inst/stab_test.R b/inst/stab_test.R index b0a647af0..ef1f5340d 100644 --- a/inst/stab_test.R +++ b/inst/stab_test.R @@ -5,17 +5,12 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -# Generate data -docs = poliblog5k.docs -voc = poliblog5k.voc -heldout <- make.heldout(docs, voc) - -reg <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) reg_file = str_c("reg_", args[1], ".Rda") save(reg, file=reg_file) -neum <- stm(heldout$documents, heldout$vocab, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rda") save(neum, file=neum_file) From 2570cf9116a726f08b9cc7a9551616cf5a310cde Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 15:31:29 -0400 Subject: [PATCH 059/142] Check for warnings in stab_test.R --- inst/stab_test.R | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/inst/stab_test.R b/inst/stab_test.R index ef1f5340d..85d8586a7 100644 --- a/inst/stab_test.R +++ b/inst/stab_test.R @@ -7,11 +7,14 @@ args = commandArgs(trailingOnly=TRUE) reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) -reg_file = str_c("reg_", args[1], ".Rda") -save(reg, file=reg_file) +warnings() +warnings_out <- warnings() -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +reg_file = str_c("warnings_out_", args[1], ".Rda") +save(warnings_out, file=reg_file) -neum_file = str_c("neum_", args[1], ".Rda") -save(neum, file=neum_file) +#neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) + +#neum_file = str_c("neum_", args[1], ".Rda") +#save(neum, file=neum_file) From f3f13a1630558e47d3a75eaca73e9e25572f08a4 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 30 Jun 2020 15:57:56 -0400 Subject: [PATCH 060/142] Modfied stab_test.R to run init.type with Random. --- inst/stab_test.R | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/inst/stab_test.R b/inst/stab_test.R index 85d8586a7..7ebe7e6c4 100644 --- a/inst/stab_test.R +++ b/inst/stab_test.R @@ -5,16 +5,18 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +# set.seed(13) +# reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +# reg_file = str_c("reg_", args[1], ".Rda") +# save(reg, file=reg_file) -warnings() -warnings_out <- warnings() +set.seed(13) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum_file = str_c("neum_", args[1], ".Rda") +save(neum, file=neum_file) -reg_file = str_c("warnings_out_", args[1], ".Rda") -save(warnings_out, file=reg_file) - -#neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) - -#neum_file = str_c("neum_", args[1], ".Rda") -#save(neum, file=neum_file) +set.seed(13) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum_file = str_c("neum_one", args[1], ".Rda") +save(neum, file=neum_file) From 62c30083c45bd87244a353443ec569dd4d08c521 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 24 Jul 2020 15:29:48 -0400 Subject: [PATCH 061/142] Print matrix norms for randomized init. --- R/STMinit.R | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/R/STMinit.R b/R/STMinit.R index 81c389dfd..7a89d8582 100644 --- a/R/STMinit.R +++ b/R/STMinit.R @@ -44,10 +44,14 @@ stm.init <- function(documents, settings) { if(mode=="Random" | mode=="Custom") { #Random initialization or if Custom, initalize everything randomly mu <- matrix(0, nrow=(K-1),ncol=1) + cat(paste("norm of mu: ", norm(as.matrix(mu),"f"), "\n")) sigma <- diag(20, nrow=(K-1)) + cat(paste("norm of sigma: ", norm(as.matrix(mu),"f"), "\n")) beta <- matrix(rgamma(V * K, .1), ncol = V) beta <- beta/rowSums(beta) + cat(paste("norm of beta: ", norm(as.matrix(mu),"f"), "\n")) lambda <- matrix(0, nrow=N, ncol=(K-1)) + cat(paste("norm of lambda: ", norm(as.matrix(mu),"f"), "\n")) } if(mode=="Spectral" | mode=="SpectralRP") { verbose <- settings$verbose From 8f5fbc4c01fc5088c74a1c61199f61522e5c906e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 24 Jul 2020 16:00:40 -0400 Subject: [PATCH 062/142] Trace diff by checking norms. --- R/STMestep.R | 37 +++++++++++++++++++++++++++++++++++++ R/STMinit.R | 2 ++ inst/stab_test.R | 8 ++++---- 3 files changed, 43 insertions(+), 4 deletions(-) diff --git a/R/STMestep.R b/R/STMestep.R index 649f371d0..8d1990f09 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -18,6 +18,39 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta, lambda.old, mu, sigma, summation, randomize, method, verbose) { + cat("documents: \n") + print(str(documents)) + + cat("beta.index: \n") + print(str(beta.index)) + + cat("update.mu: \n") + print(str(update.mu)) + + cat("beta: \n") + print(str(beta)) + + cat("lambda.old: \n") + print(str(lambda.old)) + + cat("mu: \n") + print(str(mu)) + + cat("sigma: \n") + print(str(simga)) + + cat("summation: \n") + print(str(summation)) + + cat("randomize: \n") + print(str(randomize)) + + cat("method: \n") + print(str(method)) + + cat("verbose: \n") + print(str(verbose)) + #quickly define useful constants V <- ncol(beta[[1]]) K <- nrow(beta[[1]]) @@ -62,6 +95,10 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o sigmaentropy <- sum(log(diag(sigobj))) siginv <- chol2inv(sigobj) } + + cat(paste("sigmaentropy:", sigmaentropy, "\n")) + cat(paste("norm of siginv: ", norm(as.matrix(siginv), "f"), "\n")) + # 3) Document Scheduling # For right now we are just doing everything in serial. # the challenge with multicore is efficient scheduling while diff --git a/R/STMinit.R b/R/STMinit.R index 7a89d8582..5b08d7ff3 100644 --- a/R/STMinit.R +++ b/R/STMinit.R @@ -46,6 +46,8 @@ stm.init <- function(documents, settings) { mu <- matrix(0, nrow=(K-1),ncol=1) cat(paste("norm of mu: ", norm(as.matrix(mu),"f"), "\n")) sigma <- diag(20, nrow=(K-1)) + cat("sigma: \n") + print(sigma) cat(paste("norm of sigma: ", norm(as.matrix(mu),"f"), "\n")) beta <- matrix(rgamma(V * K, .1), ncol = V) beta <- beta/rowSums(beta) diff --git a/inst/stab_test.R b/inst/stab_test.R index 7ebe7e6c4..ba1499119 100644 --- a/inst/stab_test.R +++ b/inst/stab_test.R @@ -10,10 +10,10 @@ args = commandArgs(trailingOnly=TRUE) # reg_file = str_c("reg_", args[1], ".Rda") # save(reg, file=reg_file) -set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) -neum_file = str_c("neum_", args[1], ".Rda") -save(neum, file=neum_file) +# set.seed(13) +# neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +# neum_file = str_c("neum_", args[1], ".Rda") +# save(neum, file=neum_file) set.seed(13) neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) From 794f77b1da27f58fccd216925ebac04ccc7f3aa0 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 24 Jul 2020 16:12:26 -0400 Subject: [PATCH 063/142] Trace diff by checking norms. --- R/STMestep.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/STMestep.R b/R/STMestep.R index 8d1990f09..da557d5a1 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -37,7 +37,7 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o print(str(mu)) cat("sigma: \n") - print(str(simga)) + print(str(sigma)) cat("summation: \n") print(str(summation)) From 72d92f9c0fa7f5ebae55b40a6092785af2d97827 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 24 Jul 2020 17:36:44 -0400 Subject: [PATCH 064/142] Print matrix norms for randomized init. --- R/STMinit.R | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/R/STMinit.R b/R/STMinit.R index 5b08d7ff3..33329fb32 100644 --- a/R/STMinit.R +++ b/R/STMinit.R @@ -48,12 +48,12 @@ stm.init <- function(documents, settings) { sigma <- diag(20, nrow=(K-1)) cat("sigma: \n") print(sigma) - cat(paste("norm of sigma: ", norm(as.matrix(mu),"f"), "\n")) + cat(paste("norm of sigma: ", norm(as.matrix(sigma),"f"), "\n")) beta <- matrix(rgamma(V * K, .1), ncol = V) beta <- beta/rowSums(beta) - cat(paste("norm of beta: ", norm(as.matrix(mu),"f"), "\n")) + cat(paste("norm of beta: ", norm(as.matrix(beta),"f"), "\n")) lambda <- matrix(0, nrow=N, ncol=(K-1)) - cat(paste("norm of lambda: ", norm(as.matrix(mu),"f"), "\n")) + cat(paste("norm of lambda: ", norm(as.matrix(lambda),"f"), "\n")) } if(mode=="Spectral" | mode=="SpectralRP") { verbose <- settings$verbose From ec16b47f7e1215ec08e8e345a29ec9b68852b3ae Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 16:31:39 -0400 Subject: [PATCH 065/142] Adding multipole workflows for testing. --- .../{stability_test.yml => ipl_stab_test.yml} | 0 .github/workflows/xpl_stab_test.yml | 87 +++++++++++++++++++ 2 files changed, 87 insertions(+) rename .github/workflows/{stability_test.yml => ipl_stab_test.yml} (100%) create mode 100644 .github/workflows/xpl_stab_test.yml diff --git a/.github/workflows/stability_test.yml b/.github/workflows/ipl_stab_test.yml similarity index 100% rename from .github/workflows/stability_test.yml rename to .github/workflows/ipl_stab_test.yml diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml new file mode 100644 index 000000000..208eeef78 --- /dev/null +++ b/.github/workflows/xpl_stab_test.yml @@ -0,0 +1,87 @@ +on: + push: + branches: + - sumcpp + +name: Stability test + +jobs: + stab_test: + runs-on: ${{ matrix.config.os }} + + name: ${{ matrix.config.os }} (${{ matrix.config.r }}) + + strategy: + fail-fast: false + matrix: + config: + - {os: windows-latest, r: 'release'} + - {os: macOS-latest, r: 'release'} + - {os: ubuntu-16.04, r: 'release', rspm: "https://packagemanager.rstudio.com/cran/__linux__/xenial/latest"} + + env: + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + RSPM: ${{ matrix.config.rspm }} + + steps: + - name: Manage Bazel dist + if: runner.os == 'Linux' + run: | + echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + + - name: Setup actions checkout + uses: actions/checkout@v2 + + - name: Setup R + uses: r-lib/actions/setup-r@master + with: + r-version: ${{ matrix.config.r }} + + - name: Setup pandoc + uses: r-lib/actions/setup-pandoc@master + + - name: Query dependencies + run: | + install.packages(c("remotes", "devtools", "stringr")) + saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) + shell: Rscript {0} + + - name: Cache R packages + if: runner.os != 'Windows' + uses: actions/cache@v1 + with: + path: ${{ env.R_LIBS_USER }} + key: ${{ runner.os }}-r-${{ matrix.config.r }}-1-${{ hashFiles('.github/depends.Rds') }} + restore-keys: ${{ runner.os }}-r-${{ matrix.config.r }}-1- + + - name: Install system dependencies + if: runner.os == 'Linux' + 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 R dependencies + run: | + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + + - name: Build and install stm + run: | + library(devtools) + build(vignettes = FALSE) + install() + shell: Rscript {0} + + - name: Run tests + run: | + Rscript ./inst/stab_test.R ${{ runner.os }} + + - name: Upload test results + uses: actions/upload-artifact@v2 + with: + path: ${{ github.workspace }}/*.Rda + + From 57dfb59cd1ba455bc53e780c2863f17146333315 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 18:24:45 -0400 Subject: [PATCH 066/142] Added cross platform stability tests that run on the cluster. --- .github/workflows/xpl_stab_test.yml | 27 +++++++++++++++++++++------ inst/reg_neum_run.R | 22 ++++++++++++++++++++++ inst/stab_test.R | 22 ---------------------- inst/xpl_stab_test.R | 19 +++++++++++++++++++ 4 files changed, 62 insertions(+), 28 deletions(-) create mode 100644 inst/reg_neum_run.R delete mode 100644 inst/stab_test.R create mode 100644 inst/xpl_stab_test.R diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml index 208eeef78..d95a6c945 100644 --- a/.github/workflows/xpl_stab_test.yml +++ b/.github/workflows/xpl_stab_test.yml @@ -3,13 +3,12 @@ on: branches: - sumcpp -name: Stability test +name: Cross platform stability test jobs: - stab_test: - runs-on: ${{ matrix.config.os }} - + reg_neum_run: name: ${{ matrix.config.os }} (${{ matrix.config.r }}) + runs-on: ${{ matrix.config.os }} strategy: fail-fast: false @@ -77,11 +76,27 @@ jobs: - name: Run tests run: | - Rscript ./inst/stab_test.R ${{ runner.os }} + Rscript ./inst/reg_neum_run.R ${{ runner.os }} - name: Upload test results uses: actions/upload-artifact@v2 with: - path: ${{ github.workspace }}/*.Rda + path: ${{ github.workspace }}/*.Rds + + + xpl_stab_test: + name: Check cross platform runs + needs: reg_neum_run + runs-on: macOS-latest + + steps: + - name: Download artifacts from previous job + uses: actions/download-artifact@v2 + with: + path: ${{ github.workspace }}/*.Rds + + - name: Run tests + run: | + Rscript ./inst/xpl_stab_test.R diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R new file mode 100644 index 000000000..d0229f4c3 --- /dev/null +++ b/inst/reg_neum_run.R @@ -0,0 +1,22 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +set.seed(13) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS")) +reg_file = str_c("reg_", args[1], ".Rds") +saveRDS(reg, file = reg_file) + +set.seed(13) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum_file = str_c("neum_", args[1], ".Rds") +saveRDS(neum, file=neum_file) + +# set.seed(13) +# neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) +# neum_file = str_c("neum_one", args[1], ".Rda") +# save(neum, file=neum_file) + diff --git a/inst/stab_test.R b/inst/stab_test.R deleted file mode 100644 index ba1499119..000000000 --- a/inst/stab_test.R +++ /dev/null @@ -1,22 +0,0 @@ -#!/usr/bin/env Rscript -library(stm) -library(stringr) - -# Get command line argument for operating system -args = commandArgs(trailingOnly=TRUE) - -# set.seed(13) -# reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) -# reg_file = str_c("reg_", args[1], ".Rda") -# save(reg, file=reg_file) - -# set.seed(13) -# neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) -# neum_file = str_c("neum_", args[1], ".Rda") -# save(neum, file=neum_file) - -set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) -neum_file = str_c("neum_one", args[1], ".Rda") -save(neum, file=neum_file) - diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R new file mode 100644 index 000000000..8a534804e --- /dev/null +++ b/inst/xpl_stab_test.R @@ -0,0 +1,19 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +file_names = c("reg_oneLinux.Rds", "reg_onemacOS.Rds", "reg_oneWindows.Rds", "neum_oneLinux.Rds", "neum_onemacOS.Rds", "neum_oneWindows.Rds") + +for(i in 1:length(file_names)) { + if(file_names[i] == "reg_oneLinux.Rds") { + reg_oneLinux <- readRDS(file_names[i]) + } + else if(file_names[i] == "neum_onemacOS.Rds") { + neum_onemacOS <- readRDS(file_names[i]) + } +} + +print(all.equal(reg_oneLinux, neum_onemacOS, tolerance=1.0e-13)) From 6e6ece035ad6d37ba6f68731475e3135ddf497d7 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 18:53:34 -0400 Subject: [PATCH 067/142] Updated cross platform stability test. --- .github/workflows/xpl_stab_test.yml | 5 +++-- inst/xpl_stab_test.R | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml index d95a6c945..9be51d76f 100644 --- a/.github/workflows/xpl_stab_test.yml +++ b/.github/workflows/xpl_stab_test.yml @@ -90,10 +90,11 @@ jobs: runs-on: macOS-latest steps: + - name: Setup R + uses: r-lib/actions/setup-r@master + - name: Download artifacts from previous job uses: actions/download-artifact@v2 - with: - path: ${{ github.workspace }}/*.Rds - name: Run tests run: | diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 8a534804e..b8afedb16 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -5,7 +5,7 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -file_names = c("reg_oneLinux.Rds", "reg_onemacOS.Rds", "reg_oneWindows.Rds", "neum_oneLinux.Rds", "neum_onemacOS.Rds", "neum_oneWindows.Rds") +file_names = c("./artifact/reg_oneLinux.Rds", "./artifact/reg_onemacOS.Rds", "./artifact/reg_oneWindows.Rds", "./artifact/neum_oneLinux.Rds", "./artifact/neum_onemacOS.Rds", "./artifact/neum_oneWindows.Rds") for(i in 1:length(file_names)) { if(file_names[i] == "reg_oneLinux.Rds") { From eccde8a894b1098eb68baf9f7041030234e401de Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 19:15:01 -0400 Subject: [PATCH 068/142] Updated cross platform stability test and added in platform stability tests. --- .github/workflows/ipl_stab_test.yml | 10 ++-------- .github/workflows/xpl_stab_test.yml | 3 +++ inst/ipl_stab_test.R | 20 ++++++++++++++++++++ inst/reg_neum_run.R | 5 ----- 4 files changed, 25 insertions(+), 13 deletions(-) create mode 100644 inst/ipl_stab_test.R diff --git a/.github/workflows/ipl_stab_test.yml b/.github/workflows/ipl_stab_test.yml index 208eeef78..69755e6f4 100644 --- a/.github/workflows/ipl_stab_test.yml +++ b/.github/workflows/ipl_stab_test.yml @@ -3,7 +3,7 @@ on: branches: - sumcpp -name: Stability test +name: In platform stability test jobs: stab_test: @@ -77,11 +77,5 @@ jobs: - name: Run tests run: | - Rscript ./inst/stab_test.R ${{ runner.os }} - - - name: Upload test results - uses: actions/upload-artifact@v2 - with: - path: ${{ github.workspace }}/*.Rda - + Rscript ./inst/ipl_stab_test.R ${{ runner.os }} diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml index 9be51d76f..2d6904caf 100644 --- a/.github/workflows/xpl_stab_test.yml +++ b/.github/workflows/xpl_stab_test.yml @@ -90,6 +90,9 @@ jobs: runs-on: macOS-latest steps: + - name: Setup actions checkout + uses: actions/checkout@v2 + - name: Setup R uses: r-lib/actions/setup-r@master diff --git a/inst/ipl_stab_test.R b/inst/ipl_stab_test.R new file mode 100644 index 000000000..67e6f7b51 --- /dev/null +++ b/inst/ipl_stab_test.R @@ -0,0 +1,20 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +cat(paste("OS:", args[1])) + +set.seed(13) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", seed = 13, max.em.its = 100, control=list(method="BFGS")) +reg_rand <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", seed = 13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE)) +cat(paste("Compare regular summation:\n")) +print(all.equal(reg, reg_rand)) + +set.seed(13) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", seed = 13, max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum_rand <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", seed = 13, max.em.its = 100, control=list(method="BFGS", rand_docs=TRUE, neum_sum_cpp=TRUE)) +cat(paste("Compare Neumaier summation:\n")) +print(all.equal(neum, neum_rand)) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index d0229f4c3..927b2681e 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -15,8 +15,3 @@ neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.i neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) -# set.seed(13) -# neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) -# neum_file = str_c("neum_one", args[1], ".Rda") -# save(neum, file=neum_file) - From fcf00ccbc42bec74194b4050c5e4fe0cd4f42781 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 19:25:49 -0400 Subject: [PATCH 069/142] Updated cross platform test file. --- inst/xpl_stab_test.R | 2 -- 1 file changed, 2 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index b8afedb16..0a50fbcc4 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -1,6 +1,4 @@ #!/usr/bin/env Rscript -library(stm) -library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) From d614e5844602ebe1f109ad829fd2c1a757576a9e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 19:42:24 -0400 Subject: [PATCH 070/142] Updated cross platform test script. --- inst/xpl_stab_test.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 0a50fbcc4..3f6ee58d4 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -6,10 +6,10 @@ args = commandArgs(trailingOnly=TRUE) file_names = c("./artifact/reg_oneLinux.Rds", "./artifact/reg_onemacOS.Rds", "./artifact/reg_oneWindows.Rds", "./artifact/neum_oneLinux.Rds", "./artifact/neum_onemacOS.Rds", "./artifact/neum_oneWindows.Rds") for(i in 1:length(file_names)) { - if(file_names[i] == "reg_oneLinux.Rds") { + if(file_names[i] == "./artifact/reg_oneLinux.Rds") { reg_oneLinux <- readRDS(file_names[i]) } - else if(file_names[i] == "neum_onemacOS.Rds") { + else if(file_names[i] == "./artifact/neum_onemacOS.Rds") { neum_onemacOS <- readRDS(file_names[i]) } } From be578eeabaaf6789e845bcbeae9afa658e557cb8 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 20:02:29 -0400 Subject: [PATCH 071/142] Updated cross platform tests. --- .github/workflows/xpl_stab_test.yml | 8 +++++++- inst/xpl_stab_test.R | 6 +++--- 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml index 2d6904caf..5c5786603 100644 --- a/.github/workflows/xpl_stab_test.yml +++ b/.github/workflows/xpl_stab_test.yml @@ -98,7 +98,13 @@ jobs: - name: Download artifacts from previous job uses: actions/download-artifact@v2 - + + - name: List files + run: | + pwd + ls -ltr + cd ./artifact && ls -ltr + - name: Run tests run: | Rscript ./inst/xpl_stab_test.R diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 3f6ee58d4..537a4f9d1 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -3,13 +3,13 @@ # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -file_names = c("./artifact/reg_oneLinux.Rds", "./artifact/reg_onemacOS.Rds", "./artifact/reg_oneWindows.Rds", "./artifact/neum_oneLinux.Rds", "./artifact/neum_onemacOS.Rds", "./artifact/neum_oneWindows.Rds") +file_names = c("../artifact/reg_oneLinux.Rds", "../artifact/reg_onemacOS.Rds", "../artifact/reg_oneWindows.Rds", "../artifact/neum_oneLinux.Rds", "../artifact/neum_onemacOS.Rds", "../artifact/neum_oneWindows.Rds") for(i in 1:length(file_names)) { - if(file_names[i] == "./artifact/reg_oneLinux.Rds") { + if(file_names[i] == "../artifact/reg_oneLinux.Rds") { reg_oneLinux <- readRDS(file_names[i]) } - else if(file_names[i] == "./artifact/neum_onemacOS.Rds") { + else if(file_names[i] == "../artifact/neum_onemacOS.Rds") { neum_onemacOS <- readRDS(file_names[i]) } } From 90a564f2f8305b058f05b813ddf4700a71eef4d8 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 25 Jul 2020 21:15:50 -0400 Subject: [PATCH 072/142] Updated cross platform tests. --- inst/xpl_stab_test.R | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 537a4f9d1..6d951fde3 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -3,15 +3,15 @@ # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -file_names = c("../artifact/reg_oneLinux.Rds", "../artifact/reg_onemacOS.Rds", "../artifact/reg_oneWindows.Rds", "../artifact/neum_oneLinux.Rds", "../artifact/neum_onemacOS.Rds", "../artifact/neum_oneWindows.Rds") +file_names = c("../artifact/reg_Linux.Rds", "../artifact/reg_macOS.Rds", "../artifact/reg_Windows.Rds", "../artifact/neum_Linux.Rds", "../artifact/neum_macOS.Rds", "../artifact/neum_Windows.Rds") for(i in 1:length(file_names)) { - if(file_names[i] == "../artifact/reg_oneLinux.Rds") { - reg_oneLinux <- readRDS(file_names[i]) + if(file_names[i] == "../artifact/reg_Linux.Rds") { + reg_Linux <- readRDS(file_names[i]) } - else if(file_names[i] == "../artifact/neum_onemacOS.Rds") { - neum_onemacOS <- readRDS(file_names[i]) + else if(file_names[i] == "../artifact/neum_macOS.Rds") { + neum_macOS <- readRDS(file_names[i]) } } -print(all.equal(reg_oneLinux, neum_onemacOS, tolerance=1.0e-13)) +print(all.equal(reg_Linux, neum_macOS, tolerance=1.0e-13)) From eacf28a967daf9013b99d03573c3816565f1d92b Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sun, 26 Jul 2020 12:18:48 -0400 Subject: [PATCH 073/142] Updated cross platform tests. --- inst/xpl_stab_test.R | 2 ++ 1 file changed, 2 insertions(+) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 6d951fde3..5e1e7491e 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -3,6 +3,8 @@ # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) +print(getwd()) + file_names = c("../artifact/reg_Linux.Rds", "../artifact/reg_macOS.Rds", "../artifact/reg_Windows.Rds", "../artifact/neum_Linux.Rds", "../artifact/neum_macOS.Rds", "../artifact/neum_Windows.Rds") for(i in 1:length(file_names)) { From bf7bd2a41fd4f56b8a0b2619d4e142d80d2067e1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sun, 26 Jul 2020 13:01:24 -0400 Subject: [PATCH 074/142] Updated cross platform tests. --- inst/xpl_stab_test.R | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 5e1e7491e..85983f682 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -5,13 +5,13 @@ args = commandArgs(trailingOnly=TRUE) print(getwd()) -file_names = c("../artifact/reg_Linux.Rds", "../artifact/reg_macOS.Rds", "../artifact/reg_Windows.Rds", "../artifact/neum_Linux.Rds", "../artifact/neum_macOS.Rds", "../artifact/neum_Windows.Rds") +file_names = c("./artifact/reg_Linux.Rds", "./artifact/reg_macOS.Rds", "./artifact/reg_Windows.Rds", "./artifact/neum_Linux.Rds", "./artifact/neum_macOS.Rds", "./artifact/neum_Windows.Rds") for(i in 1:length(file_names)) { - if(file_names[i] == "../artifact/reg_Linux.Rds") { + if(file_names[i] == "./artifact/reg_Linux.Rds") { reg_Linux <- readRDS(file_names[i]) } - else if(file_names[i] == "../artifact/neum_macOS.Rds") { + else if(file_names[i] == "./artifact/neum_macOS.Rds") { neum_macOS <- readRDS(file_names[i]) } } From c1978f409ebb5c8d25a8e794ce77c6b1c7f064f0 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 27 Jul 2020 09:17:33 -0400 Subject: [PATCH 075/142] Updated cross platform tests. --- inst/xpl_stab_test.R | 28 +++++++++++++++++++++++++--- 1 file changed, 25 insertions(+), 3 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 85983f682..4148e13de 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -3,17 +3,39 @@ # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -print(getwd()) - file_names = c("./artifact/reg_Linux.Rds", "./artifact/reg_macOS.Rds", "./artifact/reg_Windows.Rds", "./artifact/neum_Linux.Rds", "./artifact/neum_macOS.Rds", "./artifact/neum_Windows.Rds") for(i in 1:length(file_names)) { if(file_names[i] == "./artifact/reg_Linux.Rds") { reg_Linux <- readRDS(file_names[i]) } + else if(file_names[i] == "./artifact/reg_macOS.Rds") { + reg_macOS <- readRDS(file_names[i]) + } + else if(file_names[i] == "./artifact/reg_Windows.Rds") { + reg_Windows <- readRDS(file_names[i]) + } + else if(file_names[i] == "./artifact/neum_Linux.Rds") { + neum_Linux <- readRDS(file_names[i]) + } else if(file_names[i] == "./artifact/neum_macOS.Rds") { neum_macOS <- readRDS(file_names[i]) } + else if(file_names[i] == "./artifact/neum_Windows.Rds") { + neum_Windows <- readRDS(file_names[i]) + } } -print(all.equal(reg_Linux, neum_macOS, tolerance=1.0e-13)) +cat(paste("Compare regular Linux with macOS:\n")) +print(all.equal(reg_Linux, reg_macOS, tolerance=1.0e-13)) +cat(paste("\n\nCompare regular Linux with Windows:\n")) +print(all.equal(reg_Linux, reg_Windows, tolerance=1.0e-13)) +cat(paste("\n\nCompare regular macOS with Windows:\n")) +print(all.equal(reg_macOS, reg_Windows, tolerance=1.0e-13)) + +cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) +print(all.equal(neum_Linux, neum_macOS, tolerance=1.0e-13)) +cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) +print(all.equal(neum_Linux, neum_Windows, tolerance=1.0e-13)) +cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) +print(all.equal(neum_macOS, neum_Windows, tolerance=1.0e-13)) \ No newline at end of file From cb32df8d21310987f96f0e89518fd3683f65471e Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 27 Jul 2020 10:50:37 -0400 Subject: [PATCH 076/142] Updated cross platform tests with new opt method. --- .github/workflows/xpl_stab_test.yml | 6 ------ inst/reg_neum_run.R | 4 ++-- 2 files changed, 2 insertions(+), 8 deletions(-) diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/xpl_stab_test.yml index 5c5786603..3c26fcac6 100644 --- a/.github/workflows/xpl_stab_test.yml +++ b/.github/workflows/xpl_stab_test.yml @@ -99,12 +99,6 @@ jobs: - name: Download artifacts from previous job uses: actions/download-artifact@v2 - - name: List files - run: | - pwd - ls -ltr - cd ./artifact && ls -ltr - - name: Run tests run: | Rscript ./inst/xpl_stab_test.R diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 927b2681e..aeee6c9ff 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="Nelder-Mead")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file = reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 914132f9fcbb75b288f8a453cff641acf7e27fc4 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 27 Jul 2020 11:10:40 -0400 Subject: [PATCH 077/142] Cross platform opt method test. --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index aeee6c9ff..9b195c625 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="Nelder-Mead")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="Nelder-Mead")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file = reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 1, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 114f23bd29914733875fa252a406bffc4d30e5b3 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 27 Jul 2020 12:15:16 -0400 Subject: [PATCH 078/142] Cross platform opt method test. --- inst/reg_neum_run.R | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 9b195c625..b2a78ab3a 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="Nelder-Mead")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="Nelder-Mead")) reg_file = str_c("reg_", args[1], ".Rds") -saveRDS(reg, file = reg_file) +saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Random", max.em.its = 100, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 24502fbb330047b685fbf6bd966c8469b75cf54a Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 27 Jul 2020 12:28:29 -0400 Subject: [PATCH 079/142] Cross platform opt method test. --- inst/xpl_stab_test.R | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 4148e13de..c148afe5c 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -38,4 +38,11 @@ print(all.equal(neum_Linux, neum_macOS, tolerance=1.0e-13)) cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) print(all.equal(neum_Linux, neum_Windows, tolerance=1.0e-13)) cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) -print(all.equal(neum_macOS, neum_Windows, tolerance=1.0e-13)) \ No newline at end of file +print(all.equal(neum_macOS, neum_Windows, tolerance=1.0e-13)) + +cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) +print(all.equal(neum_Linux, reg_Linux, tolerance=1.0e-13)) +cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) +print(all.equal(neum_Windows, reg_Windows, tolerance=1.0e-13)) +cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) +print(all.equal(neum_macOS, reg_macOS, tolerance=1.0e-13)) \ No newline at end of file From 081afe854c1646e3142e10c93873102511423f77 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 28 Jul 2020 11:20:32 -0400 Subject: [PATCH 080/142] Updated tests to use L-BFGS-B. --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index b2a78ab3a..526162d05 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="Nelder-Mead")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="L-BFGS-B")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="L-BFGS-B", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 13f4ba10cefe48084162ac31e05704e50bff07e2 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 28 Jul 2020 13:46:19 -0400 Subject: [PATCH 081/142] Updated tests to use CG. --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 526162d05..ed1dfcbbb 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="L-BFGS-B")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="CG")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="L-BFGS-B", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="CG", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 5eb36ed1316a139509e58fa7c3e5172640115f0f Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 28 Jul 2020 16:25:11 -0400 Subject: [PATCH 082/142] Updated workflow. --- .../{xpl_stab_test.yml => opt_stab_test.yml} | 0 .../{ => parked_workflows}/ipl_stab_test.yml | 0 .../parked_workflows/xpl_stab_test.yml | 106 ++++++++++++++++++ R/STMestep.R | 68 +++++------ 4 files changed, 140 insertions(+), 34 deletions(-) rename .github/workflows/{xpl_stab_test.yml => opt_stab_test.yml} (100%) rename .github/workflows/{ => parked_workflows}/ipl_stab_test.yml (100%) create mode 100644 .github/workflows/parked_workflows/xpl_stab_test.yml diff --git a/.github/workflows/xpl_stab_test.yml b/.github/workflows/opt_stab_test.yml similarity index 100% rename from .github/workflows/xpl_stab_test.yml rename to .github/workflows/opt_stab_test.yml diff --git a/.github/workflows/ipl_stab_test.yml b/.github/workflows/parked_workflows/ipl_stab_test.yml similarity index 100% rename from .github/workflows/ipl_stab_test.yml rename to .github/workflows/parked_workflows/ipl_stab_test.yml diff --git a/.github/workflows/parked_workflows/xpl_stab_test.yml b/.github/workflows/parked_workflows/xpl_stab_test.yml new file mode 100644 index 000000000..3c26fcac6 --- /dev/null +++ b/.github/workflows/parked_workflows/xpl_stab_test.yml @@ -0,0 +1,106 @@ +on: + push: + branches: + - sumcpp + +name: Cross platform stability test + +jobs: + reg_neum_run: + name: ${{ matrix.config.os }} (${{ matrix.config.r }}) + runs-on: ${{ matrix.config.os }} + + strategy: + fail-fast: false + matrix: + config: + - {os: windows-latest, r: 'release'} + - {os: macOS-latest, r: 'release'} + - {os: ubuntu-16.04, r: 'release', rspm: "https://packagemanager.rstudio.com/cran/__linux__/xenial/latest"} + + env: + R_REMOTES_NO_ERRORS_FROM_WARNINGS: true + RSPM: ${{ matrix.config.rspm }} + + steps: + - name: Manage Bazel dist + if: runner.os == 'Linux' + run: | + echo "deb [arch=amd64] https://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list + + - name: Setup actions checkout + uses: actions/checkout@v2 + + - name: Setup R + uses: r-lib/actions/setup-r@master + with: + r-version: ${{ matrix.config.r }} + + - name: Setup pandoc + uses: r-lib/actions/setup-pandoc@master + + - name: Query dependencies + run: | + install.packages(c("remotes", "devtools", "stringr")) + saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) + shell: Rscript {0} + + - name: Cache R packages + if: runner.os != 'Windows' + uses: actions/cache@v1 + with: + path: ${{ env.R_LIBS_USER }} + key: ${{ runner.os }}-r-${{ matrix.config.r }}-1-${{ hashFiles('.github/depends.Rds') }} + restore-keys: ${{ runner.os }}-r-${{ matrix.config.r }}-1- + + - name: Install system dependencies + if: runner.os == 'Linux' + 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 R dependencies + run: | + remotes::install_deps(dependencies = TRUE) + shell: Rscript {0} + + - name: Build and install stm + run: | + library(devtools) + build(vignettes = FALSE) + install() + shell: Rscript {0} + + - name: Run tests + run: | + Rscript ./inst/reg_neum_run.R ${{ runner.os }} + + - name: Upload test results + uses: actions/upload-artifact@v2 + with: + path: ${{ github.workspace }}/*.Rds + + + xpl_stab_test: + name: Check cross platform runs + needs: reg_neum_run + runs-on: macOS-latest + + steps: + - name: Setup actions checkout + uses: actions/checkout@v2 + + - name: Setup R + uses: r-lib/actions/setup-r@master + + - name: Download artifacts from previous job + uses: actions/download-artifact@v2 + + - name: Run tests + run: | + Rscript ./inst/xpl_stab_test.R + + diff --git a/R/STMestep.R b/R/STMestep.R index da557d5a1..4c48019f3 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -18,38 +18,38 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta, lambda.old, mu, sigma, summation, randomize, method, verbose) { - cat("documents: \n") - print(str(documents)) - - cat("beta.index: \n") - print(str(beta.index)) - - cat("update.mu: \n") - print(str(update.mu)) - - cat("beta: \n") - print(str(beta)) - - cat("lambda.old: \n") - print(str(lambda.old)) - - cat("mu: \n") - print(str(mu)) - - cat("sigma: \n") - print(str(sigma)) - - cat("summation: \n") - print(str(summation)) - - cat("randomize: \n") - print(str(randomize)) - - cat("method: \n") - print(str(method)) - - cat("verbose: \n") - print(str(verbose)) + # cat("documents: \n") + # print(str(documents)) + # + # cat("beta.index: \n") + # print(str(beta.index)) + # + # cat("update.mu: \n") + # print(str(update.mu)) + # + # cat("beta: \n") + # print(str(beta)) + # + # cat("lambda.old: \n") + # print(str(lambda.old)) + # + # cat("mu: \n") + # print(str(mu)) + # + # cat("sigma: \n") + # print(str(sigma)) + # + # cat("summation: \n") + # print(str(summation)) + # + # cat("randomize: \n") + # print(str(randomize)) + # + # cat("method: \n") + # print(str(method)) + # + # cat("verbose: \n") + # print(str(verbose)) #quickly define useful constants V <- ncol(beta[[1]]) @@ -96,8 +96,8 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o siginv <- chol2inv(sigobj) } - cat(paste("sigmaentropy:", sigmaentropy, "\n")) - cat(paste("norm of siginv: ", norm(as.matrix(siginv), "f"), "\n")) + # cat(paste("sigmaentropy:", sigmaentropy, "\n")) + # cat(paste("norm of siginv: ", norm(as.matrix(siginv), "f"), "\n")) # 3) Document Scheduling # For right now we are just doing everything in serial. From 5df81456289d7821a0aa0b0c6b1fedfa57a5f0c5 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Tue, 28 Jul 2020 16:51:56 -0400 Subject: [PATCH 083/142] Test with optimr. --- DESCRIPTION | 3 ++- R/STMlncpp.R | 7 ++++++- R/stm-package.R | 1 + inst/reg_neum_run.R | 4 ++-- 4 files changed, 11 insertions(+), 4 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 9510e08a0..9d8e82e83 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -33,7 +33,8 @@ Imports: splines, stats, stringr, - utils + utils, + optimr Suggests: clue, geometry, diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 3f550c918..d2fa8c10a 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -13,7 +13,12 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, doc.ct <- doc[2,] Ndoc <- sum(doc.ct) #even at K=100, BFGS is faster than L-BFGS - optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, + # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, + # method=method, control=control, + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) diff --git a/R/stm-package.R b/R/stm-package.R index 2a73bab73..c3fa45541 100644 --- a/R/stm-package.R +++ b/R/stm-package.R @@ -44,6 +44,7 @@ #' Additional papers at: structuraltopicmodel.com #' @keywords package #' +#' @import optimr #' @import Matrix #' @importFrom Rcpp evalCpp #' @importFrom graphics abline axis hist legend lines par plot points segments smoothScatter text title diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index ed1dfcbbb..d2135a046 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="CG")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="CG", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From c5583fd862101eb2b50c216b2482e3bd172608af Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 09:31:09 -0400 Subject: [PATCH 084/142] Test with optimr. --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index d2135a046..9c0e0b1d3 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="Nelder-Mead")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 9827bf4d7a9d24753f89138cacf9a0bcbdefa4d9 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 13:21:54 -0400 Subject: [PATCH 085/142] Test with optim. --- R/STMlncpp.R | 21 ++++++++++++++++++++- inst/reg_neum_run.R | 4 ++-- 2 files changed, 22 insertions(+), 3 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index d2fa8c10a..4c91a6c05 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -12,17 +12,36 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, hpbcpp=TRUE) { doc.ct <- doc[2,] Ndoc <- sum(doc.ct) + #even at K=100, BFGS is faster than L-BFGS # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, # method=method, control=control, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) - optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, + method="Nelder-Mead", control=list(maxit=10), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + + optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) + # optim.out <- optimr::optimr(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + # method=method, control=control, + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + # mc <- data.frame(method=c("Nelder-Mead","BFGS"), maxit=c(1, 100), maxfeval= c(1000, 1000)) + # optim.out <- optimr::polyopt(par=eta, fn=lhoodcpp, gr=gradcpp, + # methcontrol=mc, control=control, + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + # print(optim.out) + if(!hpbcpp) return(list(eta=list(lambda=optim.out$par))) #Solve for Hessian/Phi/Bound returning the result diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 9c0e0b1d3..837d26073 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="Nelder-Mead")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="BFGS")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="Nelder-Mead", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 0a33093e41de382e01b09eb9c4e28d863e571942 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 13:39:37 -0400 Subject: [PATCH 086/142] Test with optim. --- R/STMlncpp.R | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 4c91a6c05..b584fe5dc 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -29,6 +29,11 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) + optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + method="Nelder-Mead", control=list(maxit=10), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + # optim.out <- optimr::optimr(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, # method=method, control=control, # doc_ct=doc.ct, mu=mu, From 43d418ce37590785cb452b3a9308a8aa82bb2643 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 13:56:35 -0400 Subject: [PATCH 087/142] Test with optim. --- R/STMlncpp.R | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index b584fe5dc..f01bdb2a7 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -20,7 +20,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # siginv=siginv, beta=beta) optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=10), + method="Nelder-Mead", control=list(maxit=1), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) @@ -29,10 +29,10 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) - optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=10), - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) + # optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + # method="Nelder-Mead", control=list(maxit=10), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) # optim.out <- optimr::optimr(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, # method=method, control=control, From f8b0e567feca226e7a5c132713115786b8a3bac5 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 14:11:27 -0400 Subject: [PATCH 088/142] Test with optim. --- R/STMlncpp.R | 2 +- inst/reg_neum_run.R | 4 ++-- inst/xpl_stab_test.R | 20 +++++++++++--------- 3 files changed, 14 insertions(+), 12 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index f01bdb2a7..fe9c2df44 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -20,7 +20,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # siginv=siginv, beta=beta) optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=1), + method="Nelder-Mead", control=list(maxit=10), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 837d26073..d2135a046 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 1, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index c148afe5c..09e76148a 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -5,6 +5,8 @@ args = commandArgs(trailingOnly=TRUE) file_names = c("./artifact/reg_Linux.Rds", "./artifact/reg_macOS.Rds", "./artifact/reg_Windows.Rds", "./artifact/neum_Linux.Rds", "./artifact/neum_macOS.Rds", "./artifact/neum_Windows.Rds") +tol = 1.0e-9 + for(i in 1:length(file_names)) { if(file_names[i] == "./artifact/reg_Linux.Rds") { reg_Linux <- readRDS(file_names[i]) @@ -27,22 +29,22 @@ for(i in 1:length(file_names)) { } cat(paste("Compare regular Linux with macOS:\n")) -print(all.equal(reg_Linux, reg_macOS, tolerance=1.0e-13)) +print(all.equal(reg_Linux, reg_macOS, tolerance=tol)) cat(paste("\n\nCompare regular Linux with Windows:\n")) -print(all.equal(reg_Linux, reg_Windows, tolerance=1.0e-13)) +print(all.equal(reg_Linux, reg_Windows, tolerance=tol)) cat(paste("\n\nCompare regular macOS with Windows:\n")) -print(all.equal(reg_macOS, reg_Windows, tolerance=1.0e-13)) +print(all.equal(reg_macOS, reg_Windows, tolerance=tol)) cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) -print(all.equal(neum_Linux, neum_macOS, tolerance=1.0e-13)) +print(all.equal(neum_Linux, neum_macOS, tolerance=tol)) cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) -print(all.equal(neum_Linux, neum_Windows, tolerance=1.0e-13)) +print(all.equal(neum_Linux, neum_Windows, tolerance=tol)) cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) -print(all.equal(neum_macOS, neum_Windows, tolerance=1.0e-13)) +print(all.equal(neum_macOS, neum_Windows, tolerance=tol)) cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) -print(all.equal(neum_Linux, reg_Linux, tolerance=1.0e-13)) +print(all.equal(neum_Linux, reg_Linux, tolerance=tol)) cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) -print(all.equal(neum_Windows, reg_Windows, tolerance=1.0e-13)) +print(all.equal(neum_Windows, reg_Windows, tolerance=tol)) cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) -print(all.equal(neum_macOS, reg_macOS, tolerance=1.0e-13)) \ No newline at end of file +print(all.equal(neum_macOS, reg_macOS, tolerance=tol)) \ No newline at end of file From ddc09ff843bf9663ccc97f6c10bbcf9fa3160c24 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 14:35:24 -0400 Subject: [PATCH 089/142] Increased presolve test (20) with optim. --- R/STMlncpp.R | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index fe9c2df44..e23fd72d0 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -20,7 +20,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # siginv=siginv, beta=beta) optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=10), + method="Nelder-Mead", control=list(maxit=20), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) @@ -28,6 +28,11 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) + # + # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, + # method="Nelder-Mead", control=list(maxit=2), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) # optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, # method="Nelder-Mead", control=list(maxit=10), From afa48fb5d6883b3441a5be737f4eece3890e3bef Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 14:38:33 -0400 Subject: [PATCH 090/142] Increased presolve test (20) with and post proc (3) optim. --- R/STMlncpp.R | 15 +++++---------- 1 file changed, 5 insertions(+), 10 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index e23fd72d0..825dd447e 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -28,16 +28,11 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) - # - # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - # method="Nelder-Mead", control=list(maxit=2), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, - # method="Nelder-Mead", control=list(maxit=10), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) + + optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + method="Nelder-Mead", control=list(maxit=3), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) # optim.out <- optimr::optimr(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, # method=method, control=control, From 4eda5ac3133240e701c57c1f2bbd1181407978e3 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 15:10:36 -0400 Subject: [PATCH 091/142] Post proc (20) test with optim. --- R/STMlncpp.R | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 825dd447e..485d76da5 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -19,10 +19,10 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) - optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=20), - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) + # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, + # method="Nelder-Mead", control=list(maxit=20), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, method=method, control=control, @@ -30,7 +30,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, siginv=siginv, beta=beta) optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=3), + method="Nelder-Mead", control=list(maxit=50), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) From 98e7f83ac48737d87242c153cb154ea36ee0e399 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 15:26:46 -0400 Subject: [PATCH 092/142] Post proc (50) test with optim. --- R/STMlncpp.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 485d76da5..7ad8aee00 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -24,7 +24,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) - optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) From a451fd3c5cac708ce04f8734777489de076ca138 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 16:31:06 -0400 Subject: [PATCH 093/142] Test with optimr. --- R/STMlncpp.R | 27 ++++++++++++++++----------- inst/reg_neum_run.R | 4 ++-- inst/xpl_stab_test.R | 6 ++++++ 3 files changed, 24 insertions(+), 13 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 7ad8aee00..c8f9f7339 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -24,21 +24,26 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) - optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - method=method, control=control, - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) - - optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, - method="Nelder-Mead", control=list(maxit=50), - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) - - # optim.out <- optimr::optimr(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, # method=method, control=control, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) + # optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, + # method="Nelder-Mead", control=list(maxit=50), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + # optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + # method="Nelder-Mead", control=list(maxit=10), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + method=method, control=control, + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + # mc <- data.frame(method=c("Nelder-Mead","BFGS"), maxit=c(1, 100), maxfeval= c(1000, 1000)) # optim.out <- optimr::polyopt(par=eta, fn=lhoodcpp, gr=gradcpp, # methcontrol=mc, control=control, diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index d2135a046..24405582b 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="nlm")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="nlm", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 09e76148a..b7d126cc8 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -9,21 +9,27 @@ tol = 1.0e-9 for(i in 1:length(file_names)) { if(file_names[i] == "./artifact/reg_Linux.Rds") { + cat(paste("Reading", file_names[i], "...\n")) reg_Linux <- readRDS(file_names[i]) } else if(file_names[i] == "./artifact/reg_macOS.Rds") { + cat(paste("Reading", file_names[i], "...\n")) reg_macOS <- readRDS(file_names[i]) } else if(file_names[i] == "./artifact/reg_Windows.Rds") { + cat(paste("Reading", file_names[i], "...\n")) reg_Windows <- readRDS(file_names[i]) } else if(file_names[i] == "./artifact/neum_Linux.Rds") { + cat(paste("Reading", file_names[i], "...\n")) neum_Linux <- readRDS(file_names[i]) } else if(file_names[i] == "./artifact/neum_macOS.Rds") { + cat(paste("Reading", file_names[i], "...\n")) neum_macOS <- readRDS(file_names[i]) } else if(file_names[i] == "./artifact/neum_Windows.Rds") { + cat(paste("Reading", file_names[i], "...\n")) neum_Windows <- readRDS(file_names[i]) } } From 5e62dcf460fa31f8cdae644a2273004cbdb8ef77 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 16:59:09 -0400 Subject: [PATCH 094/142] Test with optimr. --- inst/xpl_stab_test.R | 41 ++++++++++++++++++++++++++++++++--------- 1 file changed, 32 insertions(+), 9 deletions(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index b7d126cc8..56be28093 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -34,23 +34,46 @@ for(i in 1:length(file_names)) { } } + cat(paste("Compare regular Linux with macOS:\n")) -print(all.equal(reg_Linux, reg_macOS, tolerance=tol)) +print(all.equal(reg_Linux, reg_macOS)) cat(paste("\n\nCompare regular Linux with Windows:\n")) -print(all.equal(reg_Linux, reg_Windows, tolerance=tol)) +print(all.equal(reg_Linux, reg_Windows)) cat(paste("\n\nCompare regular macOS with Windows:\n")) -print(all.equal(reg_macOS, reg_Windows, tolerance=tol)) +print(all.equal(reg_macOS, reg_Windows)) cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) -print(all.equal(neum_Linux, neum_macOS, tolerance=tol)) +print(all.equal(neum_Linux, neum_macOS)) cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) -print(all.equal(neum_Linux, neum_Windows, tolerance=tol)) +print(all.equal(neum_Linux, neum_Windows)) cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) -print(all.equal(neum_macOS, neum_Windows, tolerance=tol)) +print(all.equal(neum_macOS, neum_Windows)) cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) -print(all.equal(neum_Linux, reg_Linux, tolerance=tol)) +print(all.equal(neum_Linux, reg_Linux)) cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) -print(all.equal(neum_Windows, reg_Windows, tolerance=tol)) +print(all.equal(neum_Windows, reg_Windows)) cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) -print(all.equal(neum_macOS, reg_macOS, tolerance=tol)) \ No newline at end of file +print(all.equal(neum_macOS, reg_macOS)) + +# +# cat(paste("Compare regular Linux with macOS:\n")) +# print(all.equal(reg_Linux, reg_macOS, tolerance=tol)) +# cat(paste("\n\nCompare regular Linux with Windows:\n")) +# print(all.equal(reg_Linux, reg_Windows, tolerance=tol)) +# cat(paste("\n\nCompare regular macOS with Windows:\n")) +# print(all.equal(reg_macOS, reg_Windows, tolerance=tol)) +# +# cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) +# print(all.equal(neum_Linux, neum_macOS, tolerance=tol)) +# cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) +# print(all.equal(neum_Linux, neum_Windows, tolerance=tol)) +# cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) +# print(all.equal(neum_macOS, neum_Windows, tolerance=tol)) +# +# cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) +# print(all.equal(neum_Linux, reg_Linux, tolerance=tol)) +# cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) +# print(all.equal(neum_Windows, reg_Windows, tolerance=tol)) +# cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) +# print(all.equal(neum_macOS, reg_macOS, tolerance=tol)) \ No newline at end of file From 6e8c487b0a83988b386999e482640d554abc6c23 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 19:30:54 -0400 Subject: [PATCH 095/142] Test with optimr. --- inst/xpl_stab_test.R | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 56be28093..9f6bc487d 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -37,17 +37,30 @@ for(i in 1:length(file_names)) { cat(paste("Compare regular Linux with macOS:\n")) print(all.equal(reg_Linux, reg_macOS)) +cat(paste("reg_Linux:", max(reg_Linux$convergence$bound), "reg_macOS:", max(reg_macOS$convergence$bound), "\n")) + cat(paste("\n\nCompare regular Linux with Windows:\n")) print(all.equal(reg_Linux, reg_Windows)) +cat(paste("reg_Linux:", max(reg_Linux$convergence$bound), "reg_Windows:", max(reg_Windows$convergence$bound), "\n")) + cat(paste("\n\nCompare regular macOS with Windows:\n")) print(all.equal(reg_macOS, reg_Windows)) - +cat(paste("reg_macOS:", max(reg_macOS$convergence$bound), "reg_Windows:", max(reg_Windows$convergence$bound), "\n")) + + cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) print(all.equal(neum_Linux, neum_macOS)) +cat(paste("neum_Linux:", max(neum_Linux$convergence$bound), "neum_macOS:", max(neum_macOS$convergence$bound), "\n")) + cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) print(all.equal(neum_Linux, neum_Windows)) +cat(paste("neum_Linux:", max(neum_Linux$convergence$bound), "neum_Windows:", max(neum_Windows$convergence$bound), "\n")) + cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) print(all.equal(neum_macOS, neum_Windows)) +cat(paste("neum_macOS:", max(neum_macOS$convergence$bound), "neum_Windows:", max(neum_Windows$convergence$bound), "\n")) + + cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) print(all.equal(neum_Linux, reg_Linux)) From 5d0b6b9554d082f671b0f001568c947e736b8a1b Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Wed, 29 Jul 2020 19:32:32 -0400 Subject: [PATCH 096/142] Test with optimr (BFGS). --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index 24405582b..d2135a046 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="nlm")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="nlm", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 066342b2f87f87f062162ca41e32b461558ff099 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 30 Jul 2020 16:51:56 -0400 Subject: [PATCH 097/142] ucminf test. --- .github/workflows/opt_stab_test.yml | 1 + DESCRIPTION | 6 +++++- R/RcppExports.R | 4 ++-- R/STMlncpp.R | 32 ++++++++++++++++++++++++----- R/stm-package.R | 4 ++++ src/RcppExports.cpp | 8 ++++---- src/STMCfuns.cpp | 4 ++-- 7 files changed, 45 insertions(+), 14 deletions(-) diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index 3c26fcac6..8c83ca086 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -42,6 +42,7 @@ jobs: - name: Query dependencies run: | install.packages(c("remotes", "devtools", "stringr")) + install_github("https://github.com/cran/ucminf") saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) shell: Rscript {0} diff --git a/DESCRIPTION b/DESCRIPTION index 9d8e82e83..981f7d991 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -34,7 +34,11 @@ Imports: stats, stringr, utils, - optimr + optimr, + nloptr, + optimx, + lbfgsb3c, + ucminf Suggests: clue, geometry, diff --git a/R/RcppExports.R b/R/RcppExports.R index 22706b934..c3cde76ce 100644 --- a/R/RcppExports.R +++ b/R/RcppExports.R @@ -5,8 +5,8 @@ lhoodcpp <- function(eta, beta, doc_ct, mu, siginv) { .Call(`_stm_lhoodcpp`, eta, beta, doc_ct, mu, siginv) } -gradcpp <- function(eta, beta, doc_cts, mu, siginv) { - .Call(`_stm_gradcpp`, eta, beta, doc_cts, mu, siginv) +gradcpp <- function(eta, beta, doc_ct, mu, siginv) { + .Call(`_stm_gradcpp`, eta, beta, doc_ct, mu, siginv) } hpbcpp <- function(eta, beta, doc_ct, mu, siginv, sigmaentropy) { diff --git a/R/STMlncpp.R b/R/STMlncpp.R index c8f9f7339..12d7a250b 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -39,10 +39,10 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # doc_ct=doc.ct, mu=mu, # siginv=siginv, beta=beta) - optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - method=method, control=control, - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) + # optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + # method=method, control=control, + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) # mc <- data.frame(method=c("Nelder-Mead","BFGS"), maxit=c(1, 100), maxfeval= c(1000, 1000)) # optim.out <- optimr::polyopt(par=eta, fn=lhoodcpp, gr=gradcpp, @@ -51,7 +51,29 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # siginv=siginv, beta=beta) # print(optim.out) - + # + # opts <- list("algorithm"="NLOPT_LD_TNEWTON_PRECOND_RESTART", + # "xtol_rel"=1.0e-8) + # + # optim.out <- nloptr::nloptr(x0=eta, eval_f=lhoodcpp, eval_grad_f=gradcpp, # Here optim.out$solution is the one that holds the solution vector + # opts=opts, doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + # + # optim.out <- lbfgsb3c::lbfgsb3c(par=eta, fn=lhoodcpp, gr=gradcpp, + # control=control, doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + # optim.out <- optimx::optimx(par=eta, fn=lhoodcpp, gr=gradcpp, + # method=method, control=list(maxit=500, kkt=FALSE), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + + optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, + control=list(), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + + if(!hpbcpp) return(list(eta=list(lambda=optim.out$par))) #Solve for Hessian/Phi/Bound returning the result diff --git a/R/stm-package.R b/R/stm-package.R index c3fa45541..5653dec93 100644 --- a/R/stm-package.R +++ b/R/stm-package.R @@ -45,6 +45,10 @@ #' @keywords package #' #' @import optimr +#' @import nloptr +#' @import optimx +#' @import lbfgsb3c +#' @import ucminf #' @import Matrix #' @importFrom Rcpp evalCpp #' @importFrom graphics abline axis hist legend lines par plot points segments smoothScatter text title diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp index 970426eb8..c0af2ae06 100644 --- a/src/RcppExports.cpp +++ b/src/RcppExports.cpp @@ -22,17 +22,17 @@ BEGIN_RCPP END_RCPP } // gradcpp -arma::vec gradcpp(SEXP eta, SEXP beta, const arma::uvec& doc_cts, SEXP mu, SEXP siginv); -RcppExport SEXP _stm_gradcpp(SEXP etaSEXP, SEXP betaSEXP, SEXP doc_ctsSEXP, SEXP muSEXP, SEXP siginvSEXP) { +arma::vec gradcpp(SEXP eta, SEXP beta, const arma::uvec& doc_ct, SEXP mu, SEXP siginv); +RcppExport SEXP _stm_gradcpp(SEXP etaSEXP, SEXP betaSEXP, SEXP doc_ctSEXP, SEXP muSEXP, SEXP siginvSEXP) { BEGIN_RCPP Rcpp::RObject rcpp_result_gen; Rcpp::RNGScope rcpp_rngScope_gen; Rcpp::traits::input_parameter< SEXP >::type eta(etaSEXP); Rcpp::traits::input_parameter< SEXP >::type beta(betaSEXP); - Rcpp::traits::input_parameter< const arma::uvec& >::type doc_cts(doc_ctsSEXP); + Rcpp::traits::input_parameter< const arma::uvec& >::type doc_ct(doc_ctSEXP); Rcpp::traits::input_parameter< SEXP >::type mu(muSEXP); Rcpp::traits::input_parameter< SEXP >::type siginv(siginvSEXP); - rcpp_result_gen = Rcpp::wrap(gradcpp(eta, beta, doc_cts, mu, siginv)); + rcpp_result_gen = Rcpp::wrap(gradcpp(eta, beta, doc_ct, mu, siginv)); return rcpp_result_gen; END_RCPP } diff --git a/src/STMCfuns.cpp b/src/STMCfuns.cpp index 8a1bc9c8c..82fd29137 100644 --- a/src/STMCfuns.cpp +++ b/src/STMCfuns.cpp @@ -39,7 +39,7 @@ double lhoodcpp(SEXP eta, // [[Rcpp::export]] arma::vec gradcpp(SEXP eta, SEXP beta, - const arma::uvec& doc_cts, + const arma::uvec& doc_ct, SEXP mu, SEXP siginv){ @@ -60,7 +60,7 @@ arma::vec gradcpp(SEXP eta, } betas.each_col() %= expeta; - arma::vec part1 = betas*(doc_cts/arma::trans(sum(betas,0))) - (sum(doc_cts)/sum(expeta))*expeta; + arma::vec part1 = betas*(doc_ct/arma::trans(sum(betas,0))) - (sum(doc_ct)/sum(expeta))*expeta; arma::vec part2 = siginvs*(etas - mus); part1.shed_row(neta); return part2-part1; From 5cdde079b19dab991b9643b7888d704f1b485b99 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Thu, 30 Jul 2020 17:15:04 -0400 Subject: [PATCH 098/142] ucminf test. --- .github/workflows/opt_stab_test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index 8c83ca086..f664eb467 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -42,7 +42,7 @@ jobs: - name: Query dependencies run: | install.packages(c("remotes", "devtools", "stringr")) - install_github("https://github.com/cran/ucminf") + devtools::install_github("https://github.com/cran/ucminf") saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) shell: Rscript {0} From 9d64081d83c6f507845159d00f3fc638ea90148c Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 15:23:44 -0400 Subject: [PATCH 099/142] Get optimr BFGS results. --- DESCRIPTION | 3 -- R/STMestep.R | 35 ----------------------- R/STMinit.R | 5 ---- R/STMlncpp.R | 74 +++++++++---------------------------------------- R/stm-package.R | 3 -- 5 files changed, 13 insertions(+), 107 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 981f7d991..c79c17942 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -35,9 +35,6 @@ Imports: stringr, utils, optimr, - nloptr, - optimx, - lbfgsb3c, ucminf Suggests: clue, diff --git a/R/STMestep.R b/R/STMestep.R index 4c48019f3..0eeafe626 100644 --- a/R/STMestep.R +++ b/R/STMestep.R @@ -18,38 +18,6 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o beta, lambda.old, mu, sigma, summation, randomize, method, verbose) { - # cat("documents: \n") - # print(str(documents)) - # - # cat("beta.index: \n") - # print(str(beta.index)) - # - # cat("update.mu: \n") - # print(str(update.mu)) - # - # cat("beta: \n") - # print(str(beta)) - # - # cat("lambda.old: \n") - # print(str(lambda.old)) - # - # cat("mu: \n") - # print(str(mu)) - # - # cat("sigma: \n") - # print(str(sigma)) - # - # cat("summation: \n") - # print(str(summation)) - # - # cat("randomize: \n") - # print(str(randomize)) - # - # cat("method: \n") - # print(str(method)) - # - # cat("verbose: \n") - # print(str(verbose)) #quickly define useful constants V <- ncol(beta[[1]]) @@ -96,9 +64,6 @@ estep <- function(documents, beta.index, update.mu, #null allows for intercept o siginv <- chol2inv(sigobj) } - # cat(paste("sigmaentropy:", sigmaentropy, "\n")) - # cat(paste("norm of siginv: ", norm(as.matrix(siginv), "f"), "\n")) - # 3) Document Scheduling # For right now we are just doing everything in serial. # the challenge with multicore is efficient scheduling while diff --git a/R/STMinit.R b/R/STMinit.R index 33329fb32..751dd2d90 100644 --- a/R/STMinit.R +++ b/R/STMinit.R @@ -44,16 +44,11 @@ stm.init <- function(documents, settings) { if(mode=="Random" | mode=="Custom") { #Random initialization or if Custom, initalize everything randomly mu <- matrix(0, nrow=(K-1),ncol=1) - cat(paste("norm of mu: ", norm(as.matrix(mu),"f"), "\n")) sigma <- diag(20, nrow=(K-1)) - cat("sigma: \n") print(sigma) - cat(paste("norm of sigma: ", norm(as.matrix(sigma),"f"), "\n")) beta <- matrix(rgamma(V * K, .1), ncol = V) beta <- beta/rowSums(beta) - cat(paste("norm of beta: ", norm(as.matrix(beta),"f"), "\n")) lambda <- matrix(0, nrow=N, ncol=(K-1)) - cat(paste("norm of lambda: ", norm(as.matrix(lambda),"f"), "\n")) } if(mode=="Spectral" | mode=="SpectralRP") { verbose <- settings$verbose diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 12d7a250b..94d6ab702 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -13,67 +13,20 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, doc.ct <- doc[2,] Ndoc <- sum(doc.ct) - #even at K=100, BFGS is faster than L-BFGS - # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - # method=method, control=control, - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - # method="Nelder-Mead", control=list(maxit=20), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optim(par=eta, fn=lhoodcpp, gr=gradcpp, - # method=method, control=control, - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optim(par=optim.out$par, fn=lhoodcpp, gr=gradcpp, - # method="Nelder-Mead", control=list(maxit=50), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - # method="Nelder-Mead", control=list(maxit=10), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - # method=method, control=control, - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # mc <- data.frame(method=c("Nelder-Mead","BFGS"), maxit=c(1, 100), maxfeval= c(1000, 1000)) - # optim.out <- optimr::polyopt(par=eta, fn=lhoodcpp, gr=gradcpp, - # methcontrol=mc, control=control, - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) + if(method == "ucminf") { + maxeval = control$maxit + optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, + control=list(maxeval=maxeval), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + } + else { + optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + method=method, control=control, + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + } - # print(optim.out) - # - # opts <- list("algorithm"="NLOPT_LD_TNEWTON_PRECOND_RESTART", - # "xtol_rel"=1.0e-8) - # - # optim.out <- nloptr::nloptr(x0=eta, eval_f=lhoodcpp, eval_grad_f=gradcpp, # Here optim.out$solution is the one that holds the solution vector - # opts=opts, doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - # - # optim.out <- lbfgsb3c::lbfgsb3c(par=eta, fn=lhoodcpp, gr=gradcpp, - # control=control, doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - # optim.out <- optimx::optimx(par=eta, fn=lhoodcpp, gr=gradcpp, - # method=method, control=list(maxit=500, kkt=FALSE), - # doc_ct=doc.ct, mu=mu, - # siginv=siginv, beta=beta) - - optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, - control=list(), - doc_ct=doc.ct, mu=mu, - siginv=siginv, beta=beta) - - if(!hpbcpp) return(list(eta=list(lambda=optim.out$par))) #Solve for Hessian/Phi/Bound returning the result @@ -180,4 +133,3 @@ optimizeDocument <- function(document, eta, mu, beta, sigma=NULL, } - \ No newline at end of file diff --git a/R/stm-package.R b/R/stm-package.R index 5653dec93..1e8484cca 100644 --- a/R/stm-package.R +++ b/R/stm-package.R @@ -45,9 +45,6 @@ #' @keywords package #' #' @import optimr -#' @import nloptr -#' @import optimx -#' @import lbfgsb3c #' @import ucminf #' @import Matrix #' @importFrom Rcpp evalCpp From 0d96256bedf59d3f11bee59f2e0dc5aae85d3259 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 15:40:02 -0400 Subject: [PATCH 100/142] Get fminucon results. --- inst/reg_neum_run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/reg_neum_run.R b/inst/reg_neum_run.R index d2135a046..ff56236bc 100644 --- a/inst/reg_neum_run.R +++ b/inst/reg_neum_run.R @@ -6,12 +6,12 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) set.seed(13) -reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS")) +reg <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="ucminf")) reg_file = str_c("reg_", args[1], ".Rds") saveRDS(reg, file=reg_file) set.seed(13) -neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="BFGS", neum_sum_cpp=TRUE)) +neum <- stm(poliblog5k.docs, poliblog5k.voc, K=5, init.type = "Spectral", max.em.its = 100, control=list(method="ucminf", neum_sum_cpp=TRUE)) neum_file = str_c("neum_", args[1], ".Rds") saveRDS(neum, file=neum_file) From 456d4a226c2b841f1237dc1e80f7b63213f037c1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 17:57:49 -0400 Subject: [PATCH 101/142] Proper klkisf test. --- .github/workflows/opt_stab_test.yml | 2 +- inst/run.R | 23 +++++ inst/xpl_stab_test.R | 148 +++++++++++----------------- 3 files changed, 82 insertions(+), 91 deletions(-) create mode 100644 inst/run.R diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index f664eb467..0fb3c4f00 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -77,7 +77,7 @@ jobs: - name: Run tests run: | - Rscript ./inst/reg_neum_run.R ${{ runner.os }} + Rscript ./inst/run.R ${{ runner.os }} - name: Upload test results uses: actions/upload-artifact@v2 diff --git a/inst/run.R b/inst/run.R new file mode 100644 index 000000000..5cd7b40e3 --- /dev/null +++ b/inst/run.R @@ -0,0 +1,23 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +ks <- c(5, 10, 40) +s_type <- "neum" +m_type <- "ucminf" + +for(k in ks) { + if(s_type == "neum") { + set.seed(13) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, control=list(method=m_type, neum_sum_cpp=TRUE)) + } + else { + set.seed(13) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, control=list(method=m_type)) + } + file_name = str_c(k, "_", s_type, "_", m_type, "_", args[1], ".Rds") + saveRDS(mod, file=file_name) +} diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index 9f6bc487d..d94efb8c5 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -1,92 +1,60 @@ #!/usr/bin/env Rscript - -# Get command line argument for operating system -args = commandArgs(trailingOnly=TRUE) - -file_names = c("./artifact/reg_Linux.Rds", "./artifact/reg_macOS.Rds", "./artifact/reg_Windows.Rds", "./artifact/neum_Linux.Rds", "./artifact/neum_macOS.Rds", "./artifact/neum_Windows.Rds") - -tol = 1.0e-9 - -for(i in 1:length(file_names)) { - if(file_names[i] == "./artifact/reg_Linux.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - reg_Linux <- readRDS(file_names[i]) - } - else if(file_names[i] == "./artifact/reg_macOS.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - reg_macOS <- readRDS(file_names[i]) - } - else if(file_names[i] == "./artifact/reg_Windows.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - reg_Windows <- readRDS(file_names[i]) - } - else if(file_names[i] == "./artifact/neum_Linux.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - neum_Linux <- readRDS(file_names[i]) - } - else if(file_names[i] == "./artifact/neum_macOS.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - neum_macOS <- readRDS(file_names[i]) - } - else if(file_names[i] == "./artifact/neum_Windows.Rds") { - cat(paste("Reading", file_names[i], "...\n")) - neum_Windows <- readRDS(file_names[i]) - } +library(stringr) + +# Get all the file names +location <- "./artifact/" +files <- list.files(path = location) +print(files) + +# Variables +num_files <- length(files) +os_names <- character() +num_topics <- character() + +# Loop through all the file names that have naming convention: +# numTopics_sumType_methodType_osType.Rds +# and extract number of topics and different operating systems +for(i in 1:num_files) { + fnmx <- str_split_fixed(files[i], "_|\\.", 5) + print(fnmx) + num_topics <- cbind(num_topics, fnmx[1,1]) + os_names <- cbind(os_names, fnmx[1,4]) } - - -cat(paste("Compare regular Linux with macOS:\n")) -print(all.equal(reg_Linux, reg_macOS)) -cat(paste("reg_Linux:", max(reg_Linux$convergence$bound), "reg_macOS:", max(reg_macOS$convergence$bound), "\n")) - -cat(paste("\n\nCompare regular Linux with Windows:\n")) -print(all.equal(reg_Linux, reg_Windows)) -cat(paste("reg_Linux:", max(reg_Linux$convergence$bound), "reg_Windows:", max(reg_Windows$convergence$bound), "\n")) - -cat(paste("\n\nCompare regular macOS with Windows:\n")) -print(all.equal(reg_macOS, reg_Windows)) -cat(paste("reg_macOS:", max(reg_macOS$convergence$bound), "reg_Windows:", max(reg_Windows$convergence$bound), "\n")) - - -cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) -print(all.equal(neum_Linux, neum_macOS)) -cat(paste("neum_Linux:", max(neum_Linux$convergence$bound), "neum_macOS:", max(neum_macOS$convergence$bound), "\n")) - -cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) -print(all.equal(neum_Linux, neum_Windows)) -cat(paste("neum_Linux:", max(neum_Linux$convergence$bound), "neum_Windows:", max(neum_Windows$convergence$bound), "\n")) - -cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) -print(all.equal(neum_macOS, neum_Windows)) -cat(paste("neum_macOS:", max(neum_macOS$convergence$bound), "neum_Windows:", max(neum_Windows$convergence$bound), "\n")) - - - -cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) -print(all.equal(neum_Linux, reg_Linux)) -cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) -print(all.equal(neum_Windows, reg_Windows)) -cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) -print(all.equal(neum_macOS, reg_macOS)) - -# -# cat(paste("Compare regular Linux with macOS:\n")) -# print(all.equal(reg_Linux, reg_macOS, tolerance=tol)) -# cat(paste("\n\nCompare regular Linux with Windows:\n")) -# print(all.equal(reg_Linux, reg_Windows, tolerance=tol)) -# cat(paste("\n\nCompare regular macOS with Windows:\n")) -# print(all.equal(reg_macOS, reg_Windows, tolerance=tol)) -# -# cat(paste("\n\n\nCompare Neumaier Linux with macOS:\n")) -# print(all.equal(neum_Linux, neum_macOS, tolerance=tol)) -# cat(paste("\n\nCompare Neumaier Linux with Windows:\n")) -# print(all.equal(neum_Linux, neum_Windows, tolerance=tol)) -# cat(paste("\n\nCompare Neumaier macOS with Windows:\n")) -# print(all.equal(neum_macOS, neum_Windows, tolerance=tol)) -# -# cat(paste("\n\n\nCompare Neumaier Linux with regular Linux:\n")) -# print(all.equal(neum_Linux, reg_Linux, tolerance=tol)) -# cat(paste("\n\nCompare Neumaier Windows with regular Windows:\n")) -# print(all.equal(neum_Windows, reg_Windows, tolerance=tol)) -# cat(paste("\n\nCompare Neumaier macOS with regular macOS:\n")) -# print(all.equal(neum_macOS, reg_macOS, tolerance=tol)) \ No newline at end of file +print(num_topics) +print(os_names) + +# Because the summation type, the method, and file extension is the same within a run we can do this +s_type <- fnmx[1,2] +m_type <- fnmx[1,3] +f_ext <- fnmx[1,5] + +# Remove duplicates +num_topics <- unique(num_topics, MARGIN = 2) +os_names <- unique(os_names, MARGIN = 2) +print(num_topics) +print(os_names) + +# Generate all pair combinations of os-s. +comb_os <- combn(os_names, 2) + +# Check equality for all topics and combinations of os-s for each topic +for(i in 1:length(num_topics)) { + cat(paste("\n\nChecking equality for K =", num_topics[i], "\n")) + for(j in 1:ncol(comb_os)) { + cat(paste("Comparing", comb_os[1,j], "vs", comb_os[2,j], "\n")) + file_name1 <- str_c(location, num_topics[i], "_", s_type, "_", m_type, "_", comb_os[1,j], ".", f_ext) + print(file_name1) + file_name2 <- str_c(location, num_topics[i], "_", s_type, "_", m_type, "_", comb_os[2,j], ".", f_ext) + print(file_name2) + os1 <- readRDS(file_name1) + os2 <- readRDS(file_name2) + comp <- all.equal(os1, os2) + if(length(comp) < 2) { + cat("SUCCEEDED!!!\n") + } + else { + cat("FAILED!!!\n") + } + print(comp) + } +} \ No newline at end of file From 3353f1f853cf33e99d0ed2b6dd86f873d3b0f3fe Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 18:36:21 -0400 Subject: [PATCH 102/142] Proper ucminf test. --- .github/workflows/opt_stab_test.yml | 3 +++ inst/run.R | 2 +- inst/xpl_stab_test.R | 8 +------- 3 files changed, 5 insertions(+), 8 deletions(-) diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index 0fb3c4f00..a1cb345d8 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -96,6 +96,9 @@ jobs: - name: Setup R uses: r-lib/actions/setup-r@master + run: | + install.packages("stringr") + shell: Rscript {0} - name: Download artifacts from previous job uses: actions/download-artifact@v2 diff --git a/inst/run.R b/inst/run.R index 5cd7b40e3..d9eb31b31 100644 --- a/inst/run.R +++ b/inst/run.R @@ -5,7 +5,7 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -ks <- c(5, 10, 40) +ks <- c(5, 10, 40, 60) s_type <- "neum" m_type <- "ucminf" diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index d94efb8c5..e5bcadb29 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -20,8 +20,6 @@ for(i in 1:num_files) { num_topics <- cbind(num_topics, fnmx[1,1]) os_names <- cbind(os_names, fnmx[1,4]) } -print(num_topics) -print(os_names) # Because the summation type, the method, and file extension is the same within a run we can do this s_type <- fnmx[1,2] @@ -31,8 +29,6 @@ f_ext <- fnmx[1,5] # Remove duplicates num_topics <- unique(num_topics, MARGIN = 2) os_names <- unique(os_names, MARGIN = 2) -print(num_topics) -print(os_names) # Generate all pair combinations of os-s. comb_os <- combn(os_names, 2) @@ -43,13 +39,11 @@ for(i in 1:length(num_topics)) { for(j in 1:ncol(comb_os)) { cat(paste("Comparing", comb_os[1,j], "vs", comb_os[2,j], "\n")) file_name1 <- str_c(location, num_topics[i], "_", s_type, "_", m_type, "_", comb_os[1,j], ".", f_ext) - print(file_name1) file_name2 <- str_c(location, num_topics[i], "_", s_type, "_", m_type, "_", comb_os[2,j], ".", f_ext) - print(file_name2) os1 <- readRDS(file_name1) os2 <- readRDS(file_name2) comp <- all.equal(os1, os2) - if(length(comp) < 2) { + if(length(comp) < 8) { cat("SUCCEEDED!!!\n") } else { From d822e847de0f90cbb599027b0f6690b7781c58d1 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 18:39:39 -0400 Subject: [PATCH 103/142] Proper ucminf test. --- .github/workflows/opt_stab_test.yml | 2 ++ inst/run.R | 5 +++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index a1cb345d8..520903651 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -96,6 +96,8 @@ jobs: - name: Setup R uses: r-lib/actions/setup-r@master + + - name: Install R packages run: | install.packages("stringr") shell: Rscript {0} diff --git a/inst/run.R b/inst/run.R index d9eb31b31..e8b0b2fa6 100644 --- a/inst/run.R +++ b/inst/run.R @@ -10,13 +10,14 @@ s_type <- "neum" m_type <- "ucminf" for(k in ks) { + cat(paste("Running K =", k, "...\n")) if(s_type == "neum") { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, control=list(method=m_type, neum_sum_cpp=TRUE)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type, neum_sum_cpp=TRUE)) } else { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, control=list(method=m_type)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type)) } file_name = str_c(k, "_", s_type, "_", m_type, "_", args[1], ".Rds") saveRDS(mod, file=file_name) From a3b204ffa9b327cc532948ce1bf5fcea756c3547 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 18:41:12 -0400 Subject: [PATCH 104/142] Proper BFGS test. --- inst/run.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/run.R b/inst/run.R index e8b0b2fa6..09d1ad0f1 100644 --- a/inst/run.R +++ b/inst/run.R @@ -7,7 +7,7 @@ args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 40, 60) s_type <- "neum" -m_type <- "ucminf" +m_type <- "BFGS" for(k in ks) { cat(paste("Running K =", k, "...\n")) From 2c524ebebca65ab74f912910e36fc6f24b819f40 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Fri, 31 Jul 2020 20:58:55 -0400 Subject: [PATCH 105/142] Proper nlm test. --- inst/run.R | 4 ++-- inst/xpl_stab_test.R | 8 -------- 2 files changed, 2 insertions(+), 10 deletions(-) diff --git a/inst/run.R b/inst/run.R index 09d1ad0f1..6b9cee5f1 100644 --- a/inst/run.R +++ b/inst/run.R @@ -5,9 +5,9 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -ks <- c(5, 10, 40, 60) +ks <- c(5, 10, 40, 60, 100) s_type <- "neum" -m_type <- "BFGS" +m_type <- "nlm" for(k in ks) { cat(paste("Running K =", k, "...\n")) diff --git a/inst/xpl_stab_test.R b/inst/xpl_stab_test.R index e5bcadb29..f63a8880e 100644 --- a/inst/xpl_stab_test.R +++ b/inst/xpl_stab_test.R @@ -4,7 +4,6 @@ library(stringr) # Get all the file names location <- "./artifact/" files <- list.files(path = location) -print(files) # Variables num_files <- length(files) @@ -16,7 +15,6 @@ num_topics <- character() # and extract number of topics and different operating systems for(i in 1:num_files) { fnmx <- str_split_fixed(files[i], "_|\\.", 5) - print(fnmx) num_topics <- cbind(num_topics, fnmx[1,1]) os_names <- cbind(os_names, fnmx[1,4]) } @@ -43,12 +41,6 @@ for(i in 1:length(num_topics)) { os1 <- readRDS(file_name1) os2 <- readRDS(file_name2) comp <- all.equal(os1, os2) - if(length(comp) < 8) { - cat("SUCCEEDED!!!\n") - } - else { - cat("FAILED!!!\n") - } print(comp) } } \ No newline at end of file From 1a33bce4b49ae67da7d05f3a6060fd08f3717ad8 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 05:23:31 -0400 Subject: [PATCH 106/142] ucminf test increasedt. --- R/STMlncpp.R | 9 ++++++++- inst/run.R | 8 ++++---- 2 files changed, 12 insertions(+), 5 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 94d6ab702..acc6eeaeb 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -16,10 +16,17 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, if(method == "ucminf") { maxeval = control$maxit optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, - control=list(maxeval=maxeval), + control=list(maxeval=maxeval, grtol=1.0e-8), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) } + # else if(method == "trust.optim") { + # out <- trustOptim::trust.optim(x=eta, fn=lhoodcpp, gr=gradcpp, + # method = "BFGS", control = list(maxit=control$maxit, report.freq=-1, report.level=-1, preconditioner=1), + # doc_ct=doc.ct, mu=mu, + # siginv=siginv, beta=beta) + # optim.out = list(par=out$solution) + # } else { optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, method=method, control=control, diff --git a/inst/run.R b/inst/run.R index 6b9cee5f1..276e92a23 100644 --- a/inst/run.R +++ b/inst/run.R @@ -5,19 +5,19 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -ks <- c(5, 10, 40, 60, 100) +ks <- c(60) s_type <- "neum" -m_type <- "nlm" +m_type <- "ucminf" for(k in ks) { cat(paste("Running K =", k, "...\n")) if(s_type == "neum") { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type, neum_sum_cpp=TRUE)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Random", max.em.its = 30, verbose = FALSE, control=list(method=m_type, neum_sum_cpp=TRUE)) } else { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Random", max.em.its = 30, verbose = FALSE, control=list(method=m_type)) } file_name = str_c(k, "_", s_type, "_", m_type, "_", args[1], ".Rds") saveRDS(mod, file=file_name) From d98cd049ecf22a54bb15721791ad3aea283996c7 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 05:36:09 -0400 Subject: [PATCH 107/142] BFGS test uniform. --- R/STMlncpp.R | 3 ++- inst/run.R | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index acc6eeaeb..b13998f31 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -28,8 +28,9 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # optim.out = list(par=out$solution) # } else { + tol = 1.0e-8 optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - method=method, control=control, + method=method, control=list(maxit=500, kkt=TRUE, kkttol=tol, kkt2tol=tol, abstol=tol, reltol=tol), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) } diff --git a/inst/run.R b/inst/run.R index 276e92a23..00d367cc8 100644 --- a/inst/run.R +++ b/inst/run.R @@ -7,7 +7,7 @@ args = commandArgs(trailingOnly=TRUE) ks <- c(60) s_type <- "neum" -m_type <- "ucminf" +m_type <- "BFGS" for(k in ks) { cat(paste("Running K =", k, "...\n")) From 7d4f241589cf642a4598eb810da03a65d4f310aa Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 05:55:32 -0400 Subject: [PATCH 108/142] ucminf increasd sp. --- R/STMinit.R | 1 - inst/run.R | 6 +++--- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/R/STMinit.R b/R/STMinit.R index 751dd2d90..81c389dfd 100644 --- a/R/STMinit.R +++ b/R/STMinit.R @@ -45,7 +45,6 @@ stm.init <- function(documents, settings) { #Random initialization or if Custom, initalize everything randomly mu <- matrix(0, nrow=(K-1),ncol=1) sigma <- diag(20, nrow=(K-1)) - print(sigma) beta <- matrix(rgamma(V * K, .1), ncol = V) beta <- beta/rowSums(beta) lambda <- matrix(0, nrow=N, ncol=(K-1)) diff --git a/inst/run.R b/inst/run.R index 00d367cc8..49cb86b69 100644 --- a/inst/run.R +++ b/inst/run.R @@ -7,17 +7,17 @@ args = commandArgs(trailingOnly=TRUE) ks <- c(60) s_type <- "neum" -m_type <- "BFGS" +m_type <- "ucminf" for(k in ks) { cat(paste("Running K =", k, "...\n")) if(s_type == "neum") { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Random", max.em.its = 30, verbose = FALSE, control=list(method=m_type, neum_sum_cpp=TRUE)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type, neum_sum_cpp=TRUE)) } else { set.seed(13) - mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Random", max.em.its = 30, verbose = FALSE, control=list(method=m_type)) + mod <- stm(poliblog5k.docs, poliblog5k.voc, K=k, init.type = "Spectral", max.em.its = 100, verbose = FALSE, control=list(method=m_type)) } file_name = str_c(k, "_", s_type, "_", m_type, "_", args[1], ".Rds") saveRDS(mod, file=file_name) From bcee6f79b8cc8c99e5793950f11d04b6d665a149 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 06:36:49 -0400 Subject: [PATCH 109/142] ucminf increasd sp. --- R/STMlncpp.R | 2 +- inst/run.R | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index b13998f31..22c9b4c1b 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -16,7 +16,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, if(method == "ucminf") { maxeval = control$maxit optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, - control=list(maxeval=maxeval, grtol=1.0e-8), + control=list(maxeval=maxeval, grtol=1.0e-10), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) } diff --git a/inst/run.R b/inst/run.R index 49cb86b69..bba2b48f8 100644 --- a/inst/run.R +++ b/inst/run.R @@ -5,7 +5,7 @@ library(stringr) # Get command line argument for operating system args = commandArgs(trailingOnly=TRUE) -ks <- c(60) +ks <- c(5, 10, 60, 110) s_type <- "neum" m_type <- "ucminf" From 04ffc7e00e61a1e6afd29c3cdad9b876709eb320 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 06:44:45 -0400 Subject: [PATCH 110/142] BFGS increasd sp. --- R/STMlncpp.R | 2 +- inst/run.R | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 22c9b4c1b..c44bb5285 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -28,7 +28,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, # optim.out = list(par=out$solution) # } else { - tol = 1.0e-8 + tol = 1.0e-10 optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, method=method, control=list(maxit=500, kkt=TRUE, kkttol=tol, kkt2tol=tol, abstol=tol, reltol=tol), doc_ct=doc.ct, mu=mu, diff --git a/inst/run.R b/inst/run.R index bba2b48f8..aeec15f1a 100644 --- a/inst/run.R +++ b/inst/run.R @@ -7,7 +7,7 @@ args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) s_type <- "neum" -m_type <- "ucminf" +m_type <- "BFGS" for(k in ks) { cat(paste("Running K =", k, "...\n")) From 8c981fac57abfa4d63320a265ea3d04d9664b882 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 06:46:43 -0400 Subject: [PATCH 111/142] BFGS original. --- R/STMlncpp.R | 2 +- inst/run.R | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index c44bb5285..702462359 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -30,7 +30,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, else { tol = 1.0e-10 optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - method=method, control=list(maxit=500, kkt=TRUE, kkttol=tol, kkt2tol=tol, abstol=tol, reltol=tol), + method=method, control=control), doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) } diff --git a/inst/run.R b/inst/run.R index aeec15f1a..bb691b4b5 100644 --- a/inst/run.R +++ b/inst/run.R @@ -6,7 +6,7 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) -s_type <- "neum" +s_type <- "reg" m_type <- "BFGS" for(k in ks) { From 19c2b69edfefaf67050676997a6b41a9926a7b38 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 09:33:57 -0400 Subject: [PATCH 112/142] BFGS original. --- inst/run.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/run.R b/inst/run.R index bb691b4b5..a8f186d38 100644 --- a/inst/run.R +++ b/inst/run.R @@ -6,7 +6,7 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) -s_type <- "reg" +s_type <- "re" m_type <- "BFGS" for(k in ks) { From 8e62768d9a931ac09c7fd4f27b0fd56b30a48346 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 09:34:54 -0400 Subject: [PATCH 113/142] ucminf increased sp. --- inst/run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/run.R b/inst/run.R index a8f186d38..bba2b48f8 100644 --- a/inst/run.R +++ b/inst/run.R @@ -6,8 +6,8 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) -s_type <- "re" -m_type <- "BFGS" +s_type <- "neum" +m_type <- "ucminf" for(k in ks) { cat(paste("Running K =", k, "...\n")) From 2b5b119b7e4e85e8506556fa9b89a6ebf4a128e6 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 09:47:50 -0400 Subject: [PATCH 114/142] BFGS original. --- R/STMlncpp.R | 2 +- inst/run.R | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/R/STMlncpp.R b/R/STMlncpp.R index 702462359..d3e5998b2 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -30,7 +30,7 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, else { tol = 1.0e-10 optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, - method=method, control=control), + method=method, control=control, doc_ct=doc.ct, mu=mu, siginv=siginv, beta=beta) } diff --git a/inst/run.R b/inst/run.R index bba2b48f8..bb691b4b5 100644 --- a/inst/run.R +++ b/inst/run.R @@ -6,8 +6,8 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) -s_type <- "neum" -m_type <- "ucminf" +s_type <- "reg" +m_type <- "BFGS" for(k in ks) { cat(paste("Running K =", k, "...\n")) From 8c51938cf55df7c4f019d02c707ca5bdc72ab1cd Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Sat, 1 Aug 2020 09:48:20 -0400 Subject: [PATCH 115/142] ucminf increased sp. --- inst/run.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/run.R b/inst/run.R index bb691b4b5..bba2b48f8 100644 --- a/inst/run.R +++ b/inst/run.R @@ -6,8 +6,8 @@ library(stringr) args = commandArgs(trailingOnly=TRUE) ks <- c(5, 10, 60, 110) -s_type <- "reg" -m_type <- "BFGS" +s_type <- "neum" +m_type <- "ucminf" for(k in ks) { cat(paste("Running K =", k, "...\n")) From e6040249bee79a8c0e7c08296f193ba0b913f435 Mon Sep 17 00:00:00 2001 From: Gyorgy Matyasfalvi Date: Mon, 3 Aug 2020 19:54:31 -0400 Subject: [PATCH 116/142] ucminf doc level 1e-6. --- .github/workflows/opt_stab_test.yml | 6 ++-- R/STMlncpp.R | 39 ++++++++++++++++++++++ inst/doc_opt_run.R | 50 ++++++++++++++++++++++++++++ inst/mod.Rds | Bin 0 -> 6928587 bytes inst/xpl_opt_test.R | 50 ++++++++++++++++++++++++++++ 5 files changed, 142 insertions(+), 3 deletions(-) create mode 100644 inst/doc_opt_run.R create mode 100644 inst/mod.Rds create mode 100644 inst/xpl_opt_test.R diff --git a/.github/workflows/opt_stab_test.yml b/.github/workflows/opt_stab_test.yml index 520903651..e1b4b1f5b 100644 --- a/.github/workflows/opt_stab_test.yml +++ b/.github/workflows/opt_stab_test.yml @@ -3,7 +3,7 @@ on: branches: - sumcpp -name: Cross platform stability test +name: Cross platform documnet level optimization test jobs: reg_neum_run: @@ -77,7 +77,7 @@ jobs: - name: Run tests run: | - Rscript ./inst/run.R ${{ runner.os }} + Rscript ./inst/doc_opt_run.R ${{ runner.os }} - name: Upload test results uses: actions/upload-artifact@v2 @@ -107,6 +107,6 @@ jobs: - name: Run tests run: | - Rscript ./inst/xpl_stab_test.R + Rscript ./inst/xpl_opt_test.R diff --git a/R/STMlncpp.R b/R/STMlncpp.R index d3e5998b2..9f559f000 100644 --- a/R/STMlncpp.R +++ b/R/STMlncpp.R @@ -43,6 +43,45 @@ logisticnormalcpp <- function(eta, mu, siginv, beta, doc, sigmaentropy, sigmaentropy=sigmaentropy) } +# GM Test document level optimization +optimize_doc <- function(dn, mod, documents, method="BFGS", tol=1.0e-6, control=list(maxit=500)) { + + # Get all the necessary variables + doc <- documents[[dn]] + doc.ct <- doc[2,] + + eta <- mod$eta[dn,] + mu <- mod$mu$mu + + sigobj <- try(chol.default(mod$sigma), silent=TRUE) + if(class(sigobj)=="try-error") { + siginv <- solve(mod$sigma) + } else { + siginv <- chol2inv(sigobj) + } + + words <- doc[1,] + aspect <- mod$settings$covariates$betaindex[dn] + beta <- exp(mod$beta$logbeta[[aspect]][,words,drop=FALSE]) + + # Run optimization + if(method == "ucminf") { + maxeval = control$maxit + optim.out <- ucminf::ucminf(par=eta, fn=lhoodcpp, gr=gradcpp, + control=list(maxeval=maxeval, grtol=tol), + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + } + else { + optim.out <- optimr::optimr(par=eta, fn=lhoodcpp, gr=gradcpp, + method=method, control=control, + doc_ct=doc.ct, mu=mu, + siginv=siginv, beta=beta) + } + + return(list(optim.out=optim.out, eta=eta, doc.ct=doc.ct, mu=mu, siginv=siginv, beta=beta)) +} +# GM #the external exported version #### diff --git a/inst/doc_opt_run.R b/inst/doc_opt_run.R new file mode 100644 index 000000000..d09f1e4a5 --- /dev/null +++ b/inst/doc_opt_run.R @@ -0,0 +1,50 @@ +#!/usr/bin/env Rscript +library(stm) +library(stringr) + +# Get command line argument for operating system +args = commandArgs(trailingOnly=TRUE) + +mod <- readRDS("./inst/mod.Rds") +method <- "ucminf" +tol <- 1e-6 +file_name = str_c("./inst/docopt/", method, "_1e-6_", args[1], ".Rds") +#file_name = str_c("./inst/docopt/", method, "_1e-6_", "Windows", ".Rds") + +doc_id <- numeric() +siginv_norm2 <- numeric() +obj_value <- numeric() +sol_norm1 <- numeric() +sol_norm2 <- numeric() + +# Optimize every document and save solution stats +for(i in 1:length(poliblog5k.docs)) { + docopt <- stm:::optimize_doc(dn = i, + mod = mod, + documents = poliblog5k.docs, + method = method, + tol = tol) + doc_id <- cbind(doc_id, i) + siginv_norm2 <- cbind(siginv_norm2, norm(as.matrix(docopt$siginv), type = "f")) + obj_value <- cbind(obj_value, docopt$optim.out$value) + sol_norm1 <- cbind(sol_norm1, max(abs(docopt$optim.out$par))) + sol_norm2 <- cbind(sol_norm2, norm(as.matrix(docopt$optim.out$par), type = "f")) + # cat(paste("value:", docopt$optim.out$value, "(tol:", tol, ")\n")) + # cat("solution: \n") + # print(docopt$optim.out$par) + # cat(paste("norm 1: ", max(abs(docopt$optim.out$par)), "\n")) + # cat(paste("norm 2: ", norm(as.matrix(docopt$optim.out$par), type = "f"), "\n")) +} + +doc_opt_df <- data.frame( + doc_id = as.numeric(doc_id), + siginv_norm2 = as.numeric(siginv_norm2), + obj_value = as.numeric(obj_value), + sol_norm1 = as.numeric(sol_norm1), + sol_norm2 = as.numeric(sol_norm2) +) + +#print(doc_opt_df) 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