diff --git a/.gitignore b/.gitignore index e69de29bb..cd67eac66 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1 @@ +.Rproj.user diff --git a/.travis.yml b/.travis.yml new file mode 100644 index 000000000..445857fb1 --- /dev/null +++ b/.travis.yml @@ -0,0 +1,30 @@ +language: r +warnings_are_errors: true + +before_install: + - cd ./ranger-r-package/ranger + - sudo add-apt-repository -y ppa:ubuntu-toolchain-r/test -y + - sudo apt-get -qq update + - sudo apt-get -qq install gcc-4.8 + - sudo apt-get -qq install g++-4.8 + - sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.8 90 + - sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-4.8 90 + - sudo update-alternatives --install /usr/bin/gcov gcov /usr/bin/gcov-4.8 90 + +r: + - oldrel + - release + - devel + +r_github_packages: + - jimhester/covr + +after_success: + - Rscript -e 'covr::codecov(quiet = FALSE)' + +notifications: + email: + recipients: + - work@wrig.de + on_success: change + on_failure: change \ No newline at end of file diff --git a/NEWS.md b/NEWS.md new file mode 100644 index 000000000..ea9ce727d --- /dev/null +++ b/NEWS.md @@ -0,0 +1,101 @@ +##### Version 0.3.8 +* Remove tuning functions, please use mlr or caret. + +##### Version 0.3.7 +* Fix bug with alternative interface and prediction +* Small fixes + +##### Version 0.3.6 +* Add keep.inbag option to track in-bag counts +* Add option sample.fraction for fraction of sampled observations + +##### Version 0.3.5 +* Add tree-wise split.select.weights + +##### Version 0.3.4 +* Add predict.all option in predict() to get individual predictions for each tree for classification and regression +* Small changes in documentation + +##### Version 0.3.3 +* Add case-specific random forests + +##### Version 0.3.2 +* Add case weights (weighted bootstrapping or subsampling) + +##### Version 0.3.1 +* Catch error of outdated gcc not supporting C++11 completely + +##### Version 0.3.0 +* Allow the user to interrupt computation from R +* Transpose classification.table and rename to confusion.matrix +* Respect R seed for prediction +* Memory improvements for variable importance computation +* Fix bug: Probability prediction for single observations +* Fix bug: Results not identical when using alternative interface + +##### Version 0.2.7 +* Small fixes for Solaris compiler + +##### Version 0.2.6 +* Add C-index splitting +* Fix NA SNP handling + +##### Version 0.2.5 +* Fix matrix and gwaa alternative survival interface +* Version submitted to JSS + +##### Version 0.2.4 +* Small changes in documentation + +##### Version 0.2.3 +* Preallocate memory for splitting + +##### Version 0.2.2 +* Remove recursive splitting + +##### Version 0.2.1 +* Allow matrix as input data in R version + +##### Version 0.2.0 +* Fix prediction of classification forests in R + +##### Version 0.1.9 +* Speedup growing for continuous covariates +* Add memory save option to save memory for very large datasets (but slower) +* Remove memory mode option from R version since no performance gain + +##### Version 0.1.8 +* Fix problems when using Rcpp <0.11.4 + +##### Version 0.1.7 +* Add option to split on unordered categorical covariates + +##### Version 0.1.6 +* Optimize memory management for very large survival forests + +##### Version 0.1.5 +* Set required Rcpp version to 0.11.2 +* Fix large $call objects when using BatchJobs +* Add details and example on GenABEL usage to documentation +* Minor changes to documentation + +##### Version 0.1.4 +* Speedup for survival forests with continuous covariates +* R version: Generate seed from R. It is no longer necessary to set the + seed argument in ranger calls. + +##### Version 0.1.3 +* Windows support for R version (without multithreading) + +##### Version 0.1.2 +* Speedup growing of regression and probability prediction forests +* Prediction forests are now handled like regression forests: MSE used for + prediction error and permutation importance +* Fixed name conflict with randomForest package for "importance" +* Fixed a bug: prediction function is now working for probability + prediction forests +* Slot "predictions" for probability forests now contains class probabilities +* importance function is now working even if randomForest package is + loaded after ranger +* Fixed a bug: Split selection weights are now working as expected +* Small changes in documentation diff --git a/README b/README deleted file mode 100644 index a8c8208c4..000000000 --- a/README +++ /dev/null @@ -1,59 +0,0 @@ - - -Ranger 0.1.0 - -Written by: - - Marvin N. Wright - Institut für Medizinische Biometrie und Statistik - Universität zu Lübeck - Ratzeburger Allee 160 - 23562 Lübeck - - http://www.imbs-luebeck.de - wright@imbs.uni-luebeck.de - -1. Introduction - - Ranger is a fast implementation of Random Forest (Breiman 2001) or recursive partitioning, particularly suited for high dimensional data. Classification, Regression, and Survival forests are supported. Classification and Regression forests are implemented as in the original Random Forest (Breiman 2001), Survival forests as in Random Survival Forests (Ishwaran et al. 2008). - - Ranger is written in C++, but a version for R is avaiable, too. We recommend to use the R version. It is easy to install and use and the results are readily available for further analysis. The R version is as fast as the pure C++ version. - -2. Installation - - To install the Ranger R package from the provided archive just run - - install.packages("ranger_X.Y.tar.gz") - - in R from the directory where the downloaded archive is or give the full path. If any dependencies are missing (i.e. Rcpp), please install them from CRAN. R version >= 3.1 is required. Note that for now the R package cannot be compiled from source in Microsoft Windows (because the compiler in RTools is too old). - - To install the C++ version of Ranger in Linux or Mac OS X you will need a compiler supporting C++11 (i.e. gcc >= 4.7 or Clang >= 3.0) and Cmake. To build start a terminal from the Ranger main directory and run the following commands - - cd source - mkdir build - cd build - cmake .. - make - - After compilation there should be an executable called "ranger" in the current directory. - - To run Ranger in Microsoft Windows please use one of the provided binaries. - -3. Usage - - For usage of the R version see ?ranger in R. As a first example you could try ranger(Species ~ ., data = iris). - - In the C++ version type - - ranger --help - - for a list of commands. First you need a training dataset in a file. This file should contain one header line with variable names and one line with variable values per sample. Variable names must not contain any whitespace, comma or semicolon. Values can be seperated by whitespace, comma or semicolon but can not be mixed in one file. A typical call of Ranger would be for example - - ranger --verbose --file data.dat --depvarname Species --treetype 1 --ntree 1000 --nthreads 4 - - If you find any bugs, or if you experience any crashes, please report to us. If you have any questions just ask, we won't bite. - -References - - Breiman, L. (2001). Random forests. Machine learning, 45(1), 5-32. - Ishwaran, H., Kogalur, U. B., Blackstone, E. H., & Lauer, M. S. (2008). Random survival forests. The Annals of Applied Statistics, 841-860. diff --git a/README.md b/README.md new file mode 100644 index 000000000..eae55ae94 --- /dev/null +++ b/README.md @@ -0,0 +1,60 @@ +[![Build Status](https://travis-ci.org/imbs-hl/ranger.svg?branch=master)](https://travis-ci.org/imbs-hl/ranger) +[![codecov.io](https://codecov.io/github/imbs-hl/ranger/coverage.svg?branch=master)](https://codecov.io/github/imbs-hl/ranger?branch=master) +![CRAN Downloads month](http://cranlogs.r-pkg.org/badges/ranger?color=brightgreen) +![CRAN Downloads overall](http://cranlogs.r-pkg.org/badges/grand-total/ranger?color=brightgreen) +## ranger: A Fast Implementation of Random Forests +Marvin N. Wright, wright@imbs.uni-luebeck.de + +### Introduction +Ranger is a fast implementation of random forest (Breiman 2001) or recursive partitioning, particularly suited for high dimensional data. Classification, regression, probability estimation and survival forests are supported. Classification and regression forests are implemented as in the original Random Forest (Breiman 2001), survival forests as in Random Survival Forests (Ishwaran et al. 2008). For probability estimation forests see Malley et al. (2012). + +Ranger is written in C++, but a version for R is available, too. We recommend to use the R version. It is easy to install and use and the results are readily available for further analysis. The R version is as fast as the pure C++ version. + +### Installation +To install the Ranger R package from CRAN, just run + +```R +install.packages("ranger”) +``` + +R version >= 3.1 is required. Note that, for now, no multithreading is supported in the R version on Windows platforms (the compiler in RTools is too old). + +To install the C++ version of Ranger in Linux or Mac OS X you will need a compiler supporting C++11 (i.e. gcc >= 4.7 or Clang >= 3.0) and Cmake. To build start a terminal from the Ranger main directory and run the following commands + +```bash +cd source +mkdir build +cd build +cmake .. +make +``` + +After compilation there should be an executable called "ranger" in the build directory. + +To run the C++ version in Microsoft Windows please cross compile or ask for a binary. + +### Usage +For usage of the R version see ?ranger in R. Most importantly, see the Examples section. As a first example you could try + +```R +ranger(Species ~ ., data = iris) +``` + +In the C++ version type + +```bash +ranger --help +``` + +for a list of commands. First you need a training dataset in a file. This file should contain one header line with variable names and one line with variable values per sample. Variable names must not contain any whitespace, comma or semicolon. Values can be seperated by whitespace, comma or semicolon but can not be mixed in one file. A typical call of Ranger would be for example + +```bash +ranger --verbose --file data.dat --depvarname Species --treetype 1 --ntree 1000 --nthreads 4 +``` + +If you find any bugs, or if you experience any crashes, please report to us. If you have any questions just ask, we won't bite. + +### References +* Breiman, L. (2001). Random forests. Machine learning, 45(1), 5-32. +* Ishwaran, H., Kogalur, U. B., Blackstone, E. H., & Lauer, M. S. (2008). Random survival forests. The Annals of Applied Statistics, 841-860. +* Malley, J. D., Kruppa, J., Dasgupta, A., Malley, K. G., & Ziegler, A. (2012). Probability machines: consistent probability estimation using nonparametric learning machines. Methods Inf Med, 51(1), 74. diff --git a/R_package/.gitignore b/R_package/.gitignore deleted file mode 100644 index 45798cd2c..000000000 --- a/R_package/.gitignore +++ /dev/null @@ -1,3 +0,0 @@ -ranger/* -ranger_*.tar.gz -ranger.Rcheck/* diff --git a/R_package/Makevars b/R_package/Makevars deleted file mode 100644 index 3d174ea9c..000000000 --- a/R_package/Makevars +++ /dev/null @@ -1,2 +0,0 @@ -## Use c++11 -CXX_STD = CXX11 \ No newline at end of file diff --git a/R_package/create_package.R b/R_package/create_package.R deleted file mode 100644 index 8c5aabe57..000000000 --- a/R_package/create_package.R +++ /dev/null @@ -1,75 +0,0 @@ - -## Package infos -package.name <- "ranger" -package.title <- "Ranger" -package.description <- paste("Ranger is a fast implementation of Random Forest (tm),", - "particularly suited for high dimensional data.", - "For now, ensembles of classification, regression and survival trees are supported.", - "With Ranger data from Genome-wide association (GWA) studies can be analyzed efficiently.", - "In addition to data frames, datasets of class 'gwaa.data' (R package GenABEL) can be directly analyzed.") -package.depends <- "R (>= 3.1)" -package.suggests <- "survival" - -package.author <- "Marvin N. Wright" -package.email <- "wright@imbs.uni-luebeck.de" -package.license <- "GPL-3" - -## Add C++ and R files -setwd("~/myWork/ranger/R_package") -src.file <- c("Makevars", "Makevars.win", "rangerCpp.cpp", - list.files("../source/src", recursive = TRUE, full.names = TRUE)) -src.file <- src.file[src.file != ("../source/src/main.cpp") & - src.file != ("../source/src/utility/ArgumentHandler.cpp") & - src.file != ("../source/src/utility/ArgumentHandler.h")] -code.file <- c("ranger.R", "predict.R", "print.R", "importance.R", "predictions.R", "timepoints.R") - -## Get version -package.version <- scan("../source/src/version.h", character(0))[5] - -## Cleanup -remove.packages(package.name) -unlink(file.path(package.name, ""), recursive=TRUE) -unlink(paste(package.name, "_", package.version, ".tar.gz", sep = "")) -unlink(paste(package.name, ".Rcheck/", sep = ""), recursive = TRUE) - -## Create package -library(Rcpp) -Rcpp.package.skeleton(package.name, attributes = TRUE, force = TRUE, - cpp_files = src.file, code_files = code.file, - example_code = FALSE, author = package.author, - email = package.email, - license = package.license) -compileAttributes(file.path(".", package.name, "")) -unlink(file.path(package.name, "man", paste(package.name, "-package.Rd", sep = ""))) - -## Change DESCRIPTION file -dcf.file <- file.path(".", package.name, "DESCRIPTION") -dcf <- read.dcf(dcf.file) -dcf[1, "Title"] <- package.title -dcf[1, "Description"] <- package.description -dcf[1, "Version"] <- package.version -dcf.new <- cbind(cbind(dcf, "Depends" = package.depends), "Suggests" = package.suggests) -write.dcf(dcf.new, dcf.file) - -## Add Documentation -library(roxygen2) -roxygenize(package.name) - -## Update NAMESPACE file -namespace.file <- file.path(".", package.name, "NAMESPACE") -cat(paste("useDynLib(", package.name, ")\n", sep = ""), file = namespace.file, append = TRUE) -cat("importFrom(Rcpp, evalCpp)\n", file = namespace.file, append = TRUE) - -## Build package -system(paste("R CMD build", package.name)) - -## Check -##system(paste("R CMD check", package.name)) - -## Install and load package -install.packages(paste(package.name, "_", package.version, ".tar.gz", sep = ""), repos = NULL) -library(package.name, character.only = TRUE) - -## Test -library(testthat) -test_dir("test/", reporter = "summary") diff --git a/R_package/ranger.R b/R_package/ranger.R deleted file mode 100644 index 5100038b5..000000000 --- a/R_package/ranger.R +++ /dev/null @@ -1,389 +0,0 @@ -# ------------------------------------------------------------------------------- -# This file is part of Ranger. -# -# Ranger is free software: you can redistribute it and/or modify -# it under the terms of the GNU General Public License as published by -# the Free Software Foundation, either version 3 of the License, or -# (at your option) any later version. -# -# Ranger is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# GNU General Public License for more details. -# -# You should have received a copy of the GNU General Public License -# along with Ranger. If not, see . -# -# Written by: -# -# Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck -# Ratzeburger Allee 160 -# 23562 Lübeck -# -# http://www.imbs-luebeck.de -# wright@imbs.uni-luebeck.de -# ------------------------------------------------------------------------------- - -##' Ranger is a fast implementation of Random Forest (Breiman 2001) or recursive partitioning, particularly suited for high dimensional data. -##' Classification, Regression, and Survival forests are supported. -##' Classification and Regression forests are implemented as in the original Random Forest (Breiman 2001), Survival forests as in Random Survival Forests (Ishwaran et al. 2008). -##' -##' The tree type is determined by the type of the dependent variable. -##' For factors Classification trees are grown, for numeric values Regression trees and for survival objects Survival trees. -##' The Gini index is used as splitting rule for Classification and the estimated response variances for Regression. -##' For Survival the log-rank test or an AUC-based splitting rule are available. -##' -##' With the \code{probability} option and factor dependent variable a Probability forest is grown. -##' Here, the estimated response variances are used for splitting, as in Regression forests. -##' In contrast, the prediction error is measured with missclassifications as in Classification forests. -##' Predictions are class probabilities for each sample. -##' For details see Malley et al. (2012). -##' -##' Note that for Classification and Regression nodes with size smaller than min.node.size can occur, like in original Random Forest. -##' For Survival all nodes contain at least min.node.size samples. Variables selected with always.split.variables are tried additionaly to the mtry variables randomly selected. -##' -##' For a large number of variables and data frame as input data the formula interface can be slow. -##' Alternatively dependent.variable.name (and status.variable.name for Survival) can be used. -##' -##' @title Ranger -##' @param formula Object of class \code{formula} or \code{character} describing the model to fit. -##' @param data Training data of class \code{data.frame} or \code{gwaa.data} (GenABEL). -##' @param num.trees Number of trees. -##' @param mtry Number of variables to possibly split at in each node. -##' @param importance Variable importance mode, one of 'none', 'impurity', 'permutation'. The 'impurity' measure is the Gini index for Classification and the variance of the responses for Regression. -##' @param write.forest Save \code{ranger.forest} object, needed for prediction. -##' @param probability Grow a Probability forest. This is a Classification forest which returns class probabilities instead of classifications. -##' @param min.node.size Minimal node size. Default 1 for Classification, 5 for Regression, 3 for Survival, and 10 for Probability. -##' @param replace Sample with replacement. Default TRUE. -##' @param splitrule Splitting rule, Survival only. The splitting rule can be chosen of "logrank" and "auc" with dedault "logrank". -##' @param split.select.weights Numeric vector with weights representing the probability to select variables for splitting. -##' @param always.split.variables Character vector with variable names to be always tried for splitting. -##' @param scale.permutation.importance Scale permutation importance by standard error as in (Breiman 2001). Only applicable if permutation variable importance mode selected. -##' @param num.threads Number of threads. Default is number of CPUs available. -##' @param verbose Verbose output on or off. -##' @param seed Random seed. -##' @param memory Memory mode, one of 'double', 'float', 'char'. -##' @param dependent.variable.name Name of dependent variable, needed if no formula given. For survival forests this is the time variable. -##' @param status.variable.name Name of status variable, only applicable to survival data and needed if no formula given. Use 1 for event and 0 for censoring. -##' @return Object of class \code{ranger} with elements -##' \tabular{ll}{ -##' \code{forest} \tab Saved forest (If write.forest set to TRUE). \cr -##' \code{predictions} \tab Predicted classes/values, based on out of bag samples (Classification and Regression only). \cr -##' \code{variable.importance} \tab Variable importance for each independent variable. \cr -##' \code{prediction.error} \tab Overall out of bag prediction error. For Classification this is the fraction of missclassified samples, for Regression the mean squared error and for Survival one minus Harrell's c-index. \cr -##' \code{r.squared} \tab R squared. Also called explained variance or coefficient of determination (Regression only). \cr -##' \code{classification.table} \tab Contingency table for classes and predictions (Classification only). \cr -##' \code{unique.death.times} \tab Unique death times (Survival only). \cr -##' \code{chf} \tab Estimated cumulative hazard function for each sample (Survival only). \cr -##' \code{survival} \tab Estimated survival function for each sample (Survival only). \cr -##' \code{call} \tab Function call. \cr -##' \code{num.trees} \tab Number of trees. \cr -##' \code{num.independent.variables} \tab Number of independent variables. \cr -##' \code{mtry} \tab Value of mtry used. \cr -##' \code{min.node.size} \tab Value of minimal node size used. \cr -##' \code{treetype} \tab Type of forest/tree. Classification, Regression or Survival. \cr -##' \code{memory.mode} \tab Memory mode used. \cr -##' \code{importance.mode} \tab Importance mode used. \cr -##' \code{num.samples} \tab Number of samples. -##' } -##' @examples -##' require(ranger) -##' -##' ## Classification forest with default settings -##' ranger(Species ~ ., data = iris) -##' -##' ## Prediction -##' train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) -##' iris.train <- iris[train.idx, ] -##' iris.test <- iris[-train.idx, ] -##' rg.iris <- ranger(Species ~ ., data = iris.train, write.forest = TRUE) -##' pred.iris <- predict(rg.iris, dat = iris.test) -##' table(iris.test$Species, pred.iris$predictions) -##' -##' ## Variable importance -##' rg.iris <- ranger(Species ~ ., data = iris, importance = "impurity") -##' rg.iris$variable.importance -##' -##' ## Survival forest -##' require(survival) -##' rg.veteran <- ranger(Surv(time, status) ~ ., data = veteran) -##' plot(rg.veteran$unique.death.times, rg.veteran$survival[1,]) -##' -##' ## Alternative interface -##' ranger(dependent.variable.name = "Species", data = iris) -##' -##' @author Marvin N. Wright -##' @references -##' Breiman, L. (2001). Random forests. Mach Learn, 45(1), 5-32. \cr -##' Ishwaran, H., Kogalur, U. B., Blackstone, E. H., & Lauer, M. S. (2008). Random survival forests. Ann Appl Stat, 841-860. \cr -##' Malley, J. D., Kruppa, J., Dasgupta, A., Malley, K. G., & Ziegler, A. (2012). Probability machines: consistent probability estimation using nonparametric learning machines. Methods Inf Med, 51(1), 74. -##' @seealso \code{\link{predict.ranger}} -##' @export -ranger <- function(formula = NULL, data = NULL, num.trees = 500, mtry = NULL, - importance = "none", write.forest = FALSE, probability = FALSE, - min.node.size = NULL, replace = TRUE, splitrule = NULL, - split.select.weights = NULL, always.split.variables = NULL, - scale.permutation.importance = FALSE, - num.threads = NULL, - verbose = TRUE, seed = NULL, memory = "double", - dependent.variable.name = NULL, status.variable.name = NULL) { - - ## GenABEL GWA data - if (class(data) == "gwaa.data") { - snp.names <- data@gtdata@snpnames - sparse.data <- data@gtdata@gtps@.Data - data <- data@phdata - if ("id" %in% names(data)) { - data$"id" <- NULL - } - gwa.mode <- TRUE - } else { - sparse.data <- as.matrix(0) - gwa.mode <- FALSE - } - - ## Formula interface. Use whole data frame is no formula provided and depvarname given - if (is.null(formula)) { - if (is.null(dependent.variable.name)) { - stop("Error: Please give formula or dependent variable name.") - } - if (is.null(status.variable.name)) { - status.variable.name <- "none" - response <- data[, dependent.variable.name] - } else { - response <- data[, c(dependent.variable.name, status.variable.name)] - } - data.selected <- data - } else { - formula <- formula(formula) - if (class(formula) != "formula") { - stop("Error: Invalid formula.") - } - data.selected <- model.frame(formula, data, na.action = na.fail) - response <- data.selected[[1]] - } - - ## Probability estimation - if (probability & !is.factor(response)) { - stop("Error: Probability estimation is only applicable to categorical (factor) dependent variables.") - } - - ## Treetype - if (is.factor(response)) { - if (probability) { - treetype <- 9 - } else { - treetype <- 1 - } - } else if (is.numeric(response) & is.vector(response)) { - treetype <- 3 - } else if (class(response) == "Surv" | class(response) == "data.frame") { - treetype <- 5 - } else { - stop("Error: Unsupported type of dependent variable.") - } - - ## Dependent and status variable name. For non-survival dummy status variable name. - if (!is.null(formula)) { - if (treetype == 5) { - dependent.variable.name <- dimnames(response)[[2]][1] - status.variable.name <- dimnames(response)[[2]][2] - } else { - dependent.variable.name <- names(data.selected)[1] - status.variable.name <- "none" - } - independent.variable.names <- names(data.selected)[-1] - } else { - independent.variable.names <- names(data.selected)[names(data.selected) != dependent.variable.name & - names(data.selected) != status.variable.name] - } - - ## Input data and variable names - if (!is.null(formula)) { - if (treetype == 5) { - data.final <- data.matrix(cbind(response[, 1], response[, 2], - data.selected[-1])) - variable.names <- c(dependent.variable.name, status.variable.name, - independent.variable.names) - } else { - data.final <- data.matrix(data.selected) - variable.names <- names(data.selected) - } - } else { - data.final <- data.matrix(data.selected) - variable.names <- names(data.selected) - } - - ## If gwa mode, add snp variable names - if (gwa.mode) { - variable.names <- c(variable.names, snp.names) - all.independent.variable.names <- c(independent.variable.names, snp.names) - } else { - all.independent.variable.names <- independent.variable.names - } - - ## Number of trees - if (!is.numeric(num.trees) | num.trees < 1) { - stop("Error: Invalid value for num.trees.") - } - - ## mtry - if (is.null(mtry)) { - mtry <- 0 - } else if (!is.numeric(mtry) | mtry < 0) { - stop("Error: Invalid value for mtry") - } - - ## Memory mode - if (is.null(memory) | memory == "double") { - memory.mode <- 0 - } else if (memory == "float") { - memory.mode <- 1 - } else if (memory == "char") { - memory.mode <- 2 - } else { - stop("Error: Unknown memory mode.") - } - - ## Seed - if (is.null(seed)) { - seed <- 0 - } - - ## Num threads - ## Default 0 -> detect from system in C++. - if (is.null(num.threads)) { - num.threads = 0 - } else if (!is.numeric(num.threads) | num.threads < 0) { - stop("Error: Invalid value for num.threads") - } - - ## Minumum node size - if (is.null(min.node.size)) { - min.node.size <- 0 - } else if (!is.numeric(min.node.size) | min.node.size < 0) { - stop("Error: Invalid value for min.node.size") - } - - ## Importance mode - if (is.null(importance) | importance == "none") { - importance.mode <- 0 - } else if (importance == "impurity") { - importance.mode <- 1 - if (treetype == 5) { - stop("Node impurity variable importance not supported for survival forests.") - } - } else if (importance == "permutation") { - if (scale.permutation.importance) { - importance.mode <- 2 - } else { - importance.mode <- 3 - } - } else { - stop("Error: Unknown importance mode.") - } - - ## Split select weights: NULL for no weights - if (is.null(split.select.weights)) { - split.select.weights <- c(0,0) - use.split.select.weights <- FALSE - } else { - use.split.select.weights <- TRUE - } - - ## Always split variables: NULL for no variables - if (is.null(always.split.variables)) { - always.split.variables <- c("0", "0") - use.always.split.variables <- FALSE - } else { - use.always.split.variables <- TRUE - } - - if (use.split.select.weights & use.always.split.variables) { - stop("Error: Please use only one option of use.split.select.weights and use.always.split.variables.") - } - - ## Splitting rule - if (is.null(splitrule)) { - splitrule <- 1 - } else if (treetype == 5 & splitrule == "logrank") { - splitrule <- 1 - } else if (treetype == 5 & splitrule == "auc") { - splitrule <- 2 - } else { - stop("Error: Unknown splitrule.") - } - - ## Prediction mode always false. Use predict.ranger() method. - prediction.mode <- FALSE - - ## No loaded forest object - loaded.forest <- list() - - ## Call Ranger - result <- rangerCpp(treetype, dependent.variable.name, memory.mode, data.final, variable.names, mtry, - num.trees, verbose, seed, num.threads, write.forest, importance.mode, - min.node.size, split.select.weights, use.split.select.weights, - always.split.variables, use.always.split.variables, - status.variable.name, prediction.mode, loaded.forest, sparse.data, - replace, probability, splitrule) - replace, probability) - - if (length(result) == 0) { - stop("Internal error.") - } - - ## Prepare results - result$predictions <- drop(do.call(rbind, result$predictions)) - if (importance.mode != 0) { - names(result$variable.importance) <- all.independent.variable.names - } - - if (treetype == 1) { - result$predictions <- factor(result$predictions, levels = 1:nlevels(response), - labels = levels(response)) - result$classification.table <- table(result$predictions, unlist(data[, dependent.variable.name]), dnn = c("predicted", "true")) - } else if (treetype == 5) { - result$chf <- result$predictions - result$predictions <- NULL - result$survival <- exp(-result$chf) - } else if (treetype == 9) { - result$predictions <- factor(result$predictions, levels = 1:nlevels(response), - labels = levels(response)) - result$classification.table <- table(result$predictions, unlist(data[, dependent.variable.name]), dnn = c("predicted", "true")) - } - - if (treetype == 1) { - result$treetype <- "Classification" - } else if (treetype == 3) { - result$treetype <- "Regression" - } else if (treetype == 5) { - result$treetype <- "Survival" - } else if (treetype == 9) { - result$treetype <- "Probability estimation" - } - if (treetype == 3) { - result$r.squared <- 1 - result$prediction.error / var(response) - } - result$call <- match.call() - result$memory.mode <- memory - result$importance.mode <- importance - result$num.samples <- nrow(data.final) - - ## Write forest object - if (write.forest) { - result$forest$levels <- levels(response) - result$forest$independent.variable.names <- independent.variable.names - result$forest$treetype <- result$treetype - class(result$forest) <- "ranger.forest" - } - - class(result) <- "ranger" - return(result) -} - - - - diff --git a/R_package/test/test_ranger.R b/R_package/test/test_ranger.R deleted file mode 100644 index 3d5953d26..000000000 --- a/R_package/test/test_ranger.R +++ /dev/null @@ -1,94 +0,0 @@ -library(ranger) -library(survival) - -context("ranger") - -rg.class <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE) -rg.reg <- ranger(Sepal.Length ~ ., data = iris, verbose = FALSE, write.forest = TRUE) -rg.surv <- ranger(Surv(time, status) ~ ., data = veteran, verbose = FALSE, write.forest = TRUE) - -test_that("classification result is of class ranger with 15 elements", { - expect_that(rg.class, is_a("ranger")) - expect_that(length(rg.class), equals(15)) -}) - -test_that("regression result is of class ranger with 15 elements", { - expect_that(rg.reg, is_a("ranger")) - expect_that(length(rg.reg), equals(15)) -}) - -test_that("survival result is of class ranger with 16 elements", { - expect_that(rg.surv, is_a("ranger")) - expect_that(length(rg.surv), equals(16)) -}) - -test_that("results have 500 trees", { - expect_that(rg.class$num.trees, equals(500)) - expect_that(rg.reg$num.trees, equals(500)) - expect_that(rg.surv$num.trees, equals(500)) -}) - -test_that("results have right number of independent variables", { - expect_that(rg.class$num.independent.variables, equals(ncol(iris) - 1)) - expect_that(rg.reg$num.independent.variables, equals(ncol(iris) - 1)) - expect_that(rg.surv$num.independent.variables, equals(ncol(veteran) - 2)) -}) - -test_that("unique death times in survival result is right", { - expect_that(rg.surv$unique.death.times, equals(sort(unique(veteran$time[veteran$status == 1])))) -}) - -test_that("importance measures work", { - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "impurity") - expect_that(rg.imp$variable.importance, is_a("numeric")) - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "permutation") - expect_that(rg.imp$variable.importance, is_a("numeric")) - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "permutation", scale.permutation.importance = TRUE) - expect_that(rg.imp$variable.importance, is_a("numeric")) -}) - -test_that("gini importance is larger than 1", { - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "impurity") - expect_that(rg.imp$variable.importance[1], is_more_than(1)) -}) - -test_that("unscaled importance is smaller than 1", { - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "permutation", scale.permutation.importance = FALSE) - expect_that(rg.imp$variable.importance[1], is_less_than(1)) -}) - -test_that("scaled importance is larger than 1", { - rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, - importance = "permutation", scale.permutation.importance = TRUE) - expect_that(rg.imp$variable.importance[1], is_more_than(1)) -}) - -test_that("probability estimations are a matrix with correct size", { - train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) - iris.train <- iris[train.idx, ] - iris.test <- iris[-train.idx, ] - - rg.prob <- ranger(Species ~ ., data = iris.train, write.forest = TRUE, probability = TRUE) - prob <- predict(rg.prob, iris.test) - - expect_that(prob$predictions, is_a("matrix")) - expect_that(nrow(prob$predictions), equals(nrow(iris.test))) - expect_that(ncol(prob$predictions), equals(length(rg.prob$forest$levels))) -}) - -test_that("probability estimations are between 0 and 1 and sum to 1", { - train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) - iris.train <- iris[train.idx, ] - iris.test <- iris[-train.idx, ] - - rg.prob <- ranger(Species ~ ., data = iris.train, write.forest = TRUE, probability = TRUE) - prob <- predict(rg.prob, iris.test) - - expect_that(all(prob$predictions > -1e-5 & prob$predictions <= 1 + 1e-5), is_true()) - expect_that(rowSums(prob$predictions), equals(rep(1, nrow(prob$predictions)))) -}) diff --git a/TODO b/TODO deleted file mode 100644 index 63c23afdf..000000000 --- a/TODO +++ /dev/null @@ -1,86 +0,0 @@ - -## ----------------------------------------------------------------------- ## -## TOOD software -## ----------------------------------------------------------------------- ## - -- Compare speed with biomarcare data with RSF -- Very slow for survival.. Why? Profile! Check for non-GWA data (biomarcare) - -> Problems with variables with many different values -- Slow for variables with many different values (continous) - -> Section 3.5 in Daniels diss - - -## ----------------------------------------------------------------------- ## -## TODO after publication -## ----------------------------------------------------------------------- ## - -- Change citation information - -> in C++ (ArgumentHandler) - -> in R -- Check R package description -- Add reference to roxygen -- Upload C++ version, source + binaries. Gitlab public? -- Create vignette -- Check if new Rtools version with C++11 version is available, until then no - windows support. If availabel check README file. -- Submit to CRAN - -> Add to readme - - -## ----------------------------------------------------------------------- ## -## Features: Maybe implement -## ----------------------------------------------------------------------- ## - -- Lotus (high priority) -- Conditional importance (Meng?) -- Other splitting rules for Survival -- Randomsplit-VIMP for Survival -- For permutation importance use random splits for variable importance - (Hapfelmeier et al. 2012) -- Conditional Inference Forests - -> Or another method to get unbiased vimp and faster? Use simpler test? - -> Maybe just use other split method, no new tree types? -- Unbiased survival? Different to Hothorn et al.! -- Different kinds of bootstrapping: - -> Use down/upsampling. For example in a study with less cases than - controls upsample the cases and downsample the controls - -> Use balancing. Draw 63.2% of cases and 63.2% of controls -- Handle missing data - - -## ----------------------------------------------------------------------- ## -## Ideas -## ----------------------------------------------------------------------- ## - -- Tune terminal node size -- Pruning for probability estimation -- Cross validation -- Look at similiarity of trees, find representative trees (Idea: sequence - alignment) - - -## ----------------------------------------------------------------------- ## -## Advantages -## ----------------------------------------------------------------------- ## - -- Platform independent, no/few dependencies -- Modular -- Faster -- Parallel (very easy) -- Open source -- Use as R package -- Handling of GenABEL gwa data -- Survival (faster!) -- Probability estimations, multiclass! -- Split selection weights - - -## ----------------------------------------------------------------------- ## -## Archive -## ----------------------------------------------------------------------- ## - -- Early stopping for AUC splitting -- Validate survival - -> C index is okay - -> Check validation_survival script.. - -> Different for return 0/-1 for denominator=0 \ No newline at end of file diff --git a/ranger-r-package/.gitignore b/ranger-r-package/.gitignore new file mode 100644 index 000000000..08932e17f --- /dev/null +++ b/ranger-r-package/.gitignore @@ -0,0 +1,2 @@ +ranger.Rcheck/* +.Rproj.user diff --git a/ranger-r-package/create_package.R b/ranger-r-package/create_package.R new file mode 100644 index 000000000..9a99bf26a --- /dev/null +++ b/ranger-r-package/create_package.R @@ -0,0 +1,32 @@ + +## Builds R package. Updates version and date first. +library(Rcpp) +library(roxygen2) +library(devtools) +library(testthat) + +package.name <- "ranger" + +## Set version and date +package.version <- scan("../source/src/version.h", character(0))[5] +dcf.file <- file.path(".", package.name, "DESCRIPTION") +dcf <- read.dcf(dcf.file) +dcf[1, "Version"] <- package.version +dcf[1, "Date"] <- as.character(Sys.Date()) +write.dcf(dcf, dcf.file) + +## Create Rcpp files +compileAttributes(package.name) + +## Add Documentation +roxygenize(package.name) + +## Build/check/install/load package +clean_dll(package.name) +build(package.name) +##check(package.name) +install(package.name) +library(package.name, character.only = TRUE) + +## Test +test_package(package.name) diff --git a/ranger-r-package/ranger.Rproj b/ranger-r-package/ranger.Rproj new file mode 100644 index 000000000..aac6ccb53 --- /dev/null +++ b/ranger-r-package/ranger.Rproj @@ -0,0 +1,19 @@ +Version: 1.0 + +RestoreWorkspace: Default +SaveWorkspace: Default +AlwaysSaveHistory: Default + +EnableCodeIndexing: Yes +UseSpacesForTab: Yes +NumSpacesForTab: 2 +Encoding: UTF-8 + +RnwWeave: knitr +LaTeX: pdfLaTeX + +BuildType: Package +PackageUseDevtools: Yes +PackagePath: ranger +PackageInstallArgs: --no-multiarch --with-keep.source +PackageRoxygenize: rd,collate,namespace diff --git a/ranger-r-package/ranger/.gitignore b/ranger-r-package/ranger/.gitignore new file mode 100644 index 000000000..e69de29bb diff --git a/ranger-r-package/ranger/DESCRIPTION b/ranger-r-package/ranger/DESCRIPTION new file mode 100644 index 000000000..d8b2eff35 --- /dev/null +++ b/ranger-r-package/ranger/DESCRIPTION @@ -0,0 +1,17 @@ +Package: ranger +Type: Package +Title: A Fast Implementation of Random Forests +Version: 0.3.7 +Date: 2016-03-02 +Author: Marvin N. Wright +Maintainer: Marvin N. Wright +Description: A fast implementation of Random Forests, particularly suited for high dimensional data. Ensembles of + classification, regression, survival and probability prediction trees are supported. Data from + genome-wide association studies can be analyzed efficiently. In addition to data frames, datasets of + class 'gwaa.data' (R package GenABEL) can be directly analyzed. +License: GPL-3 +Imports: Rcpp (>= 0.11.2) +LinkingTo: Rcpp +Depends: R (>= 3.1) +Suggests: survival, testthat +RoxygenNote: 5.0.1 diff --git a/ranger-r-package/ranger/NAMESPACE b/ranger-r-package/ranger/NAMESPACE new file mode 100644 index 000000000..d2a3a6811 --- /dev/null +++ b/ranger-r-package/ranger/NAMESPACE @@ -0,0 +1,22 @@ +# Generated by roxygen2: do not edit by hand + +S3method(importance,ranger) +S3method(predict,ranger) +S3method(predict,ranger.forest) +S3method(predictions,ranger) +S3method(predictions,ranger.prediction) +S3method(print,ranger) +S3method(print,ranger.forest) +S3method(print,ranger.prediction) +S3method(timepoints,ranger) +S3method(timepoints,ranger.prediction) +export(csrf) +export(getTerminalNodeIDs) +export(importance) +export(predictions) +export(ranger) +export(timepoints) +import(stats) +import(utils) +importFrom(Rcpp,evalCpp) +useDynLib(ranger) diff --git a/ranger-r-package/ranger/NEWS b/ranger-r-package/ranger/NEWS new file mode 100644 index 000000000..ea9ce727d --- /dev/null +++ b/ranger-r-package/ranger/NEWS @@ -0,0 +1,101 @@ +##### Version 0.3.8 +* Remove tuning functions, please use mlr or caret. + +##### Version 0.3.7 +* Fix bug with alternative interface and prediction +* Small fixes + +##### Version 0.3.6 +* Add keep.inbag option to track in-bag counts +* Add option sample.fraction for fraction of sampled observations + +##### Version 0.3.5 +* Add tree-wise split.select.weights + +##### Version 0.3.4 +* Add predict.all option in predict() to get individual predictions for each tree for classification and regression +* Small changes in documentation + +##### Version 0.3.3 +* Add case-specific random forests + +##### Version 0.3.2 +* Add case weights (weighted bootstrapping or subsampling) + +##### Version 0.3.1 +* Catch error of outdated gcc not supporting C++11 completely + +##### Version 0.3.0 +* Allow the user to interrupt computation from R +* Transpose classification.table and rename to confusion.matrix +* Respect R seed for prediction +* Memory improvements for variable importance computation +* Fix bug: Probability prediction for single observations +* Fix bug: Results not identical when using alternative interface + +##### Version 0.2.7 +* Small fixes for Solaris compiler + +##### Version 0.2.6 +* Add C-index splitting +* Fix NA SNP handling + +##### Version 0.2.5 +* Fix matrix and gwaa alternative survival interface +* Version submitted to JSS + +##### Version 0.2.4 +* Small changes in documentation + +##### Version 0.2.3 +* Preallocate memory for splitting + +##### Version 0.2.2 +* Remove recursive splitting + +##### Version 0.2.1 +* Allow matrix as input data in R version + +##### Version 0.2.0 +* Fix prediction of classification forests in R + +##### Version 0.1.9 +* Speedup growing for continuous covariates +* Add memory save option to save memory for very large datasets (but slower) +* Remove memory mode option from R version since no performance gain + +##### Version 0.1.8 +* Fix problems when using Rcpp <0.11.4 + +##### Version 0.1.7 +* Add option to split on unordered categorical covariates + +##### Version 0.1.6 +* Optimize memory management for very large survival forests + +##### Version 0.1.5 +* Set required Rcpp version to 0.11.2 +* Fix large $call objects when using BatchJobs +* Add details and example on GenABEL usage to documentation +* Minor changes to documentation + +##### Version 0.1.4 +* Speedup for survival forests with continuous covariates +* R version: Generate seed from R. It is no longer necessary to set the + seed argument in ranger calls. + +##### Version 0.1.3 +* Windows support for R version (without multithreading) + +##### Version 0.1.2 +* Speedup growing of regression and probability prediction forests +* Prediction forests are now handled like regression forests: MSE used for + prediction error and permutation importance +* Fixed name conflict with randomForest package for "importance" +* Fixed a bug: prediction function is now working for probability + prediction forests +* Slot "predictions" for probability forests now contains class probabilities +* importance function is now working even if randomForest package is + loaded after ranger +* Fixed a bug: Split selection weights are now working as expected +* Small changes in documentation diff --git a/ranger-r-package/ranger/R/.gitignore b/ranger-r-package/ranger/R/.gitignore new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/ranger-r-package/ranger/R/.gitignore @@ -0,0 +1 @@ + diff --git a/ranger-r-package/ranger/R/RcppExports.R b/ranger-r-package/ranger/R/RcppExports.R new file mode 100644 index 000000000..8774ca738 --- /dev/null +++ b/ranger-r-package/ranger/R/RcppExports.R @@ -0,0 +1,7 @@ +# This file was generated by Rcpp::compileAttributes +# Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 + +rangerCpp <- function(treetype, dependent_variable_name, input_data, variable_names, mtry, num_trees, verbose, seed, num_threads, write_forest, importance_mode_r, min_node_size, split_select_weights, use_split_select_weights, always_split_variable_names, use_always_split_variable_names, status_variable_name, prediction_mode, loaded_forest, sparse_data, sample_with_replacement, probability, unordered_variable_names, use_unordered_variable_names, save_memory, splitrule_r, case_weights, use_case_weights, predict_all, keep_inbag, sample_fraction) { + .Call('ranger_rangerCpp', PACKAGE = 'ranger', treetype, dependent_variable_name, input_data, variable_names, mtry, num_trees, verbose, seed, num_threads, write_forest, importance_mode_r, min_node_size, split_select_weights, use_split_select_weights, always_split_variable_names, use_always_split_variable_names, status_variable_name, prediction_mode, loaded_forest, sparse_data, sample_with_replacement, probability, unordered_variable_names, use_unordered_variable_names, save_memory, splitrule_r, case_weights, use_case_weights, predict_all, keep_inbag, sample_fraction) +} + diff --git a/ranger-r-package/ranger/R/csrf.R b/ranger-r-package/ranger/R/csrf.R new file mode 100644 index 000000000..e25491e04 --- /dev/null +++ b/ranger-r-package/ranger/R/csrf.R @@ -0,0 +1,96 @@ +# ------------------------------------------------------------------------------- +# This file is part of Ranger. +# +# Ranger is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# Ranger is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with Ranger. If not, see . +# +# Written by: +# +# Marvin N. Wright +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck +# Ratzeburger Allee 160 +# 23562 Luebeck +# Germany +# +# http://www.imbs-luebeck.de +# wright@imbs.uni-luebeck.de +# ------------------------------------------------------------------------------- + +##' Case-specific random forests. +##' +##' In case-specific random forests (CSRF), random forests are built specific to the cases of interest. +##' Instead of using equal probabilities, the cases are weighted according to their difference to the case of interest. +##' +##' The algorithm consists of 3 steps: +##' \enumerate{ +##' \item Grow a random forest on the training data +##' \item For each observation of interest (test data), the weights of all training observations are computed by counting the number of trees in which both observations are in the same terminal node. +##' \item For each test observation, grow a weighted random forest on the training data, using the weights obtained in step 2. Predict the outcome of the test observation as usual. +##' } +##' In total, n+1 random forests are grown, where n is the number observations in the test dataset. +##' For details, see Xu et al. (2014). +##' +##' @param formula Object of class \code{formula} or \code{character} describing the model to fit. +##' @param training_data Training data of class \code{data.frame}. +##' @param test_data Test data of class \code{data.frame}. +##' @param params1 Parameters for the proximity random forest grown in the first step. +##' @param params2 Parameters for the prediction random forests grown in the second step. +##' +##' @return Predictions for the test dataset. +##' +##' @examples +##' ## Split in training and test data +##' train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) +##' iris.train <- iris[train.idx, ] +##' iris.test <- iris[-train.idx, ] +##' +##' ## Run case-specific RF +##' csrf(Species ~ ., training_data = iris.train, test_data = iris.test, +##' params1 = list(num.trees = 50, mtry = 4), +##' params2 = list(num.trees = 5)) +##' +##' @author Marvin N. Wright +##' @references +##' Xu, R., Nettleton, D. & Nordman, D.J. (2014). Case-specific random forests. J Comp Graph Stat, in press. DOI: 10.1080/10618600.2014.983641 +##' @export +csrf <- function(formula, training_data, test_data, params1 = list(), params2 = list()) { + ## Grow a random forest on the training data to obtain weights + rf.proximity <- do.call(ranger, c(list(formula = formula, data = training_data, + write.forest = TRUE), params1)) + + ## Get terminal nodes + terminal.nodeIDs.train <- getTerminalNodeIDs(rf.proximity, training_data) + terminal.nodeIDs.test <- getTerminalNodeIDs(rf.proximity, test_data) + + ## Grow weighted RFs for test observations, predict the outcome + predictions <- sapply(1:nrow(test_data), function(i) { + ## Compute weights from first RF + num.same.node <- rowSums(terminal.nodeIDs.test[i, ] == terminal.nodeIDs.train) + weights <- num.same.node / sum(num.same.node) + + ## Grow weighted RF + rf.prediction <- do.call(ranger, c(list(formula = formula, data = training_data, + write.forest = TRUE, case.weights = weights), + params2)) + + ## Predict outcome + predict(rf.prediction, test_data[i, ])$predictions + }) + + ## Return predictions + predictions +} + + + diff --git a/ranger-r-package/ranger/R/getTerminalNodeIDs.R b/ranger-r-package/ranger/R/getTerminalNodeIDs.R new file mode 100644 index 000000000..85310a954 --- /dev/null +++ b/ranger-r-package/ranger/R/getTerminalNodeIDs.R @@ -0,0 +1,82 @@ +# ------------------------------------------------------------------------------- +# This file is part of Ranger. +# +# Ranger is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# Ranger is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with Ranger. If not, see . +# +# Written by: +# +# Marvin N. Wright +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck +# Ratzeburger Allee 160 +# 23562 Luebeck +# Germany +# +# http://www.imbs-luebeck.de +# wright@imbs.uni-luebeck.de +# ------------------------------------------------------------------------------- + +##' Get terminal node IDs of observations. +##' +##' @param rf \code{ranger} object. +##' @param dat New dataset. Terminal node IDs for this dataset are obtained. +##' +##' @return Matrix with terminal nodeIDs for all observations in dataset and trees. +##' +##' @examples +##' library(ranger) +##' rf <- ranger(Species ~ ., data = iris, write.forest = TRUE) +##' getTerminalNodeIDs(rf, iris) +##' @export +getTerminalNodeIDs <- function(rf, dat) { + ## Check if forests exists + if (is.null(rf$forest)) { + stop("Error: No saved forest in ranger object. Please set write.forest to TRUE when calling ranger.") + } + + ## Get terminal node IDs for each observation + result <- t(apply(dat, 1, function(obs) { + ## Drop observation down the trees + sapply(1:rf$num.trees, function(tree) { + + child.nodeIDs <- rf$forest$child.nodeIDs[[tree]] + split.varIDs <- rf$forest$split.varIDs[[tree]] + split.values <- rf$forest$split.values[[tree]] + + nodeID <- 1 + while (1) { + + ## Break if terminal node + if (length(child.nodeIDs[[nodeID]]) < 1) { + break + } + + ## Move to child + split.varID <- split.varIDs[[nodeID]] + value <- obs[split.varID] + if (value <= split.values[[nodeID]]) { + ## Move to left child + nodeID <- child.nodeIDs[[nodeID]][1] + 1 + } else { + ## Move to right child + nodeID <- child.nodeIDs[[nodeID]][2] + 1 + } + } + + return(nodeID) + }) + })) + + return(result) +} \ No newline at end of file diff --git a/R_package/importance.R b/ranger-r-package/ranger/R/importance.R similarity index 93% rename from R_package/importance.R rename to ranger-r-package/ranger/R/importance.R index 5006e6298..7ed09fa30 100644 --- a/R_package/importance.R +++ b/ranger-r-package/ranger/R/importance.R @@ -17,10 +17,11 @@ # Written by: # # Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck # Ratzeburger Allee 160 -# 23562 Lübeck +# 23562 Luebeck +# Germany # # http://www.imbs-luebeck.de # wright@imbs.uni-luebeck.de @@ -39,7 +40,7 @@ importance <- function(x, ...) UseMethod("importance") ##' @seealso \code{\link{ranger}} ##' @author Marvin N. Wright ##' @aliases importance -##' @export +##' @export importance.ranger <- function(x, ...) { if (class(x) != "ranger") { stop("Object ist no ranger object.") diff --git a/R_package/predict.R b/ranger-r-package/ranger/R/predict.R similarity index 53% rename from R_package/predict.R rename to ranger-r-package/ranger/R/predict.R index ba6d20a04..3a4c344be 100644 --- a/R_package/predict.R +++ b/ranger-r-package/ranger/R/predict.R @@ -17,10 +17,11 @@ # Written by: # # Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck # Ratzeburger Allee 160 -# 23562 Lübeck +# 23562 Luebeck +# Germany # # http://www.imbs-luebeck.de # wright@imbs.uni-luebeck.de @@ -31,30 +32,31 @@ ##' @title Ranger prediction ##' @param object Ranger \code{ranger.forest} object. ##' @param data New test data of class \code{data.frame} or \code{gwaa.data} (GenABEL). +##' @param predict.all Return a matrix with individual predictions for each tree instead of aggregated predictions for all trees (classification and regression only). ##' @param seed Random seed used in Ranger. ##' @param num.threads Number of threads. Default is number of CPUs available. -##' @param memory.mode Memory mode, one of 'double', 'float', 'char'. ##' @param verbose Verbose output on or off. ##' @param ... further arguments passed to or from other methods. ##' @return Object of class \code{ranger.prediction} with elements ##' \tabular{ll}{ -##' \code{predictions} \tab Predicted classes/values (only for Classification and Regression) \cr -##' \code{unique.death.times} \tab Unique death times (only for Survival). \cr -##' \code{chf} \tab Estimated cumulative hazard function for each sample (only for Survival). \cr -##' \code{survival} \tab Estimated survival function for each sample (only for Survival). \cr +##' \code{predictions} \tab Predicted classes/values (only for classification and regression) \cr +##' \code{unique.death.times} \tab Unique death times (only for survival). \cr +##' \code{chf} \tab Estimated cumulative hazard function for each sample (only for survival). \cr +##' \code{survival} \tab Estimated survival function for each sample (only for survival). \cr ##' \code{num.trees} \tab Number of trees. \cr ##' \code{num.independent.variables} \tab Number of independent variables. \cr -##' \code{treetype} \tab Type of forest/tree. Classification, Regression or Survival. \cr +##' \code{treetype} \tab Type of forest/tree. Classification, regression or survival. \cr ##' \code{num.samples} \tab Number of samples. ##' } ##' @seealso \code{\link{ranger}} ##' @author Marvin N. Wright ##' @export -predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, - memory.mode = "double", verbose = TRUE, ...) { +predict.ranger.forest <- function(object, data, predict.all = FALSE, + seed = NULL, num.threads = NULL, + verbose = TRUE, ...) { ## GenABEL GWA data - if (class(data) == "gwaa.data") { + if ("gwaa.data" %in% class(data)) { snp.names <- snp.names(data) sparse.data <- data@gtdata@gtps@.Data data <- data@phdata[, -1] @@ -63,7 +65,7 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, } else { sparse.data <- as.matrix(0) gwa.mode <- FALSE - variable.names <- names(data) + variable.names <- colnames(data) } ## Check forest argument @@ -82,22 +84,60 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, is.null(forest$chf) | is.null(forest$unique.death.times))) { stop("Error: Invalid forest object.") } - if (forest$treetype == "Classification" & (is.null(forest$levels))) { - stop("Error: Invalid forest object.") - } - - if (sum(!(forest$independent.variable.names %in% variable.names)) > 0) { - stop("Error: One or more independent variables not found in data.") - } - data.selected <- subset(data, select = forest$independent.variable.names) + + ## If alternative interface used, don't subset data if (forest$treetype == "Survival") { - data.final <- data.matrix(cbind(0, 0, data.selected)) - variable.names <- c("time", "status", forest$independent.variable.names) + if (forest$dependent.varID > 0 & forest$status.varID > 1) { + if (!is.matrix(data)) { + ## Recode characters + char.columns <- sapply(data, is.character) + data[char.columns] <- lapply(data[char.columns], factor) + } + data.final <- data.matrix(data) + } else { + data.selected <- subset(data, select = forest$independent.variable.names) + if (!is.matrix(data.selected)) { + ## Recode characters + char.columns <- sapply(data.selected, is.character) + data.selected[char.columns] <- lapply(data.selected[char.columns], factor) + } + data.final <- data.matrix(cbind(0, 0, data.selected)) + variable.names <- c("time", "status", forest$independent.variable.names) + } } else { - data.final <- data.matrix(cbind(0, data.selected)) - variable.names <- c("dependent", forest$independent.variable.names) + if (ncol(data) == length(forest$independent.variable.names)+1 & forest$dependent.varID > 0) { + if (!is.matrix(data)) { + ## Recode characters + char.columns <- sapply(data, is.character) + data[char.columns] <- lapply(data[char.columns], factor) + } + data.final <- data.matrix(data) + } else { + data.selected <- subset(data, select = forest$independent.variable.names) + if (!is.matrix(data.selected)) { + ## Recode characters + char.columns <- sapply(data.selected, is.character) + data.selected[char.columns] <- lapply(data.selected[char.columns], factor) + } + ## Arange data as in original data + if (forest$dependent.varID == 0) { + data.final <- data.matrix(cbind(0, data.selected)) + variable.names <- c("dependent", forest$independent.variable.names) + } else if (forest$dependent.varID >= ncol(data)) { + data.final <- data.matrix(cbind(data.selected, 0)) + variable.names <- c(forest$independent.variable.names, "dependent") + } else { + data.final <- data.matrix(cbind(data.selected[, 1:forest$dependent.varID], + 0, + data.selected[, (forest$dependent.varID+2):ncol(data.selected)])) + variable.names <- c(forest$independent.variable.names[1:forest$dependent.varID], + "dependent", + forest$independent.variable.names[(forest$dependent.varID+1):length(forest$independent.variable.names)]) + } + } } + ## If gwa mode, add snp variable names if (gwa.mode) { variable.names <- c(variable.names, snp.names) @@ -106,6 +146,10 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, if (any(is.na(data.final))) { stop("Missing values in data.") } + + if (sum(!(forest$independent.variable.names %in% variable.names)) > 0) { + stop("Error: One or more independent variables not found in data.") + } ## Num threads ## Default 0 -> detect from system in C++. @@ -115,20 +159,9 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, stop("Error: Invalid value for num.threads") } - ## Memory mode - if (is.null(memory.mode) | memory.mode == "double") { - memory.mode <- 0 - } else if (memory.mode == "float") { - memory.mode <- 1 - } else if (memory.mode == "char") { - memory.mode <- 2 - } else { - stop("Error: Unknown memory mode.") - } - ## Seed if (is.null(seed)) { - seed <- 0 + seed <- runif(1 , 0, .Machine$integer.max) } if (forest$treetype == "Classification") { @@ -148,7 +181,7 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, mtry <- 0 importance <- 0 min.node.size <- 0 - split.select.weights <- c(0, 0) + split.select.weights <- list(c(0, 0)) use.split.select.weights <- FALSE always.split.variables <- c("0", "0") use.always.split.variables <- FALSE @@ -157,35 +190,50 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, write.forest <- FALSE replace <- TRUE probability <- FALSE + unordered.factor.variables <- c("0", "0") + use.unordered.factor.variables <- FALSE + save.memory <- FALSE splitrule <- 1 - + case.weights <- c(0, 0) + use.case.weights <- FALSE + keep.inbag <- FALSE + sample.fraction <- 1 + ## Call Ranger - result <- rangerCpp(treetype, dependent.variable.name, memory.mode, data.final, variable.names, mtry, - forest$num.trees, verbose, seed, num.threads, write.forest, importance, - min.node.size, split.select.weights, use.split.select.weights, - always.split.variables, use.always.split.variables, - status.variable.name, prediction.mode, forest, sparse.data, - replace, probability, splitrule) + result <- rangerCpp(treetype, dependent.variable.name, data.final, variable.names, mtry, + forest$num.trees, verbose, seed, num.threads, write.forest, importance, + min.node.size, split.select.weights, use.split.select.weights, + always.split.variables, use.always.split.variables, + status.variable.name, prediction.mode, forest, sparse.data, replace, probability, + unordered.factor.variables, use.unordered.factor.variables, save.memory, splitrule, + case.weights, use.case.weights, predict.all, keep.inbag, sample.fraction) if (length(result) == 0) { - stop("Internal error.") + stop("User interrupt or internal error.") } - + ## Prepare results result$predictions <- drop(do.call(rbind, result$predictions)) result$num.samples <- nrow(data.final) result$treetype <- forest$treetype - - if (forest$treetype == "Classification") { - result$predictions <- factor(result$predictions, levels = 1:length(forest$levels), - labels = forest$levels) + + if (forest$treetype == "Classification" & !is.null(forest$levels)) { + if (!predict.all) { + result$predictions <- factor(result$predictions, levels = 1:length(forest$levels), + labels = forest$levels) + } } else if (forest$treetype == "Survival") { result$unique.death.times <- forest$unique.death.times result$chf <- result$predictions result$predictions <- NULL result$survival <- exp(-result$chf) - } else if (forest$treetype == "Probability estimation") { - colnames(result$predictions) <- forest$levels + } else if (forest$treetype == "Probability estimation" & !is.null(forest$levels)) { + if (is.matrix(result$predictions)) { + colnames(result$predictions) <- forest$levels + } else { + names(result$predictions) <- forest$levels + } + } class(result) <- "ranger.prediction" @@ -193,34 +241,38 @@ predict.ranger.forest <- function(object, data, seed = NULL, num.threads = NULL, } ##' Prediction with new data and a saved forest from Ranger. +##' +##' For classification and predict.all = TRUE, a matrix of factor levels is returned. +##' To retrieve the corresponding factor levels, use rf$forest$levels, if rf is the ranger object. ##' ##' @title Ranger prediction ##' @param object Ranger \code{ranger} object. ##' @param data New test data of class \code{data.frame} or \code{gwaa.data} (GenABEL). +##' @param predict.all Return a matrix with individual predictions for each tree instead of aggregated predictions for all trees (classification and regression only). ##' @param seed Random seed used in Ranger. ##' @param num.threads Number of threads. Default is number of CPUs available. -##' @param memory.mode Memory mode, one of 'double', 'float', 'char'. ##' @param verbose Verbose output on or off. ##' @param ... further arguments passed to or from other methods. ##' @return Object of class \code{ranger.prediction} with elements ##' \tabular{ll}{ -##' \code{predictions} \tab Predicted classes/values (only for Classification and Regression) \cr -##' \code{unique.death.times} \tab Unique death times (only for Survival). \cr -##' \code{chf} \tab Estimated cumulative hazard function for each sample (only for Survival). \cr -##' \code{survival} \tab Estimated survival function for each sample (only for Survival). \cr +##' \code{predictions} \tab Predicted classes/values (only for classification and regression) \cr +##' \code{unique.death.times} \tab Unique death times (only for survival). \cr +##' \code{chf} \tab Estimated cumulative hazard function for each sample (only for survival). \cr +##' \code{survival} \tab Estimated survival function for each sample (only for survival). \cr ##' \code{num.trees} \tab Number of trees. \cr ##' \code{num.independent.variables} \tab Number of independent variables. \cr -##' \code{treetype} \tab Type of forest/tree. Classification, Regression or Survival. \cr +##' \code{treetype} \tab Type of forest/tree. Classification, regression or survival. \cr ##' \code{num.samples} \tab Number of samples. ##' } ##' @seealso \code{\link{ranger}} ##' @author Marvin N. Wright ##' @export -predict.ranger <- function(object, data, seed = NULL, num.threads = NULL, - memory.mode = "double", verbose = TRUE, ...) { +predict.ranger <- function(object, data, predict.all = FALSE, + seed = NULL, num.threads = NULL, + verbose = TRUE, ...) { forest <- object$forest if (is.null(forest)) { stop("Error: No saved forest in ranger object. Please set write.forest to TRUE when calling ranger.") } - predict(forest, data, seed, num.threads, memory.mode, verbose) + predict(forest, data, predict.all, seed, num.threads, verbose) } diff --git a/R_package/predictions.R b/ranger-r-package/ranger/R/predictions.R similarity index 93% rename from R_package/predictions.R rename to ranger-r-package/ranger/R/predictions.R index 662f6159a..25d879b0d 100644 --- a/R_package/predictions.R +++ b/ranger-r-package/ranger/R/predictions.R @@ -17,10 +17,11 @@ # Written by: # # Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck # Ratzeburger Allee 160 -# 23562 Lübeck +# 23562 Luebeck +# Germany # # http://www.imbs-luebeck.de # wright@imbs.uni-luebeck.de @@ -44,7 +45,7 @@ predictions.ranger.prediction <- function(x, ...) { if (class(x) != "ranger.prediction") { stop("Object ist no ranger.prediction object.") } - if (x$treetype == "Classification" | x$treetype == "Regression") { + if (x$treetype == "Classification" | x$treetype == "Regression" | x$treetype == "Probability estimation") { if (is.null(x$predictions)) { stop("No predictions found.") } else { @@ -75,7 +76,7 @@ predictions.ranger<- function(x, ...) { if (class(x) != "ranger") { stop("Object ist no ranger object.") } - if (x$treetype == "Classification" | x$treetype == "Regression") { + if (x$treetype == "Classification" | x$treetype == "Regression" | x$treetype == "Probability estimation") { if (is.null(x$predictions)) { stop("No predictions found.") } else { diff --git a/R_package/print.R b/ranger-r-package/ranger/R/print.R similarity index 95% rename from R_package/print.R rename to ranger-r-package/ranger/R/print.R index 6e703ee4e..a48312986 100644 --- a/R_package/print.R +++ b/ranger-r-package/ranger/R/print.R @@ -17,10 +17,11 @@ # Written by: # # Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck # Ratzeburger Allee 160 -# 23562 Lübeck +# 23562 Luebeck +# Germany # # http://www.imbs-luebeck.de # wright@imbs.uni-luebeck.de @@ -45,7 +46,6 @@ print.ranger <- function(x, ...) { cat("Mtry: ", x$mtry, "\n") cat("Target node size: ", x$min.node.size, "\n") cat("Variable importance mode: ", x$importance.mode, "\n") - cat("Memory mode: ", x$memory.mode, "\n") if (x$treetype == "Survival") { cat("Number of unique death times: ", length(x$unique.death.times), "\n") } diff --git a/ranger-r-package/ranger/R/ranger.R b/ranger-r-package/ranger/R/ranger.R new file mode 100644 index 000000000..8c01dd3e5 --- /dev/null +++ b/ranger-r-package/ranger/R/ranger.R @@ -0,0 +1,494 @@ +# ------------------------------------------------------------------------------- +# This file is part of Ranger. +# +# Ranger is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# Ranger is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with Ranger. If not, see . +# +# Written by: +# +# Marvin N. Wright +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck +# Ratzeburger Allee 160 +# 23562 Luebeck +# Germany +# +# http://www.imbs-luebeck.de +# wright@imbs.uni-luebeck.de +# ------------------------------------------------------------------------------- + +##' Ranger is a fast implementation of Random Forest (Breiman 2001) or recursive partitioning, particularly suited for high dimensional data. +##' Classification, regression, and survival forests are supported. +##' Classification and regression forests are implemented as in the original Random Forest (Breiman 2001), survival forests as in Random Survival Forests (Ishwaran et al. 2008). +##' +##' The tree type is determined by the type of the dependent variable. +##' For factors classification trees are grown, for numeric values regression trees and for survival objects survival trees. +##' The Gini index is used as splitting rule for classification, the estimated response variances for regression and the log-rank test for survival. +##' For Survival the log-rank test or an AUC-based splitting rule are available. +##' +##' With the \code{probability} option and factor dependent variable a probability forest is grown. +##' Here, the estimated response variances are used for splitting, as in regression forests. +##' Predictions are class probabilities for each sample. +##' For details see Malley et al. (2012). +##' +##' Note that for classification and regression nodes with size smaller than min.node.size can occur, like in original Random Forest. +##' For survival all nodes contain at least min.node.size samples. +##' Variables selected with \code{always.split.variables} are tried additionaly to the mtry variables randomly selected. +##' In \code{split.select.weights} variables weighted with 0 are never selected and variables with 1 are always selected. +##' Weights do not need to sum up to 1, they will be normalized later. +##' The usage of \code{split.select.weights} can increase the computation times for large forests. +##' +##' For a large number of variables and data frame as input data the formula interface can be slow or impossible to use. +##' Alternatively dependent.variable.name (and status.variable.name for survival) can be used. +##' Consider setting \code{save.memory = TRUE} if you encounter memory problems for very large datasets. +##' +##' For GWAS data consider combining \code{ranger} with the \code{GenABEL} package. +##' See the Examples section below for a demonstration using \code{Plink} data. +##' All SNPs in the \code{GenABEL} object will be used for splitting. +##' To use only the SNPs without sex or other covariates from the phenotype file, use \code{0} on the right hand side of the formula. +##' Note that missing values are treated as an extra category while splitting. +##' +##' See \url{https://github.com/mnwright/ranger} for the development version. +##' +##' Notes: +##' \itemize{ +##' \item Multithreading is currently not supported for Microsoft Windows platforms. +##' } +##' +##' @title Ranger +##' @param formula Object of class \code{formula} or \code{character} describing the model to fit. +##' @param data Training data of class \code{data.frame}, \code{matrix} or \code{gwaa.data} (GenABEL). +##' @param num.trees Number of trees. +##' @param mtry Number of variables to possibly split at in each node. Default is the (rounded down) square root of the number variables. +##' @param importance Variable importance mode, one of 'none', 'impurity', 'permutation'. The 'impurity' measure is the Gini index for classification and the variance of the responses for regression. For survival, only 'permutation' is available. +##' @param write.forest Save \code{ranger.forest} object, needed for prediction. +##' @param probability Grow a probability forest as in Malley et al. (2012). +##' @param min.node.size Minimal node size. Default 1 for classification, 5 for regression, 3 for survival, and 10 for probability. +##' @param replace Sample with replacement. +##' @param sample.fraction Fraction of observations to sample. Default is 1 for sampling with replacement and 0.632 for sampling without replacement. +##' @param splitrule Splitting rule, survival only. The splitting rule can be chosen of "logrank" and "C" with default "logrank". +##' @param case.weights Weights for sampling of training observations. Observations with larger weights will be selected with higher probability in the bootstrap (or subsampled) samples for the trees. +##' @param split.select.weights Numeric vector with weights between 0 and 1, representing the probability to select variables for splitting. Alternatively, a list of size num.trees, containing split select weight vectors for each tree can be used. +##' @param always.split.variables Character vector with variable names to be always tried for splitting. +##' @param respect.unordered.factors Regard unordered factor covariates as unordered categorical variables. If \code{FALSE}, all factors are regarded ordered. +##' @param scale.permutation.importance Scale permutation importance by standard error as in (Breiman 2001). Only applicable if permutation variable importance mode selected. +##' @param keep.inbag Save how often observations are in-bag in each tree. +##' @param num.threads Number of threads. Default is number of CPUs available. +##' @param save.memory Use memory saving (but slower) splitting mode. No effect for GWAS data. +##' @param verbose Verbose output on or off. +##' @param seed Random seed. Default is \code{NULL}, which generates the seed from \code{R}. +##' @param dependent.variable.name Name of dependent variable, needed if no formula given. For survival forests this is the time variable. +##' @param status.variable.name Name of status variable, only applicable to survival data and needed if no formula given. Use 1 for event and 0 for censoring. +##' @param classification Only needed if data is a matrix. Set to \code{TRUE} to grow a classification forest. +##' @return Object of class \code{ranger} with elements +##' \item{\code{forest}}{Saved forest (If write.forest set to TRUE). Note that the variable IDs in the \code{split.varIDs} object do not necessarily represent the column number in R.} +##' \item{\code{predictions}}{Predicted classes/values, based on out of bag samples (classification and regression only).} +##' \item{\code{forest}}{Saved forest (If write.forest set to TRUE). Note that the variable IDs in the \code{split.varIDs} object do not necessarily represent the column number in R.} +##' \item{\code{predictions}}{Predicted classes/values, based on out of bag samples (classification and regression only).} +##' \item{\code{variable.importance}}{Variable importance for each independent variable.} +##' \item{\code{prediction.error}}{Overall out of bag prediction error. For classification this is the fraction of missclassified samples, for regression the mean squared error and for survival one minus Harrell's c-index.} +##' \item{\code{r.squared}}{R squared. Also called explained variance or coefficient of determination (regression only).} +##' \item{\code{confusion.matrix}}{Contingency table for classes and predictions based on out of bag samples (classification only).} +##' \item{\code{unique.death.times}}{Unique death times (survival only).} +##' \item{\code{chf}}{Estimated cumulative hazard function for each sample (survival only).} +##' \item{\code{survival}}{Estimated survival function for each sample (survival only).} +##' \item{\code{call}}{Function call.} +##' \item{\code{num.trees}}{Number of trees.} +##' \item{\code{num.independent.variables}}{Number of independent variables.} +##' \item{\code{mtry}}{Value of mtry used.} +##' \item{\code{min.node.size}}{Value of minimal node size used.} +##' \item{\code{treetype}}{Type of forest/tree. classification, regression or survival.} +##' \item{\code{importance.mode}}{Importance mode used.} +##' \item{\code{num.samples}}{Number of samples.} +##' \item{\code{inbag.counts}}{Number of times the observations are in-bag in the trees.} +##' @examples +##' require(ranger) +##' +##' ## Classification forest with default settings +##' ranger(Species ~ ., data = iris) +##' +##' ## Prediction +##' train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) +##' iris.train <- iris[train.idx, ] +##' iris.test <- iris[-train.idx, ] +##' rg.iris <- ranger(Species ~ ., data = iris.train, write.forest = TRUE) +##' pred.iris <- predict(rg.iris, dat = iris.test) +##' table(iris.test$Species, pred.iris$predictions) +##' +##' ## Variable importance +##' rg.iris <- ranger(Species ~ ., data = iris, importance = "impurity") +##' rg.iris$variable.importance +##' +##' ## Survival forest +##' require(survival) +##' rg.veteran <- ranger(Surv(time, status) ~ ., data = veteran) +##' plot(rg.veteran$unique.death.times, rg.veteran$survival[1,]) +##' +##' ## Alternative interface +##' ranger(dependent.variable.name = "Species", data = iris) +##' +##' \dontrun{ +##' ## Use GenABEL interface to read Plink data into R and grow a classification forest +##' ## The ped and map files are not included +##' library(GenABEL) +##' convert.snp.ped("data.ped", "data.map", "data.raw") +##' dat.gwaa <- load.gwaa.data("data.pheno", "data.raw") +##' phdata(dat.gwaa)$trait <- factor(phdata(dat.gwaa)$trait) +##' ranger(trait ~ ., data = dat.gwaa) +##' } +##' +##' @author Marvin N. Wright +##' @references +##' Wright, M. N., & Ziegler, A. (2015). ranger: A fast implementation of random forests for high dimensional data in C++ and R. arXiv preprint \url{http://arxiv.org/abs/1508.04409}. +##' +##' Breiman, L. (2001). Random forests. Mach Learn, 45(1), 5-32. \cr +##' Ishwaran, H., Kogalur, U. B., Blackstone, E. H., & Lauer, M. S. (2008). Random survival forests. Ann Appl Stat, 841-860. \cr +##' Malley, J. D., Kruppa, J., Dasgupta, A., Malley, K. G., & Ziegler, A. (2012). Probability machines: consistent probability estimation using nonparametric learning machines. Methods Inf Med, 51(1), 74. +##' @seealso \code{\link{predict.ranger}} +##' @useDynLib ranger +##' @importFrom Rcpp evalCpp +##' @import stats +##' @import utils +##' @export +ranger <- function(formula = NULL, data = NULL, num.trees = 500, mtry = NULL, + importance = "none", write.forest = FALSE, probability = FALSE, + min.node.size = NULL, replace = TRUE, + sample.fraction = ifelse(replace, 1, 0.632), + splitrule = NULL, case.weights = NULL, + split.select.weights = NULL, always.split.variables = NULL, + respect.unordered.factors = FALSE, + scale.permutation.importance = FALSE, + keep.inbag = FALSE, + num.threads = NULL, save.memory = FALSE, + verbose = TRUE, seed = NULL, + dependent.variable.name = NULL, status.variable.name = NULL, + classification = NULL) { + + ## GenABEL GWA data + if ("gwaa.data" %in% class(data)) { + snp.names <- data@gtdata@snpnames + sparse.data <- data@gtdata@gtps@.Data + data <- data@phdata + if ("id" %in% names(data)) { + data$"id" <- NULL + } + gwa.mode <- TRUE + save.memory <- FALSE + } else { + sparse.data <- as.matrix(0) + gwa.mode <- FALSE + } + + ## Formula interface. Use whole data frame is no formula provided and depvarname given + if (is.null(formula)) { + if (is.null(dependent.variable.name)) { + stop("Error: Please give formula or dependent variable name.") + } + if (is.null(status.variable.name)) { + status.variable.name <- "none" + response <- data[, dependent.variable.name] + } else { + response <- data[, c(dependent.variable.name, status.variable.name)] + } + data.selected <- data + } else { + formula <- formula(formula) + if (class(formula) != "formula") { + stop("Error: Invalid formula.") + } + data.selected <- model.frame(formula, data, na.action = na.fail) + response <- data.selected[[1]] + } + + ## Probability estimation + if (probability & !is.factor(response)) { + stop("Error: Probability estimation is only applicable to categorical (factor) dependent variables.") + } + + ## Treetype + if (is.factor(response)) { + if (probability) { + treetype <- 9 + } else { + treetype <- 1 + } + } else if (is.numeric(response) & is.vector(response)) { + if (!is.null(classification) && classification) { + treetype <- 1 + } else { + treetype <- 3 + } + } else if (class(response) == "Surv" | is.data.frame(response) | is.matrix(response)) { + treetype <- 5 + } else { + stop("Error: Unsupported type of dependent variable.") + } + + ## Dependent and status variable name. For non-survival dummy status variable name. + if (!is.null(formula)) { + if (treetype == 5) { + dependent.variable.name <- dimnames(response)[[2]][1] + status.variable.name <- dimnames(response)[[2]][2] + } else { + dependent.variable.name <- names(data.selected)[1] + status.variable.name <- "none" + } + independent.variable.names <- names(data.selected)[-1] + } else { + independent.variable.names <- colnames(data.selected)[colnames(data.selected) != dependent.variable.name & + colnames(data.selected) != status.variable.name] + } + + ## Recode characters as factors + if (!is.matrix(data.selected)) { + char.columns <- sapply(data.selected, is.character) + data.selected[char.columns] <- lapply(data.selected[char.columns], factor) + } + + ## Input data and variable names + if (!is.null(formula) & treetype == 5) { + data.final <- cbind(response[, 1], response[, 2], + data.selected[-1]) + colnames(data.final) <- c(dependent.variable.name, status.variable.name, + independent.variable.names) + } else { + data.final <- data.selected + } + if (!is.matrix(data.selected)) { + ## Create matrix + data.final <- data.matrix(data.final) + } + variable.names <- colnames(data.final) + + + ## If gwa mode, add snp variable names + if (gwa.mode) { + variable.names <- c(variable.names, snp.names) + all.independent.variable.names <- c(independent.variable.names, snp.names) + } else { + all.independent.variable.names <- independent.variable.names + } + + ## Number of trees + if (!is.numeric(num.trees) | num.trees < 1) { + stop("Error: Invalid value for num.trees.") + } + + ## mtry + if (is.null(mtry)) { + mtry <- 0 + } else if (!is.numeric(mtry) | mtry < 0) { + stop("Error: Invalid value for mtry") + } + + ## Seed + if (is.null(seed)) { + seed <- runif(1 , 0, .Machine$integer.max) + } + + ## Keep inbag + if (!is.logical(keep.inbag)) { + stop("Error: Invalid value for keep.inbag") + } + + ## Num threads + ## Default 0 -> detect from system in C++. + if (is.null(num.threads)) { + num.threads = 0 + } else if (!is.numeric(num.threads) | num.threads < 0) { + stop("Error: Invalid value for num.threads") + } + + ## Minumum node size + if (is.null(min.node.size)) { + min.node.size <- 0 + } else if (!is.numeric(min.node.size) | min.node.size < 0) { + stop("Error: Invalid value for min.node.size") + } + + ## Sample fraction + if (!is.numeric(sample.fraction) | sample.fraction <= 0 | sample.fraction > 1) { + stop("Error: Invalid value for sample.fraction. Please give a value in (0,1].") + } + + ## Importance mode + if (is.null(importance) | importance == "none") { + importance.mode <- 0 + } else if (importance == "impurity") { + importance.mode <- 1 + if (treetype == 5) { + stop("Node impurity variable importance not supported for survival forests.") + } + } else if (importance == "permutation") { + if (scale.permutation.importance) { + importance.mode <- 2 + } else { + importance.mode <- 3 + } + } else { + stop("Error: Unknown importance mode.") + } + + ## Case weights: NULL for no weights + if (is.null(case.weights)) { + case.weights <- c(0,0) + use.case.weights <- FALSE + } else { + use.case.weights <- TRUE + } + + ## Split select weights: NULL for no weights + if (is.null(split.select.weights)) { + split.select.weights <- list(c(0,0)) + use.split.select.weights <- FALSE + } else if (is.numeric(split.select.weights)) { + if (length(split.select.weights) != length(all.independent.variable.names)) { + stop("Error: Number of split select weights not equal to number of independent variables.") + } + split.select.weights <- list(split.select.weights) + use.split.select.weights <- TRUE + } else if (is.list(split.select.weights)) { + if (length(split.select.weights) != num.trees) { + stop("Error: Size of split select weights list not equal to number of trees.") + } + use.split.select.weights <- TRUE + } else { + stop("Error: Invalid split select weights.") + } + + ## Always split variables: NULL for no variables + if (is.null(always.split.variables)) { + always.split.variables <- c("0", "0") + use.always.split.variables <- FALSE + } else { + use.always.split.variables <- TRUE + } + + if (use.split.select.weights & use.always.split.variables) { + stop("Error: Please use only one option of split.select.weights and always.split.variables.") + } + + ## Splitting rule + if (is.null(splitrule)) { + splitrule <- 1 + } else if (treetype == 5 & splitrule == "logrank") { + splitrule <- 1 + } else if (treetype == 5 & (splitrule == "auc" | splitrule == "C")) { + splitrule <- 2 + } else if (treetype == 5 & (splitrule == "auc_ignore_ties" | splitrule == "C_ignore_ties")) { + splitrule <- 3 + } else { + stop("Error: Unknown splitrule.") + } + + ## Unordered factors + if (respect.unordered.factors) { + names.selected <- names(data.selected) + ordered.idx <- sapply(data.selected, is.ordered) + factor.idx <- sapply(data.selected, is.factor) + independent.idx <- names.selected != dependent.variable.name & names.selected != status.variable.name + unordered.factor.variables <- names.selected[factor.idx & !ordered.idx & independent.idx] + + if (length(unordered.factor.variables) > 0) { + use.unordered.factor.variables <- TRUE + ## Check level count + num.levels <- sapply(data.selected[, factor.idx & !ordered.idx & independent.idx, drop = FALSE], nlevels) + max.level.count <- 8*.Machine$sizeof.pointer - 1 + if (max(num.levels) > max.level.count) { + stop(paste("Too many levels in unordered categorical variable ", unordered.factor.variables[which.max(num.levels)], + ". Only ", max.level.count, " levels allowed on this system. Consider ordering this factor.", sep = "")) + } + } else { + unordered.factor.variables <- c("0", "0") + use.unordered.factor.variables <- FALSE + } + } else { + unordered.factor.variables <- c("0", "0") + use.unordered.factor.variables <- FALSE + } + + ## Prediction mode always false. Use predict.ranger() method. + prediction.mode <- FALSE + predict.all <- FALSE + + ## No loaded forest object + loaded.forest <- list() + + ## Clean up + rm("data.selected") + + ## Call Ranger + result <- rangerCpp(treetype, dependent.variable.name, data.final, variable.names, mtry, + num.trees, verbose, seed, num.threads, write.forest, importance.mode, + min.node.size, split.select.weights, use.split.select.weights, + always.split.variables, use.always.split.variables, + status.variable.name, prediction.mode, loaded.forest, sparse.data, + replace, probability, unordered.factor.variables, use.unordered.factor.variables, + save.memory, splitrule, case.weights, use.case.weights, predict.all, + keep.inbag, sample.fraction) + + if (length(result) == 0) { + stop("User interrupt or internal error.") + } + + ## Prepare results + result$predictions <- drop(do.call(rbind, result$predictions)) + if (importance.mode != 0) { + names(result$variable.importance) <- all.independent.variable.names + } + + ## Set predictions + if (treetype == 1 & is.factor(response)) { + result$predictions <- factor(result$predictions, levels = 1:nlevels(response), + labels = levels(response)) + result$confusion.matrix <- table(unlist(data.final[, dependent.variable.name]), result$predictions, dnn = c("true", "predicted")) + } else if (treetype == 5) { + result$chf <- result$predictions + result$predictions <- NULL + result$survival <- exp(-result$chf) + } else if (treetype == 9 & !is.matrix(data)) { + colnames(result$predictions) <- levels(response) + } + + ## Set treetype + if (treetype == 1) { + result$treetype <- "Classification" + } else if (treetype == 3) { + result$treetype <- "Regression" + } else if (treetype == 5) { + result$treetype <- "Survival" + } else if (treetype == 9) { + result$treetype <- "Probability estimation" + } + if (treetype == 3) { + result$r.squared <- 1 - result$prediction.error / var(response) + } + result$call <- sys.call() + result$importance.mode <- importance + result$num.samples <- nrow(data.final) + + ## Write forest object + if (write.forest) { + result$forest$levels <- levels(response) + result$forest$independent.variable.names <- independent.variable.names + result$forest$treetype <- result$treetype + class(result$forest) <- "ranger.forest" + } + + class(result) <- "ranger" + return(result) +} + + + + diff --git a/R_package/timepoints.R b/ranger-r-package/ranger/R/timepoints.R similarity index 95% rename from R_package/timepoints.R rename to ranger-r-package/ranger/R/timepoints.R index 9ecf50267..4189983f3 100644 --- a/R_package/timepoints.R +++ b/ranger-r-package/ranger/R/timepoints.R @@ -17,10 +17,11 @@ # Written by: # # Marvin N. Wright -# Institut für Medizinische Biometrie und Statistik -# Universität zu Lübeck +# Institut fuer Medizinische Biometrie und Statistik +# Universitaet zu Luebeck # Ratzeburger Allee 160 -# 23562 Lübeck +# 23562 Luebeck +# Germany # # http://www.imbs-luebeck.de # wright@imbs.uni-luebeck.de diff --git a/ranger-r-package/ranger/inst/include/ranger.h b/ranger-r-package/ranger/inst/include/ranger.h new file mode 100644 index 000000000..cda58d820 --- /dev/null +++ b/ranger-r-package/ranger/inst/include/ranger.h @@ -0,0 +1 @@ +#include "../../src/globals.h" \ No newline at end of file diff --git a/ranger-r-package/ranger/man/csrf.Rd b/ranger-r-package/ranger/man/csrf.Rd new file mode 100644 index 000000000..09406975b --- /dev/null +++ b/ranger-r-package/ranger/man/csrf.Rd @@ -0,0 +1,55 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/csrf.R +\name{csrf} +\alias{csrf} +\title{Case-specific random forests.} +\usage{ +csrf(formula, training_data, test_data, params1 = list(), params2 = list()) +} +\arguments{ +\item{formula}{Object of class \code{formula} or \code{character} describing the model to fit.} + +\item{training_data}{Training data of class \code{data.frame}.} + +\item{test_data}{Test data of class \code{data.frame}.} + +\item{params1}{Parameters for the proximity random forest grown in the first step.} + +\item{params2}{Parameters for the prediction random forests grown in the second step.} +} +\value{ +Predictions for the test dataset. +} +\description{ +In case-specific random forests (CSRF), random forests are built specific to the cases of interest. +Instead of using equal probabilities, the cases are weighted according to their difference to the case of interest. +} +\details{ +The algorithm consists of 3 steps: +\enumerate{ + \item Grow a random forest on the training data + \item For each observation of interest (test data), the weights of all training observations are computed by counting the number of trees in which both observations are in the same terminal node. + \item For each test observation, grow a weighted random forest on the training data, using the weights obtained in step 2. Predict the outcome of the test observation as usual. +} + In total, n+1 random forests are grown, where n is the number observations in the test dataset. + For details, see Xu et al. (2014). +} +\examples{ +## Split in training and test data +train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) +iris.train <- iris[train.idx, ] +iris.test <- iris[-train.idx, ] + +## Run case-specific RF +csrf(Species ~ ., training_data = iris.train, test_data = iris.test, + params1 = list(num.trees = 50, mtry = 4), + params2 = list(num.trees = 5)) + +} +\author{ +Marvin N. Wright +} +\references{ +Xu, R., Nettleton, D. & Nordman, D.J. (2014). Case-specific random forests. J Comp Graph Stat, in press. DOI: 10.1080/10618600.2014.983641 +} + diff --git a/ranger-r-package/ranger/man/getTerminalNodeIDs.Rd b/ranger-r-package/ranger/man/getTerminalNodeIDs.Rd new file mode 100644 index 000000000..1a7d4c2f5 --- /dev/null +++ b/ranger-r-package/ranger/man/getTerminalNodeIDs.Rd @@ -0,0 +1,25 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/getTerminalNodeIDs.R +\name{getTerminalNodeIDs} +\alias{getTerminalNodeIDs} +\title{Get terminal node IDs of observations.} +\usage{ +getTerminalNodeIDs(rf, dat) +} +\arguments{ +\item{rf}{\code{ranger} object.} + +\item{dat}{New dataset. Terminal node IDs for this dataset are obtained.} +} +\value{ +Matrix with terminal nodeIDs for all observations in dataset and trees. +} +\description{ +Get terminal node IDs of observations. +} +\examples{ +library(ranger) +rf <- ranger(Species ~ ., data = iris, write.forest = TRUE) +getTerminalNodeIDs(rf, iris) +} + diff --git a/ranger-r-package/ranger/man/importance.ranger.Rd b/ranger-r-package/ranger/man/importance.ranger.Rd new file mode 100644 index 000000000..17e6674e2 --- /dev/null +++ b/ranger-r-package/ranger/man/importance.ranger.Rd @@ -0,0 +1,27 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/importance.R +\name{importance.ranger} +\alias{importance} +\alias{importance.ranger} +\title{Ranger variable importance} +\usage{ +\method{importance}{ranger}(x, ...) +} +\arguments{ +\item{x}{Ranger object.} + +\item{...}{Further arguments passed to or from other methods.} +} +\value{ +Variable importance measures. +} +\description{ +Extract variable importance of Ranger object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/predict.ranger.Rd b/ranger-r-package/ranger/man/predict.ranger.Rd new file mode 100644 index 000000000..f92a00495 --- /dev/null +++ b/ranger-r-package/ranger/man/predict.ranger.Rd @@ -0,0 +1,51 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/predict.R +\name{predict.ranger} +\alias{predict.ranger} +\title{Ranger prediction} +\usage{ +\method{predict}{ranger}(object, data, predict.all = FALSE, seed = NULL, + num.threads = NULL, verbose = TRUE, ...) +} +\arguments{ +\item{object}{Ranger \code{ranger} object.} + +\item{data}{New test data of class \code{data.frame} or \code{gwaa.data} (GenABEL).} + +\item{predict.all}{Return a matrix with individual predictions for each tree instead of aggregated predictions for all trees (classification and regression only).} + +\item{seed}{Random seed used in Ranger.} + +\item{num.threads}{Number of threads. Default is number of CPUs available.} + +\item{verbose}{Verbose output on or off.} + +\item{...}{further arguments passed to or from other methods.} +} +\value{ +Object of class \code{ranger.prediction} with elements + \tabular{ll}{ + \code{predictions} \tab Predicted classes/values (only for classification and regression) \cr + \code{unique.death.times} \tab Unique death times (only for survival). \cr + \code{chf} \tab Estimated cumulative hazard function for each sample (only for survival). \cr + \code{survival} \tab Estimated survival function for each sample (only for survival). \cr + \code{num.trees} \tab Number of trees. \cr + \code{num.independent.variables} \tab Number of independent variables. \cr + \code{treetype} \tab Type of forest/tree. Classification, regression or survival. \cr + \code{num.samples} \tab Number of samples. + } +} +\description{ +Prediction with new data and a saved forest from Ranger. +} +\details{ +For classification and predict.all = TRUE, a matrix of factor levels is returned. +To retrieve the corresponding factor levels, use rf$forest$levels, if rf is the ranger object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/predict.ranger.forest.Rd b/ranger-r-package/ranger/man/predict.ranger.forest.Rd new file mode 100644 index 000000000..da86db6aa --- /dev/null +++ b/ranger-r-package/ranger/man/predict.ranger.forest.Rd @@ -0,0 +1,47 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/predict.R +\name{predict.ranger.forest} +\alias{predict.ranger.forest} +\title{Ranger prediction} +\usage{ +\method{predict}{ranger.forest}(object, data, predict.all = FALSE, + seed = NULL, num.threads = NULL, verbose = TRUE, ...) +} +\arguments{ +\item{object}{Ranger \code{ranger.forest} object.} + +\item{data}{New test data of class \code{data.frame} or \code{gwaa.data} (GenABEL).} + +\item{predict.all}{Return a matrix with individual predictions for each tree instead of aggregated predictions for all trees (classification and regression only).} + +\item{seed}{Random seed used in Ranger.} + +\item{num.threads}{Number of threads. Default is number of CPUs available.} + +\item{verbose}{Verbose output on or off.} + +\item{...}{further arguments passed to or from other methods.} +} +\value{ +Object of class \code{ranger.prediction} with elements + \tabular{ll}{ + \code{predictions} \tab Predicted classes/values (only for classification and regression) \cr + \code{unique.death.times} \tab Unique death times (only for survival). \cr + \code{chf} \tab Estimated cumulative hazard function for each sample (only for survival). \cr + \code{survival} \tab Estimated survival function for each sample (only for survival). \cr + \code{num.trees} \tab Number of trees. \cr + \code{num.independent.variables} \tab Number of independent variables. \cr + \code{treetype} \tab Type of forest/tree. Classification, regression or survival. \cr + \code{num.samples} \tab Number of samples. + } +} +\description{ +Prediction with new data and a saved forest from Ranger. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/predictions.ranger.Rd b/ranger-r-package/ranger/man/predictions.ranger.Rd new file mode 100644 index 000000000..6f5aee4d5 --- /dev/null +++ b/ranger-r-package/ranger/man/predictions.ranger.Rd @@ -0,0 +1,26 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/predictions.R +\name{predictions.ranger} +\alias{predictions.ranger} +\title{Ranger predictions} +\usage{ +\method{predictions}{ranger}(x, ...) +} +\arguments{ +\item{x}{Ranger object.} + +\item{...}{Further arguments passed to or from other methods.} +} +\value{ +Predictions: Classes for Classification forests, Numerical values for Regressions forests and the estimated survival functions for all individuals for Survival forests. +} +\description{ +Extract training data predictions of Ranger object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/predictions.ranger.prediction.Rd b/ranger-r-package/ranger/man/predictions.ranger.prediction.Rd new file mode 100644 index 000000000..910733637 --- /dev/null +++ b/ranger-r-package/ranger/man/predictions.ranger.prediction.Rd @@ -0,0 +1,27 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/predictions.R +\name{predictions.ranger.prediction} +\alias{predictions} +\alias{predictions.ranger.prediction} +\title{Ranger predictions} +\usage{ +\method{predictions}{ranger.prediction}(x, ...) +} +\arguments{ +\item{x}{Ranger prediction object.} + +\item{...}{Further arguments passed to or from other methods.} +} +\value{ +Predictions: Classes for Classification forests, Numerical values for Regressions forests and the estimated survival functions for all individuals for Survival forests. +} +\description{ +Extract predictions of Ranger prediction object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/print.ranger.Rd b/ranger-r-package/ranger/man/print.ranger.Rd new file mode 100644 index 000000000..63d4e7fdb --- /dev/null +++ b/ranger-r-package/ranger/man/print.ranger.Rd @@ -0,0 +1,23 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/print.R +\name{print.ranger} +\alias{print.ranger} +\title{Print Ranger} +\usage{ +\method{print}{ranger}(x, ...) +} +\arguments{ +\item{x}{Object of class 'ranger'.} + +\item{...}{Further arguments passed to or from other methods.} +} +\description{ +Print contents of Ranger object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/print.ranger.forest.Rd b/ranger-r-package/ranger/man/print.ranger.forest.Rd new file mode 100644 index 000000000..e1d96cdf5 --- /dev/null +++ b/ranger-r-package/ranger/man/print.ranger.forest.Rd @@ -0,0 +1,20 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/print.R +\name{print.ranger.forest} +\alias{print.ranger.forest} +\title{Print Ranger forest} +\usage{ +\method{print}{ranger.forest}(x, ...) +} +\arguments{ +\item{x}{Object of class 'ranger.forest'.} + +\item{...}{further arguments passed to or from other methods.} +} +\description{ +Print contents of Ranger forest object. +} +\author{ +Marvin N. Wright +} + diff --git a/ranger-r-package/ranger/man/print.ranger.prediction.Rd b/ranger-r-package/ranger/man/print.ranger.prediction.Rd new file mode 100644 index 000000000..831d37469 --- /dev/null +++ b/ranger-r-package/ranger/man/print.ranger.prediction.Rd @@ -0,0 +1,20 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/print.R +\name{print.ranger.prediction} +\alias{print.ranger.prediction} +\title{Print Ranger prediction} +\usage{ +\method{print}{ranger.prediction}(x, ...) +} +\arguments{ +\item{x}{Object of class 'ranger.prediction'.} + +\item{...}{further arguments passed to or from other methods.} +} +\description{ +Print contents of Ranger prediction object. +} +\author{ +Marvin N. Wright +} + diff --git a/ranger-r-package/ranger/man/ranger.Rd b/ranger-r-package/ranger/man/ranger.Rd new file mode 100644 index 000000000..22805994f --- /dev/null +++ b/ranger-r-package/ranger/man/ranger.Rd @@ -0,0 +1,179 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/ranger.R +\name{ranger} +\alias{ranger} +\title{Ranger} +\usage{ +ranger(formula = NULL, data = NULL, num.trees = 500, mtry = NULL, + importance = "none", write.forest = FALSE, probability = FALSE, + min.node.size = NULL, replace = TRUE, sample.fraction = ifelse(replace, + 1, 0.632), splitrule = NULL, case.weights = NULL, + split.select.weights = NULL, always.split.variables = NULL, + respect.unordered.factors = FALSE, scale.permutation.importance = FALSE, + keep.inbag = FALSE, num.threads = NULL, save.memory = FALSE, + verbose = TRUE, seed = NULL, dependent.variable.name = NULL, + status.variable.name = NULL, classification = NULL) +} +\arguments{ +\item{formula}{Object of class \code{formula} or \code{character} describing the model to fit.} + +\item{data}{Training data of class \code{data.frame}, \code{matrix} or \code{gwaa.data} (GenABEL).} + +\item{num.trees}{Number of trees.} + +\item{mtry}{Number of variables to possibly split at in each node. Default is the (rounded down) square root of the number variables.} + +\item{importance}{Variable importance mode, one of 'none', 'impurity', 'permutation'. The 'impurity' measure is the Gini index for classification and the variance of the responses for regression. For survival, only 'permutation' is available.} + +\item{write.forest}{Save \code{ranger.forest} object, needed for prediction.} + +\item{probability}{Grow a probability forest as in Malley et al. (2012).} + +\item{min.node.size}{Minimal node size. Default 1 for classification, 5 for regression, 3 for survival, and 10 for probability.} + +\item{replace}{Sample with replacement.} + +\item{sample.fraction}{Fraction of observations to sample. Default is 1 for sampling with replacement and 0.632 for sampling without replacement.} + +\item{splitrule}{Splitting rule, survival only. The splitting rule can be chosen of "logrank" and "C" with default "logrank".} + +\item{case.weights}{Weights for sampling of training observations. Observations with larger weights will be selected with higher probability in the bootstrap (or subsampled) samples for the trees.} + +\item{split.select.weights}{Numeric vector with weights between 0 and 1, representing the probability to select variables for splitting. Alternatively, a list of size num.trees, containing split select weight vectors for each tree can be used.} + +\item{always.split.variables}{Character vector with variable names to be always tried for splitting.} + +\item{respect.unordered.factors}{Regard unordered factor covariates as unordered categorical variables. If \code{FALSE}, all factors are regarded ordered.} + +\item{scale.permutation.importance}{Scale permutation importance by standard error as in (Breiman 2001). Only applicable if permutation variable importance mode selected.} + +\item{keep.inbag}{Save how often observations are in-bag in each tree.} + +\item{num.threads}{Number of threads. Default is number of CPUs available.} + +\item{save.memory}{Use memory saving (but slower) splitting mode. No effect for GWAS data.} + +\item{verbose}{Verbose output on or off.} + +\item{seed}{Random seed. Default is \code{NULL}, which generates the seed from \code{R}.} + +\item{dependent.variable.name}{Name of dependent variable, needed if no formula given. For survival forests this is the time variable.} + +\item{status.variable.name}{Name of status variable, only applicable to survival data and needed if no formula given. Use 1 for event and 0 for censoring.} + +\item{classification}{Only needed if data is a matrix. Set to \code{TRUE} to grow a classification forest.} +} +\value{ +Object of class \code{ranger} with elements + \item{\code{forest}}{Saved forest (If write.forest set to TRUE). Note that the variable IDs in the \code{split.varIDs} object do not necessarily represent the column number in R.} + \item{\code{predictions}}{Predicted classes/values, based on out of bag samples (classification and regression only).} + \item{\code{forest}}{Saved forest (If write.forest set to TRUE). Note that the variable IDs in the \code{split.varIDs} object do not necessarily represent the column number in R.} + \item{\code{predictions}}{Predicted classes/values, based on out of bag samples (classification and regression only).} + \item{\code{variable.importance}}{Variable importance for each independent variable.} + \item{\code{prediction.error}}{Overall out of bag prediction error. For classification this is the fraction of missclassified samples, for regression the mean squared error and for survival one minus Harrell's c-index.} + \item{\code{r.squared}}{R squared. Also called explained variance or coefficient of determination (regression only).} + \item{\code{confusion.matrix}}{Contingency table for classes and predictions based on out of bag samples (classification only).} + \item{\code{unique.death.times}}{Unique death times (survival only).} + \item{\code{chf}}{Estimated cumulative hazard function for each sample (survival only).} + \item{\code{survival}}{Estimated survival function for each sample (survival only).} + \item{\code{call}}{Function call.} + \item{\code{num.trees}}{Number of trees.} + \item{\code{num.independent.variables}}{Number of independent variables.} + \item{\code{mtry}}{Value of mtry used.} + \item{\code{min.node.size}}{Value of minimal node size used.} + \item{\code{treetype}}{Type of forest/tree. classification, regression or survival.} + \item{\code{importance.mode}}{Importance mode used.} + \item{\code{num.samples}}{Number of samples.} + \item{\code{inbag.counts}}{Number of times the observations are in-bag in the trees.} +} +\description{ +Ranger is a fast implementation of Random Forest (Breiman 2001) or recursive partitioning, particularly suited for high dimensional data. +Classification, regression, and survival forests are supported. +Classification and regression forests are implemented as in the original Random Forest (Breiman 2001), survival forests as in Random Survival Forests (Ishwaran et al. 2008). +} +\details{ +The tree type is determined by the type of the dependent variable. +For factors classification trees are grown, for numeric values regression trees and for survival objects survival trees. +The Gini index is used as splitting rule for classification, the estimated response variances for regression and the log-rank test for survival. +For Survival the log-rank test or an AUC-based splitting rule are available. + +With the \code{probability} option and factor dependent variable a probability forest is grown. +Here, the estimated response variances are used for splitting, as in regression forests. +Predictions are class probabilities for each sample. +For details see Malley et al. (2012). + +Note that for classification and regression nodes with size smaller than min.node.size can occur, like in original Random Forest. +For survival all nodes contain at least min.node.size samples. +Variables selected with \code{always.split.variables} are tried additionaly to the mtry variables randomly selected. +In \code{split.select.weights} variables weighted with 0 are never selected and variables with 1 are always selected. +Weights do not need to sum up to 1, they will be normalized later. +The usage of \code{split.select.weights} can increase the computation times for large forests. + +For a large number of variables and data frame as input data the formula interface can be slow or impossible to use. +Alternatively dependent.variable.name (and status.variable.name for survival) can be used. +Consider setting \code{save.memory = TRUE} if you encounter memory problems for very large datasets. + +For GWAS data consider combining \code{ranger} with the \code{GenABEL} package. +See the Examples section below for a demonstration using \code{Plink} data. +All SNPs in the \code{GenABEL} object will be used for splitting. +To use only the SNPs without sex or other covariates from the phenotype file, use \code{0} on the right hand side of the formula. +Note that missing values are treated as an extra category while splitting. + +See \url{https://github.com/mnwright/ranger} for the development version. + +Notes: +\itemize{ + \item Multithreading is currently not supported for Microsoft Windows platforms. +} +} +\examples{ +require(ranger) + +## Classification forest with default settings +ranger(Species ~ ., data = iris) + +## Prediction +train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) +iris.train <- iris[train.idx, ] +iris.test <- iris[-train.idx, ] +rg.iris <- ranger(Species ~ ., data = iris.train, write.forest = TRUE) +pred.iris <- predict(rg.iris, dat = iris.test) +table(iris.test$Species, pred.iris$predictions) + +## Variable importance +rg.iris <- ranger(Species ~ ., data = iris, importance = "impurity") +rg.iris$variable.importance + +## Survival forest +require(survival) +rg.veteran <- ranger(Surv(time, status) ~ ., data = veteran) +plot(rg.veteran$unique.death.times, rg.veteran$survival[1,]) + +## Alternative interface +ranger(dependent.variable.name = "Species", data = iris) + +\dontrun{ +## Use GenABEL interface to read Plink data into R and grow a classification forest +## The ped and map files are not included +library(GenABEL) +convert.snp.ped("data.ped", "data.map", "data.raw") +dat.gwaa <- load.gwaa.data("data.pheno", "data.raw") +phdata(dat.gwaa)$trait <- factor(phdata(dat.gwaa)$trait) +ranger(trait ~ ., data = dat.gwaa) +} + +} +\author{ +Marvin N. Wright +} +\references{ +Wright, M. N., & Ziegler, A. (2015). ranger: A fast implementation of random forests for high dimensional data in C++ and R. arXiv preprint \url{http://arxiv.org/abs/1508.04409}. + + Breiman, L. (2001). Random forests. Mach Learn, 45(1), 5-32. \cr + Ishwaran, H., Kogalur, U. B., Blackstone, E. H., & Lauer, M. S. (2008). Random survival forests. Ann Appl Stat, 841-860. \cr + Malley, J. D., Kruppa, J., Dasgupta, A., Malley, K. G., & Ziegler, A. (2012). Probability machines: consistent probability estimation using nonparametric learning machines. Methods Inf Med, 51(1), 74. +} +\seealso{ +\code{\link{predict.ranger}} +} + diff --git a/ranger-r-package/ranger/man/timepoints.ranger.Rd b/ranger-r-package/ranger/man/timepoints.ranger.Rd new file mode 100644 index 000000000..359d01eb7 --- /dev/null +++ b/ranger-r-package/ranger/man/timepoints.ranger.Rd @@ -0,0 +1,27 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/timepoints.R +\name{timepoints.ranger} +\alias{timepoints} +\alias{timepoints.ranger} +\title{Ranger timepoints} +\usage{ +\method{timepoints}{ranger}(x, ...) +} +\arguments{ +\item{x}{Ranger Survival forest object.} + +\item{...}{Further arguments passed to or from other methods.} +} +\value{ +Unique death times +} +\description{ +Extract unique death times of Ranger Survival forest +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/man/timepoints.ranger.prediction.Rd b/ranger-r-package/ranger/man/timepoints.ranger.prediction.Rd new file mode 100644 index 000000000..d7d7e95ce --- /dev/null +++ b/ranger-r-package/ranger/man/timepoints.ranger.prediction.Rd @@ -0,0 +1,26 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/timepoints.R +\name{timepoints.ranger.prediction} +\alias{timepoints.ranger.prediction} +\title{Ranger timepoints} +\usage{ +\method{timepoints}{ranger.prediction}(x, ...) +} +\arguments{ +\item{x}{Ranger Survival prediction object.} + +\item{...}{Further arguments passed to or from other methods.} +} +\value{ +Unique death times +} +\description{ +Extract unique death times of Ranger Survival prediction object. +} +\author{ +Marvin N. Wright +} +\seealso{ +\code{\link{ranger}} +} + diff --git a/ranger-r-package/ranger/src/.gitignore b/ranger-r-package/ranger/src/.gitignore new file mode 100644 index 000000000..9d22eb46a --- /dev/null +++ b/ranger-r-package/ranger/src/.gitignore @@ -0,0 +1,2 @@ +*.o +*.so diff --git a/ranger-r-package/ranger/src/AAA_check_cpp11.cpp b/ranger-r-package/ranger/src/AAA_check_cpp11.cpp new file mode 100644 index 000000000..51a57ee2d --- /dev/null +++ b/ranger-r-package/ranger/src/AAA_check_cpp11.cpp @@ -0,0 +1,7 @@ + +#ifndef WIN_R_BUILD +#if __cplusplus < 201103L +#error Error: ranger requires a real C++11 compiler. You probably have to update gcc. +#endif +#endif + diff --git a/ranger-r-package/ranger/src/Data.cpp b/ranger-r-package/ranger/src/Data.cpp new file mode 120000 index 000000000..d3f51f582 --- /dev/null +++ b/ranger-r-package/ranger/src/Data.cpp @@ -0,0 +1 @@ +../../../source/src/utility/Data.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/Data.h b/ranger-r-package/ranger/src/Data.h new file mode 120000 index 000000000..f6221a638 --- /dev/null +++ b/ranger-r-package/ranger/src/Data.h @@ -0,0 +1 @@ +../../../source/src/utility/Data.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataChar.cpp b/ranger-r-package/ranger/src/DataChar.cpp new file mode 120000 index 000000000..2f1934213 --- /dev/null +++ b/ranger-r-package/ranger/src/DataChar.cpp @@ -0,0 +1 @@ +../../../source/src/utility/DataChar.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataChar.h b/ranger-r-package/ranger/src/DataChar.h new file mode 120000 index 000000000..a24bd6007 --- /dev/null +++ b/ranger-r-package/ranger/src/DataChar.h @@ -0,0 +1 @@ +../../../source/src/utility/DataChar.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataDouble.cpp b/ranger-r-package/ranger/src/DataDouble.cpp new file mode 120000 index 000000000..abd697242 --- /dev/null +++ b/ranger-r-package/ranger/src/DataDouble.cpp @@ -0,0 +1 @@ +../../../source/src/utility/DataDouble.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataDouble.h b/ranger-r-package/ranger/src/DataDouble.h new file mode 120000 index 000000000..22440b870 --- /dev/null +++ b/ranger-r-package/ranger/src/DataDouble.h @@ -0,0 +1 @@ +../../../source/src/utility/DataDouble.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataFloat.cpp b/ranger-r-package/ranger/src/DataFloat.cpp new file mode 120000 index 000000000..2a007274e --- /dev/null +++ b/ranger-r-package/ranger/src/DataFloat.cpp @@ -0,0 +1 @@ +../../../source/src/utility/DataFloat.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/DataFloat.h b/ranger-r-package/ranger/src/DataFloat.h new file mode 120000 index 000000000..b78f5bdef --- /dev/null +++ b/ranger-r-package/ranger/src/DataFloat.h @@ -0,0 +1 @@ +../../../source/src/utility/DataFloat.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/Forest.cpp b/ranger-r-package/ranger/src/Forest.cpp new file mode 120000 index 000000000..f940c7802 --- /dev/null +++ b/ranger-r-package/ranger/src/Forest.cpp @@ -0,0 +1 @@ +../../../source/src/Forest/Forest.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/Forest.h b/ranger-r-package/ranger/src/Forest.h new file mode 120000 index 000000000..4f00ccab7 --- /dev/null +++ b/ranger-r-package/ranger/src/Forest.h @@ -0,0 +1 @@ +../../../source/src/Forest/Forest.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestClassification.cpp b/ranger-r-package/ranger/src/ForestClassification.cpp new file mode 120000 index 000000000..02dc0367e --- /dev/null +++ b/ranger-r-package/ranger/src/ForestClassification.cpp @@ -0,0 +1 @@ +../../../source/src/Forest/ForestClassification.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestClassification.h b/ranger-r-package/ranger/src/ForestClassification.h new file mode 120000 index 000000000..ea97b60bf --- /dev/null +++ b/ranger-r-package/ranger/src/ForestClassification.h @@ -0,0 +1 @@ +../../../source/src/Forest/ForestClassification.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestProbability.cpp b/ranger-r-package/ranger/src/ForestProbability.cpp new file mode 120000 index 000000000..3dd8065b0 --- /dev/null +++ b/ranger-r-package/ranger/src/ForestProbability.cpp @@ -0,0 +1 @@ +../../../source/src/Forest/ForestProbability.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestProbability.h b/ranger-r-package/ranger/src/ForestProbability.h new file mode 120000 index 000000000..0ed02dd2b --- /dev/null +++ b/ranger-r-package/ranger/src/ForestProbability.h @@ -0,0 +1 @@ +../../../source/src/Forest/ForestProbability.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestRegression.cpp b/ranger-r-package/ranger/src/ForestRegression.cpp new file mode 120000 index 000000000..7fe0d22e9 --- /dev/null +++ b/ranger-r-package/ranger/src/ForestRegression.cpp @@ -0,0 +1 @@ +../../../source/src/Forest/ForestRegression.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestRegression.h b/ranger-r-package/ranger/src/ForestRegression.h new file mode 120000 index 000000000..706357809 --- /dev/null +++ b/ranger-r-package/ranger/src/ForestRegression.h @@ -0,0 +1 @@ +../../../source/src/Forest/ForestRegression.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestSurvival.cpp b/ranger-r-package/ranger/src/ForestSurvival.cpp new file mode 120000 index 000000000..96951aef8 --- /dev/null +++ b/ranger-r-package/ranger/src/ForestSurvival.cpp @@ -0,0 +1 @@ +../../../source/src/Forest/ForestSurvival.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/ForestSurvival.h b/ranger-r-package/ranger/src/ForestSurvival.h new file mode 120000 index 000000000..01a400a66 --- /dev/null +++ b/ranger-r-package/ranger/src/ForestSurvival.h @@ -0,0 +1 @@ +../../../source/src/Forest/ForestSurvival.h \ No newline at end of file diff --git a/R_package/Makevars.win b/ranger-r-package/ranger/src/Makevars similarity index 54% rename from R_package/Makevars.win rename to ranger-r-package/ranger/src/Makevars index 64cf9cd65..89fd506db 100644 --- a/R_package/Makevars.win +++ b/ranger-r-package/ranger/src/Makevars @@ -1,3 +1,4 @@ ## Use c++11 CXX_STD = CXX11 +PKG_CPPFLAGS = -DR_BUILD diff --git a/ranger-r-package/ranger/src/Makevars.win b/ranger-r-package/ranger/src/Makevars.win new file mode 100644 index 000000000..1c1fd15b4 --- /dev/null +++ b/ranger-r-package/ranger/src/Makevars.win @@ -0,0 +1,4 @@ +## Use c++11 +CXX_STD = CXX11 +PKG_CPPFLAGS = -DR_BUILD -DWIN_R_BUILD + diff --git a/ranger-r-package/ranger/src/RcppExports.cpp b/ranger-r-package/ranger/src/RcppExports.cpp new file mode 100644 index 000000000..2bf9183ec --- /dev/null +++ b/ranger-r-package/ranger/src/RcppExports.cpp @@ -0,0 +1,49 @@ +// This file was generated by Rcpp::compileAttributes +// Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 + +#include "../inst/include/ranger.h" +#include + +using namespace Rcpp; + +// rangerCpp +Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, Rcpp::NumericMatrix input_data, std::vector variable_names, uint mtry, uint num_trees, bool verbose, uint seed, uint num_threads, bool write_forest, uint importance_mode_r, uint min_node_size, std::vector>& split_select_weights, bool use_split_select_weights, std::vector& always_split_variable_names, bool use_always_split_variable_names, std::string status_variable_name, bool prediction_mode, Rcpp::List loaded_forest, Rcpp::RawMatrix sparse_data, bool sample_with_replacement, bool probability, std::vector& unordered_variable_names, bool use_unordered_variable_names, bool save_memory, uint splitrule_r, std::vector& case_weights, bool use_case_weights, bool predict_all, bool keep_inbag, double sample_fraction); +RcppExport SEXP ranger_rangerCpp(SEXP treetypeSEXP, SEXP dependent_variable_nameSEXP, SEXP input_dataSEXP, SEXP variable_namesSEXP, SEXP mtrySEXP, SEXP num_treesSEXP, SEXP verboseSEXP, SEXP seedSEXP, SEXP num_threadsSEXP, SEXP write_forestSEXP, SEXP importance_mode_rSEXP, SEXP min_node_sizeSEXP, SEXP split_select_weightsSEXP, SEXP use_split_select_weightsSEXP, SEXP always_split_variable_namesSEXP, SEXP use_always_split_variable_namesSEXP, SEXP status_variable_nameSEXP, SEXP prediction_modeSEXP, SEXP loaded_forestSEXP, SEXP sparse_dataSEXP, SEXP sample_with_replacementSEXP, SEXP probabilitySEXP, SEXP unordered_variable_namesSEXP, SEXP use_unordered_variable_namesSEXP, SEXP save_memorySEXP, SEXP splitrule_rSEXP, SEXP case_weightsSEXP, SEXP use_case_weightsSEXP, SEXP predict_allSEXP, SEXP keep_inbagSEXP, SEXP sample_fractionSEXP) { +BEGIN_RCPP + Rcpp::RObject __result; + Rcpp::RNGScope __rngScope; + Rcpp::traits::input_parameter< uint >::type treetype(treetypeSEXP); + Rcpp::traits::input_parameter< std::string >::type dependent_variable_name(dependent_variable_nameSEXP); + Rcpp::traits::input_parameter< Rcpp::NumericMatrix >::type input_data(input_dataSEXP); + Rcpp::traits::input_parameter< std::vector >::type variable_names(variable_namesSEXP); + Rcpp::traits::input_parameter< uint >::type mtry(mtrySEXP); + Rcpp::traits::input_parameter< uint >::type num_trees(num_treesSEXP); + Rcpp::traits::input_parameter< bool >::type verbose(verboseSEXP); + Rcpp::traits::input_parameter< uint >::type seed(seedSEXP); + Rcpp::traits::input_parameter< uint >::type num_threads(num_threadsSEXP); + Rcpp::traits::input_parameter< bool >::type write_forest(write_forestSEXP); + Rcpp::traits::input_parameter< uint >::type importance_mode_r(importance_mode_rSEXP); + Rcpp::traits::input_parameter< uint >::type min_node_size(min_node_sizeSEXP); + Rcpp::traits::input_parameter< std::vector>& >::type split_select_weights(split_select_weightsSEXP); + Rcpp::traits::input_parameter< bool >::type use_split_select_weights(use_split_select_weightsSEXP); + Rcpp::traits::input_parameter< std::vector& >::type always_split_variable_names(always_split_variable_namesSEXP); + Rcpp::traits::input_parameter< bool >::type use_always_split_variable_names(use_always_split_variable_namesSEXP); + Rcpp::traits::input_parameter< std::string >::type status_variable_name(status_variable_nameSEXP); + Rcpp::traits::input_parameter< bool >::type prediction_mode(prediction_modeSEXP); + Rcpp::traits::input_parameter< Rcpp::List >::type loaded_forest(loaded_forestSEXP); + Rcpp::traits::input_parameter< Rcpp::RawMatrix >::type sparse_data(sparse_dataSEXP); + Rcpp::traits::input_parameter< bool >::type sample_with_replacement(sample_with_replacementSEXP); + Rcpp::traits::input_parameter< bool >::type probability(probabilitySEXP); + Rcpp::traits::input_parameter< std::vector& >::type unordered_variable_names(unordered_variable_namesSEXP); + Rcpp::traits::input_parameter< bool >::type use_unordered_variable_names(use_unordered_variable_namesSEXP); + Rcpp::traits::input_parameter< bool >::type save_memory(save_memorySEXP); + Rcpp::traits::input_parameter< uint >::type splitrule_r(splitrule_rSEXP); + Rcpp::traits::input_parameter< std::vector& >::type case_weights(case_weightsSEXP); + Rcpp::traits::input_parameter< bool >::type use_case_weights(use_case_weightsSEXP); + Rcpp::traits::input_parameter< bool >::type predict_all(predict_allSEXP); + Rcpp::traits::input_parameter< bool >::type keep_inbag(keep_inbagSEXP); + Rcpp::traits::input_parameter< double >::type sample_fraction(sample_fractionSEXP); + __result = Rcpp::wrap(rangerCpp(treetype, dependent_variable_name, input_data, variable_names, mtry, num_trees, verbose, seed, num_threads, write_forest, importance_mode_r, min_node_size, split_select_weights, use_split_select_weights, always_split_variable_names, use_always_split_variable_names, status_variable_name, prediction_mode, loaded_forest, sparse_data, sample_with_replacement, probability, unordered_variable_names, use_unordered_variable_names, save_memory, splitrule_r, case_weights, use_case_weights, predict_all, keep_inbag, sample_fraction)); + return __result; +END_RCPP +} diff --git a/ranger-r-package/ranger/src/Tree.cpp b/ranger-r-package/ranger/src/Tree.cpp new file mode 120000 index 000000000..e19f8b2e7 --- /dev/null +++ b/ranger-r-package/ranger/src/Tree.cpp @@ -0,0 +1 @@ +../../../source/src/Tree/Tree.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/Tree.h b/ranger-r-package/ranger/src/Tree.h new file mode 120000 index 000000000..53aea3158 --- /dev/null +++ b/ranger-r-package/ranger/src/Tree.h @@ -0,0 +1 @@ +../../../source/src/Tree/Tree.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeClassification.cpp b/ranger-r-package/ranger/src/TreeClassification.cpp new file mode 120000 index 000000000..5c06cfd8b --- /dev/null +++ b/ranger-r-package/ranger/src/TreeClassification.cpp @@ -0,0 +1 @@ +../../../source/src/Tree/TreeClassification.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeClassification.h b/ranger-r-package/ranger/src/TreeClassification.h new file mode 120000 index 000000000..4791422ea --- /dev/null +++ b/ranger-r-package/ranger/src/TreeClassification.h @@ -0,0 +1 @@ +../../../source/src/Tree/TreeClassification.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeProbability.cpp b/ranger-r-package/ranger/src/TreeProbability.cpp new file mode 120000 index 000000000..f99a90401 --- /dev/null +++ b/ranger-r-package/ranger/src/TreeProbability.cpp @@ -0,0 +1 @@ +../../../source/src/Tree/TreeProbability.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeProbability.h b/ranger-r-package/ranger/src/TreeProbability.h new file mode 120000 index 000000000..7b66d671c --- /dev/null +++ b/ranger-r-package/ranger/src/TreeProbability.h @@ -0,0 +1 @@ +../../../source/src/Tree/TreeProbability.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeRegression.cpp b/ranger-r-package/ranger/src/TreeRegression.cpp new file mode 120000 index 000000000..46fce733b --- /dev/null +++ b/ranger-r-package/ranger/src/TreeRegression.cpp @@ -0,0 +1 @@ +../../../source/src/Tree/TreeRegression.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeRegression.h b/ranger-r-package/ranger/src/TreeRegression.h new file mode 120000 index 000000000..51d33478a --- /dev/null +++ b/ranger-r-package/ranger/src/TreeRegression.h @@ -0,0 +1 @@ +../../../source/src/Tree/TreeRegression.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeSurvival.cpp b/ranger-r-package/ranger/src/TreeSurvival.cpp new file mode 120000 index 000000000..c84d90350 --- /dev/null +++ b/ranger-r-package/ranger/src/TreeSurvival.cpp @@ -0,0 +1 @@ +../../../source/src/Tree/TreeSurvival.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/TreeSurvival.h b/ranger-r-package/ranger/src/TreeSurvival.h new file mode 120000 index 000000000..409cab04b --- /dev/null +++ b/ranger-r-package/ranger/src/TreeSurvival.h @@ -0,0 +1 @@ +../../../source/src/Tree/TreeSurvival.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/globals.h b/ranger-r-package/ranger/src/globals.h new file mode 120000 index 000000000..56062b35c --- /dev/null +++ b/ranger-r-package/ranger/src/globals.h @@ -0,0 +1 @@ +../../../source/src/globals.h \ No newline at end of file diff --git a/R_package/rangerCpp.cpp b/ranger-r-package/ranger/src/rangerCpp.cpp similarity index 70% rename from R_package/rangerCpp.cpp rename to ranger-r-package/ranger/src/rangerCpp.cpp index ca3a3f0f4..c03d7a2f4 100644 --- a/R_package/rangerCpp.cpp +++ b/ranger-r-package/ranger/src/rangerCpp.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. + This file is part of Ranger. -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Written by: + Written by: -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -42,13 +42,16 @@ wright@imbs.uni-luebeck.de #include "DataFloat.h" // [[Rcpp::export]] -Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint memory_mode_r, +Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, Rcpp::NumericMatrix input_data, std::vector variable_names, uint mtry, uint num_trees, bool verbose, uint seed, uint num_threads, bool write_forest, uint importance_mode_r, uint min_node_size, - std::vector& split_select_weights, bool use_split_select_weights, + std::vector>& split_select_weights, bool use_split_select_weights, std::vector& always_split_variable_names, bool use_always_split_variable_names, std::string status_variable_name, bool prediction_mode, Rcpp::List loaded_forest, Rcpp::RawMatrix sparse_data, - bool sample_with_replacement, bool probability, uint splitrule) { + bool sample_with_replacement, bool probability, std::vector& unordered_variable_names, + bool use_unordered_variable_names, bool save_memory, uint splitrule_r, + std::vector& case_weights, bool use_case_weights, bool predict_all, + bool keep_inbag, double sample_fraction) { Rcpp::List result; Forest* forest = 0; @@ -62,6 +65,12 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me if (!use_always_split_variable_names) { always_split_variable_names.clear(); } + if (!use_unordered_variable_names) { + unordered_variable_names.clear(); + } + if (!use_case_weights) { + case_weights.clear(); + } std::ostream* verbose_out; if (verbose) { @@ -73,24 +82,8 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me size_t num_rows = input_data.nrow(); size_t num_cols = input_data.ncol(); - // Initialize data with memmode - MemoryMode memory_mode = (MemoryMode) memory_mode_r; - switch (memory_mode) { - case MEM_DOUBLE: - data = new DataDouble(input_data.begin(), variable_names, num_rows, num_cols); - break; - case MEM_FLOAT: - data = new DataFloat(input_data.begin(), variable_names, num_rows, num_cols); - break; - case MEM_CHAR: - bool error; - data = new DataChar(input_data.begin(), variable_names, num_rows, num_cols, error); - if (error) { - *verbose_out << "Warning: Rounding or Integer overflow occurred. Use FLOAT or DOUBLE precision to avoid this." - << std::endl; - } - break; - } + // Initialize data with double memmode + data = new DataDouble(input_data.begin(), variable_names, num_rows, num_cols); // If there is sparse data, add it if (sparse_data.nrow() > 1) { @@ -117,11 +110,13 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me } ImportanceMode importance_mode = (ImportanceMode) importance_mode_r; + SplitRule splitrule = (SplitRule) splitrule_r; // Init Ranger - forest->initR(dependent_variable_name, memory_mode, data, mtry, num_trees, verbose_out, seed, num_threads, + forest->initR(dependent_variable_name, data, mtry, num_trees, verbose_out, seed, true, num_threads, importance_mode, min_node_size, split_select_weights, always_split_variable_names, status_variable_name, - prediction_mode, sample_with_replacement, splitrule); + prediction_mode, sample_with_replacement, unordered_variable_names, save_memory, splitrule, case_weights, + predict_all, keep_inbag, sample_fraction); // Load forest object if in prediction mode if (prediction_mode) { @@ -130,25 +125,27 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me std::vector> > child_nodeIDs = loaded_forest["child.nodeIDs"]; std::vector> split_varIDs = loaded_forest["split.varIDs"]; std::vector> split_values = loaded_forest["split.values"]; + std::vector is_ordered = loaded_forest["is.ordered"]; if (treetype == TREE_CLASSIFICATION) { std::vector class_values = loaded_forest["class.values"]; ((ForestClassification*) forest)->loadForest(dependent_varID, num_trees, child_nodeIDs, split_varIDs, - split_values, class_values); + split_values, class_values, is_ordered); } else if (treetype == TREE_REGRESSION) { - ((ForestRegression*) forest)->loadForest(dependent_varID, num_trees, child_nodeIDs, split_varIDs, split_values); + ((ForestRegression*) forest)->loadForest(dependent_varID, num_trees, child_nodeIDs, split_varIDs, split_values, + is_ordered); } else if (treetype == TREE_SURVIVAL) { size_t status_varID = loaded_forest["status.varID"]; std::vector> > chf = loaded_forest["chf"]; std::vector unique_timepoints = loaded_forest["unique.death.times"]; ((ForestSurvival*) forest)->loadForest(dependent_varID, num_trees, child_nodeIDs, split_varIDs, split_values, - status_varID, chf, unique_timepoints); + status_varID, chf, unique_timepoints, is_ordered); } else if (treetype == TREE_PROBABILITY) { std::vector class_values = loaded_forest["class.values"]; - std::vector>> terminal_class_counts = - loaded_forest["terminal.class.counts"]; + std::vector>>terminal_class_counts = + loaded_forest["terminal.class.counts"]; ((ForestProbability*) forest)->loadForest(dependent_varID, num_trees, child_nodeIDs, split_varIDs, split_values, - class_values, terminal_class_counts); + class_values, terminal_class_counts, is_ordered); } } @@ -180,6 +177,10 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me result.push_back(forest->getVariableImportance(), "variable.importance"); result.push_back(forest->getOverallPredictionError(), "prediction.error"); } + + if (keep_inbag) { + result.push_back(forest->getInbagCounts(), "inbag.counts"); + } // Save forest if needed if (write_forest) { @@ -189,6 +190,7 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me forest_object.push_back(forest->getChildNodeIDs(), "child.nodeIDs"); forest_object.push_back(forest->getSplitVarIDs(), "split.varIDs"); forest_object.push_back(forest->getSplitValues(), "split.values"); + forest_object.push_back(forest->getIsOrderedVariable(), "is.ordered"); if (treetype == TREE_CLASSIFICATION) { ForestClassification* temp = (ForestClassification*) forest; @@ -209,7 +211,9 @@ Rcpp::List rangerCpp(uint treetype, std::string dependent_variable_name, uint me delete forest; delete data; } catch (std::exception& e) { - Rcpp::Rcerr << "Error: " << e.what() << " Ranger will EXIT now." << std::endl; + if (strcmp(e.what(), "User interrupt.") != 0) { + Rcpp::Rcerr << "Error: " << e.what() << " Ranger will EXIT now." << std::endl; + } delete forest; delete data; return result; diff --git a/ranger-r-package/ranger/src/utility.cpp b/ranger-r-package/ranger/src/utility.cpp new file mode 120000 index 000000000..f4022a5b2 --- /dev/null +++ b/ranger-r-package/ranger/src/utility.cpp @@ -0,0 +1 @@ +../../../source/src/utility/utility.cpp \ No newline at end of file diff --git a/ranger-r-package/ranger/src/utility.h b/ranger-r-package/ranger/src/utility.h new file mode 120000 index 000000000..63356a925 --- /dev/null +++ b/ranger-r-package/ranger/src/utility.h @@ -0,0 +1 @@ +../../../source/src/utility/utility.h \ No newline at end of file diff --git a/ranger-r-package/ranger/src/version.h b/ranger-r-package/ranger/src/version.h new file mode 120000 index 000000000..176edb744 --- /dev/null +++ b/ranger-r-package/ranger/src/version.h @@ -0,0 +1 @@ +../../../source/src/version.h \ No newline at end of file diff --git a/ranger-r-package/ranger/tests/test_gwaa.Rds b/ranger-r-package/ranger/tests/test_gwaa.Rds new file mode 100644 index 000000000..8b343a66a Binary files /dev/null and b/ranger-r-package/ranger/tests/test_gwaa.Rds differ diff --git a/ranger-r-package/ranger/tests/testthat.R b/ranger-r-package/ranger/tests/testthat.R new file mode 100644 index 000000000..064741d6f --- /dev/null +++ b/ranger-r-package/ranger/tests/testthat.R @@ -0,0 +1,4 @@ +library(testthat) +library(ranger) + +test_check("ranger") \ No newline at end of file diff --git a/ranger-r-package/ranger/tests/testthat/test_csrf.R b/ranger-r-package/ranger/tests/testthat/test_csrf.R new file mode 100644 index 000000000..8725f2e9a --- /dev/null +++ b/ranger-r-package/ranger/tests/testthat/test_csrf.R @@ -0,0 +1,30 @@ +library(ranger) +library(survival) + +context("case-specific RF") + +test_that("csrf classification returns predictions", { + train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) + iris.train <- iris[train.idx, ] + iris.test <- iris[-train.idx, ] + + pred <- csrf(Species ~ ., training_data = iris.train, test_data = iris.test, + params1 = list(num.trees = 10), + params2 = list(num.trees = 3)) + + expect_that(pred, is_a("factor")) + expect_that(length(pred), equals(nrow(iris)/3)) +}) + +test_that("csrf regression returns predictions", { + train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) + iris.train <- iris[train.idx, ] + iris.test <- iris[-train.idx, ] + + pred <- csrf(Sepal.Length ~ ., training_data = iris.train, test_data = iris.test, + params1 = list(num.trees = 10), + params2 = list(num.trees = 3)) + + expect_that(pred, is_a("numeric")) + expect_that(length(pred), equals(nrow(iris)/3)) +}) \ No newline at end of file diff --git a/ranger-r-package/ranger/tests/testthat/test_ranger.R b/ranger-r-package/ranger/tests/testthat/test_ranger.R new file mode 100644 index 000000000..38996f589 --- /dev/null +++ b/ranger-r-package/ranger/tests/testthat/test_ranger.R @@ -0,0 +1,575 @@ +library(ranger) +library(survival) + +context("ranger") + +rg.class <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE) +rg.reg <- ranger(Sepal.Length ~ ., data = iris, verbose = FALSE, write.forest = TRUE) +rg.surv <- ranger(Surv(time, status) ~ ., data = veteran, verbose = FALSE, write.forest = TRUE) + +#TODO: This would require the GenABEL package in suggests +# dat.gwaa <- readRDS("../test_gwaa.Rds") +# rg.gwaa <- ranger(CHD ~ ., data = dat.gwaa, verbose = FALSE, write.forest = TRUE) + +test_that("classification result is of class ranger with 14 elements", { + expect_that(rg.class, is_a("ranger")) + expect_that(length(rg.class), equals(14)) +}) + +test_that("regression result is of class ranger with 14 elements", { + expect_that(rg.reg, is_a("ranger")) + expect_that(length(rg.reg), equals(14)) +}) + +test_that("survival result is of class ranger with 15 elements", { + expect_that(rg.surv, is_a("ranger")) + expect_that(length(rg.surv), equals(15)) +}) + +#TODO: This would require the GenABEL package in suggests +# test_that("classification gwaa rf is of class ranger with 14 elements", { +# expect_that(rg.gwaa, is_a("ranger")) +# expect_that(length(rg.gwaa), equals(14)) +# }) + +test_that("results have 500 trees", { + expect_that(rg.class$num.trees, equals(500)) + expect_that(rg.reg$num.trees, equals(500)) + expect_that(rg.surv$num.trees, equals(500)) +}) + +test_that("results have right number of independent variables", { + expect_that(rg.class$num.independent.variables, equals(ncol(iris) - 1)) + expect_that(rg.reg$num.independent.variables, equals(ncol(iris) - 1)) + expect_that(rg.surv$num.independent.variables, equals(ncol(veteran) - 2)) +}) + +test_that("unique death times in survival result is right", { + expect_that(rg.surv$unique.death.times, equals(sort(unique(veteran$time)))) +}) + +test_that("importance measures work", { + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "impurity") + expect_that(rg.imp$variable.importance, is_a("numeric")) + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "permutation") + expect_that(rg.imp$variable.importance, is_a("numeric")) + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "permutation", scale.permutation.importance = TRUE) + expect_that(rg.imp$variable.importance, is_a("numeric")) +}) + +test_that("gini importance is larger than 1", { + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "impurity") + expect_that(rg.imp$variable.importance[1], is_more_than(1)) +}) + +test_that("unscaled importance is smaller than 1", { + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "permutation", scale.permutation.importance = FALSE) + expect_that(rg.imp$variable.importance[1], is_less_than(1)) +}) + +test_that("scaled importance is larger than 1", { + rg.imp <- ranger(Species ~ ., data = iris, verbose = FALSE, write.forest = TRUE, + importance = "permutation", scale.permutation.importance = TRUE) + expect_that(rg.imp$variable.importance[1], is_more_than(1)) +}) + +test_that("probability estimations are a matrix with correct size", { + train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) + iris.train <- iris[train.idx, ] + iris.test <- iris[-train.idx, ] + + rg.prob <- ranger(Species ~ ., data = iris.train, write.forest = TRUE, probability = TRUE) + prob <- predict(rg.prob, iris.test) + + expect_that(prob$predictions, is_a("matrix")) + expect_that(nrow(prob$predictions), equals(nrow(iris.test))) + expect_that(ncol(prob$predictions), equals(length(rg.prob$forest$levels))) +}) + +test_that("probability estimations are between 0 and 1 and sum to 1", { + train.idx <- sample(nrow(iris), 2/3 * nrow(iris)) + iris.train <- iris[train.idx, ] + iris.test <- iris[-train.idx, ] + + rg.prob <- ranger(Species ~ ., data = iris.train, write.forest = TRUE, probability = TRUE) + prob <- predict(rg.prob, iris.test) + + expect_that(all(prob$predictions > -1e-5 & prob$predictions <= 1 + 1e-5), is_true()) + expect_that(rowSums(prob$predictions), equals(rep(1, nrow(prob$predictions)))) +}) + +test_that("predict returns good prediction", { + rf <- ranger(Species ~ ., iris, write.forest = TRUE) + pred <- predict(rf, iris) + expect_that(mean(iris$Species == predictions(pred)), is_more_than(0.9)) +}) + +test_that("Alternative interface works for classification", { + rf <- ranger(dependent.variable.name = "Species", data = iris) + expect_that(rf$treetype, equals("Classification")) +}) + +test_that("Alternative interface works for regression", { + rf <- ranger(dependent.variable.name = "Sepal.Length", data = iris) + expect_that(rf$treetype, equals("Regression")) +}) + +test_that("Alternative interface works for survival", { + rf <- ranger(dependent.variable.name = "time", status.variable.name = "status", data = veteran) + expect_that(rf$treetype, equals("Survival")) +}) + +test_that("Matrix interface works for classification", { + rf <- ranger(dependent.variable.name = "Species", data = data.matrix(iris), write.forest = TRUE, classification = TRUE) + expect_that(rf$treetype, equals("Classification")) + expect_that(rf$forest$independent.variable.names, equals(colnames(iris)[1:4])) +}) + +test_that("Matrix interface prediction works for classification", { + dat <- data.matrix(iris) + rf <- ranger(dependent.variable.name = "Species", data = dat, write.forest = TRUE, classification = TRUE) + expect_that(predict(rf, dat), not(throws_error())) +}) + +test_that("Matrix interface works for regression", { + rf <- ranger(dependent.variable.name = "Sepal.Length", data = data.matrix(iris), write.forest = TRUE) + expect_that(rf$treetype, equals("Regression")) + expect_that(rf$forest$independent.variable.names, equals(colnames(iris)[2:5])) +}) + +test_that("Matrix interface prediction works for regression", { + dat <- data.matrix(iris) + rf <- ranger(dependent.variable.name = "Sepal.Length", data = dat, write.forest = TRUE) + expect_that(predict(rf, dat), not(throws_error())) +}) + +test_that("Matrix interface works for survival", { + rf <- ranger(dependent.variable.name = "time", status.variable.name = "status", data = data.matrix(veteran), write.forest = TRUE) + expect_that(rf$treetype, equals("Survival")) + expect_that(rf$forest$independent.variable.names, equals(colnames(veteran)[c(1:2, 5:8)])) +}) + +test_that("Matrix interface prediction works for survival", { + dat <- data.matrix(veteran) + rf <- ranger(dependent.variable.name = "time", status.variable.name = "status", data = dat, write.forest = TRUE) + expect_that(predict(rf, dat), not(throws_error())) +}) + +test_that("save.memory option works for classification", { + rf <- ranger(Species ~ ., data = iris, save.memory = TRUE) + expect_that(rf$treetype, equals("Classification")) +}) + +test_that("save.memory option works for regression", { + rf <- ranger(Sepal.Length ~ ., data = iris, save.memory = TRUE) + expect_that(rf$treetype, equals("Regression")) +}) + +test_that("save.memory option works for probability", { + rf <- ranger(Species ~ ., data = iris, probability = TRUE, save.memory = TRUE) + expect_that(rf$treetype, equals("Probability estimation")) +}) + +test_that("C-index splitting works", { + rf <- ranger(Surv(time, status) ~ ., data = veteran, verbose = FALSE, + splitrule = "C") + expect_that(rf$treetype, equals("Survival")) +}) + +test_that("predict works for single observations, classification", { + pred <- predict(rg.class, head(iris, 1)) + expect_that(pred$predictions, equals(iris[1,"Species"])) +}) + +test_that("predict works for single observations, probability prediction", { + rf <- ranger(Species ~ ., iris, write.forest = TRUE, probability = TRUE) + pred <- predict(rf, head(iris, 1)) + expect_that(names(which.max(pred$predictions)), equals(as.character(iris[1,"Species"]))) +}) + +test_that("predict works for single observations, survival", { + rf <- ranger(Surv(time, status) ~ ., veteran, write.forest = TRUE) + pred <- predict(rf, head(veteran, 1)) + expect_that(length(pred$survival), equals(length(rf$unique.death.times))) +}) + +test_that("same result with same seed", { + ind = 1:150 %in% sample(150, 100) + + set.seed(2) + mod1 = ranger(Species ~ ., data = iris[ind, ], write.forest = TRUE, num.trees = 50) + pred1 = predict(mod1, data = iris[!ind, ]) + + set.seed(2) + mod2 = ranger(Species ~ ., data = iris[ind, ], write.forest = TRUE, num.trees = 50) + pred2 = predict(mod2, data = iris[!ind, ]) + + expect_that(pred1$predictions, equals(pred2$predictions)) +}) + +test_that("same result with same seed, different interface", { + ind = 1:150 %in% sample(150, 100) + + set.seed(2) + mod1 = ranger(Species ~ ., data = iris[ind, ], write.forest = TRUE, num.trees = 50) + pred1 = predict(mod1, data = iris[!ind, ]) + + set.seed(2) + mod3 = ranger(dependent.variable.name = "Species", data = iris[ind, ], write.forest = TRUE, num.trees = 50) + pred3 = predict(mod3, data = iris[!ind, ]) + + expect_that(pred1$predictions, equals(pred3$predictions)) +}) + +test_that("no warning if data.frame has to classes", { + dat <- iris + class(dat) <- c("data.frame", "data.table") + expect_that(ranger(Species ~ ., data = dat, verbose = FALSE), + not(gives_warning())) +}) + +test_that("no warning if character vector in data", { + dat <- iris + dat$Test <- paste0("AA",as.character(1:nrow(dat))) + expect_that(ranger(Species ~ ., data = dat, verbose = FALSE), + not(gives_warning())) +}) + +test_that("no error if character vector in data, prediction", { + dat <- iris + dat$Test <- paste0("AA",as.character(1:nrow(dat))) + rf <- ranger(Species~., dat, write.forest = TRUE) + expect_that(predict(rf, dat), + not(throws_error())) +}) + +test_that("no warning if character vector in data, alternative interface", { + dat <- iris + dat$Test <- paste0("AA",as.character(1:nrow(dat))) + expect_that(ranger(dependent.variable.name = "Species", data = dat, verbose = FALSE), + not(gives_warning())) +}) + +test_that("no error if character vector in data, alternative interface, prediction", { + dat <- iris + dat$Test <- paste0("AA",as.character(1:nrow(dat))) + rf <- ranger(dependent.variable.name = "Species", data = dat, verbose = FALSE, write.forest = TRUE) + expect_that(predict(rf, dat), + not(throws_error())) +}) + +test_that("confusion matrix is of right dimension", { + expect_that(dim(rg.class$confusion.matrix), + equals(rep(nlevels(iris$Species), 2))) +}) + +test_that("confusion matrix rows are the true classes", { + expect_that(as.numeric(rowSums(rg.class$confusion.matrix)), + equals(as.numeric(table(iris$Species)))) +}) + +test_that("case weights work", { + expect_that(ranger(Species ~ ., iris, num.trees = 5, case.weights = rep(1, nrow(iris))), + not(throws_error())) + + ## Should only predict setosa now + weights <- c(rep(1, 50), rep(0, 100)) + rf <- ranger(Species ~ ., iris, num.trees = 5, case.weights = weights, write.forest = TRUE) + pred <- predict(rf, iris)$predictions + expect_that(all(pred == "setosa"), is_true()) +}) + +test_that("predict.all for classification returns numeric matrix of size trees x n", { + rf <- ranger(Species ~ ., iris, num.trees = 5, write.forest = TRUE) + pred <- predict(rf, iris, predict.all = TRUE) + expect_that(pred$predictions, is_a("matrix")) + expect_that(dim(pred$predictions), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("predict.all for regression returns numeric matrix of size n x trees", { + rf <- ranger(Petal.Width ~ ., iris, num.trees = 5, write.forest = TRUE) + pred <- predict(rf, iris, predict.all = TRUE) + expect_that(pred$predictions, is_a("matrix")) + expect_that(dim(pred$predictions), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("Majority vote of predict.all for classification is equal to forest prediction", { + rf <- ranger(Species ~ ., iris, num.trees = 5, write.forest = TRUE) + pred_forest <- predict(rf, iris, predict.all = FALSE) + pred_trees <- predict(rf, iris, predict.all = TRUE) + + ## Majority vote + pred_num <- apply(pred_trees$predictions, 1, function(x) { + which(tabulate(x) == max(tabulate(x))) + }) + pred <- factor(pred_num, levels = 1:length(rf$forest$levels), + labels = rf$forest$levels) + + expect_that(pred, equals(pred_forest$predictions)) +}) + +test_that("Mean of predict.all for regression is equal to forest prediction", { + rf <- ranger(Petal.Width ~ ., iris, num.trees = 5, write.forest = TRUE) + pred_forest <- predict(rf, iris, predict.all = FALSE) + pred_trees <- predict(rf, iris, predict.all = TRUE) + expect_that(rowMeans(pred_trees$predictions), equals(pred_forest$predictions)) +}) + +test_that("split select weights work", { + expect_that(ranger(Species ~ ., iris, num.trees = 5, split.select.weights = c(0.1, 0.2, 0.3, 0.4)), + not(throws_error())) + expect_that(ranger(Species ~ ., iris, num.trees = 5, split.select.weights = c(0.1, 0.2, 0.3)), + throws_error()) +}) + +test_that("Tree-wise split select weights work", { + num.trees <- 5 + weights <- replicate(num.trees, runif(ncol(iris)-1), simplify = FALSE) + expect_that(ranger(Species ~ ., iris, num.trees = num.trees, split.select.weights = weights), + not(throws_error())) + + weights <- replicate(num.trees+1, runif(ncol(iris)-1), simplify = FALSE) + expect_that(ranger(Species ~ ., iris, num.trees = num.trees, split.select.weights = weights), + throws_error()) +}) + +test_that("Inbag count matrix if of right size, with replacement", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE) + expect_that(dim(data.frame(rf$inbag.counts)), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("Inbag count matrix if of right size, without replacement", { + rf <- ranger(Species ~ ., iris, num.trees = 5, replace = FALSE, keep.inbag = TRUE) + expect_that(dim(data.frame(rf$inbag.counts)), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("Inbag count matrix if of right size, with replacement, weighted", { + rf <- ranger(Species ~ ., iris, num.trees = 5, case.weights = runif(nrow(iris)), keep.inbag = TRUE) + expect_that(dim(data.frame(rf$inbag.counts)), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("Inbag count matrix if of right size, without replacement, weighted", { + rf <- ranger(Species ~ ., iris, num.trees = 5, replace = FALSE, case.weights = runif(nrow(iris)), keep.inbag = TRUE) + expect_that(dim(data.frame(rf$inbag.counts)), + equals(c(nrow(iris), rf$num.trees))) +}) + +test_that("Error if sample fraction is 0 or >1", { + expect_that(ranger(Species ~ ., iris, num.trees = 5, sample.fraction = 0), + throws_error()) + expect_that(ranger(Species ~ ., iris, num.trees = 5, sample.fraction = 1.1), + throws_error()) +}) + +test_that("Number of samples is right sample fraction, replace=FALSE, default", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = FALSE) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + sample.fraction <- mean(num.inbag/nrow(iris)) + + expect_that(sample.fraction, is_more_than(0.6)) + expect_that(sample.fraction, is_less_than(0.7)) +}) + +test_that("Number of samples is right sample fraction, replace=FALSE, 0.3", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = FALSE, sample.fraction = 0.3) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + sample.fraction <- mean(num.inbag/nrow(iris)) + + expect_that(sample.fraction, is_more_than(0.25)) + expect_that(sample.fraction, is_less_than(0.35)) +}) + +test_that("Number of samples is right sample fraction, replace=TRUE, default", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = TRUE) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + + sample.fraction <- mean(num.inbag/nrow(iris)) + expected.sample.fraction <- 1-exp(-1) + + expect_that(sample.fraction, is_more_than(expected.sample.fraction-0.05)) + expect_that(sample.fraction, is_less_than(expected.sample.fraction+0.05)) +}) + +test_that("Number of samples is right sample fraction, replace=TRUE, 0.5", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = TRUE, sample.fraction = 0.5) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + + sample.fraction <- mean(num.inbag/nrow(iris)) + expected.sample.fraction <- 1-exp(-0.5) + + expect_that(sample.fraction, is_more_than(expected.sample.fraction-0.05)) + expect_that(sample.fraction, is_less_than(expected.sample.fraction+0.05)) +}) + +test_that("Number of samples is right sample fraction, replace=FALSE, 0.3, weighted", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = FALSE, sample.fraction = 0.3, case.weights = runif(nrow(iris))) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + sample.fraction <- mean(num.inbag/nrow(iris)) + + expect_that(sample.fraction, is_more_than(0.25)) + expect_that(sample.fraction, is_less_than(0.35)) +}) + +test_that("Number of samples is right sample fraction, replace=TRUE, 0.5, weighted", { + rf <- ranger(Species ~ ., iris, num.trees = 5, keep.inbag = TRUE, replace = TRUE, sample.fraction = 0.5, case.weights = runif(nrow(iris))) + num.inbag <- sapply(rf$inbag.counts, function(x) { + sum(x > 0) + }) + + sample.fraction <- mean(num.inbag/nrow(iris)) + expected.sample.fraction <- 1-exp(-0.5) + + expect_that(sample.fraction, is_more_than(expected.sample.fraction-0.05)) + expect_that(sample.fraction, is_less_than(expected.sample.fraction+0.05)) +}) + +test_that("Alternative interface classification prediction works if only independent variable given, one independent variable", { + n <- 50 + + dt <- data.frame(x = runif(n), y = factor(rbinom(n, 1, 0.5))) + rf <- ranger(dependent.variable.name = "y", data = dt, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt), + not(throws_error())) + expect_that(predict(rf, dt[, 1, drop = FALSE]), + not(throws_error())) + + dt2 <- data.frame(y = factor(rbinom(n, 1, 0.5)), x = runif(n)) + rf <- ranger(dependent.variable.name = "y", data = dt2, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt2), + not(throws_error())) + expect_that(predict(rf, dt2[, 2, drop = FALSE]), + not(throws_error())) +}) + +test_that("Alternative interface classification prediction works if only independent variable given, two independent variables", { + n <- 50 + + dt <- data.frame(x1 = runif(n), x2 = runif(n), y = factor(rbinom(n, 1, 0.5))) + rf <- ranger(dependent.variable.name = "y", data = dt, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt), + not(throws_error())) + expect_that(predict(rf, dt[, 1:2]), + not(throws_error())) + + dt2 <- data.frame(y = factor(rbinom(n, 1, 0.5)), x1 = runif(n), x2 = runif(n)) + rf <- ranger(dependent.variable.name = "y", data = dt2, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt2), + not(throws_error())) + expect_that(predict(rf, dt2[, 2:3]), + not(throws_error())) +}) + +test_that("Alternative interface regression prediction works if only independent variable given, one independent variable", { + n <- 50 + + dt <- data.frame(x = runif(n), y = rbinom(n, 1, 0.5)) + rf <- ranger(dependent.variable.name = "y", data = dt, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt), + not(throws_error())) + expect_that(predict(rf, dt[, 1, drop = FALSE]), + not(throws_error())) + + dt2 <- data.frame(y = rbinom(n, 1, 0.5), x = runif(n)) + rf <- ranger(dependent.variable.name = "y", data = dt2, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt2), + not(throws_error())) + expect_that(predict(rf, dt2[, 2, drop = FALSE]), + not(throws_error())) +}) + +test_that("Alternative interface regression prediction works if only independent variable given, two independent variables", { + n <- 50 + + dt <- data.frame(x1 = runif(n), x2 = runif(n), y = rbinom(n, 1, 0.5)) + rf <- ranger(dependent.variable.name = "y", data = dt, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt), + not(throws_error())) + expect_that(predict(rf, dt[, 1:2]), + not(throws_error())) + + dt2 <- data.frame(y = rbinom(n, 1, 0.5), x1 = runif(n), x2 = runif(n)) + rf <- ranger(dependent.variable.name = "y", data = dt2, num.trees = 5, write.forest = TRUE) + expect_that(predict(rf, dt2), + not(throws_error())) + expect_that(predict(rf, dt2[, 2:3]), + not(throws_error())) +}) + +test_that("Alternative interface regression prediction: Results not all the same", { + n <- 50 + + dt <- data.frame(x = runif(n), y = rbinom(n, 1, 0.5)) + rf <- ranger(dependent.variable.name = "y", data = dt, num.trees = 5, write.forest = TRUE) + expect_that(diff(range(predict(rf, dt)$predictions)), is_more_than(0)) + expect_that(diff(range(predict(rf, dt[, 1, drop = FALSE])$predictions)), is_more_than(0)) + + dt2 <- data.frame(y = rbinom(n, 1, 0.5), x = runif(n)) + rf <- ranger(dependent.variable.name = "y", data = dt2, num.trees = 5, write.forest = TRUE) + expect_that(diff(range(predict(rf, dt2)$predictions)), is_more_than(0)) + expect_that(diff(range(predict(rf, dt2[, 2, drop = FALSE])$predictions)), is_more_than(0)) +}) + +test_that("No error if survival tree without OOB observations", { + dat <- data.frame(time = c(1,2), status = c(0,1), x = c(1,2)) + expect_that(ranger(Surv(time, status) ~ ., dat, num.trees = 1, num.threads = 1), + not(throws_error())) +}) + +test_that("as.factor() in formula works", { + n <- 20 + dt <- data.frame(x = runif(n), y = rbinom(n, 1, 0.5)) + expect_that(ranger(as.factor(y) ~ ., data = dt, num.trees = 5, write.forest = TRUE), + not(throws_error())) +}) + +test_that("If respect.unordered.factors=TRUE, regard characters as unordered", { + n <- 20 + dt <- data.frame(x = sample(c("A", "B", "C", "D"), n, replace = TRUE), + y = rbinom(n, 1, 0.5), + stringsAsFactors = FALSE) + + set.seed(2) + rf.char <- ranger(y ~ ., data = dt, num.trees = 5, min.node.size = n/2, respect.unordered.factors = TRUE) + + dt$x <- factor(dt$x, ordered = FALSE) + set.seed(2) + rf.fac <- ranger(y ~ ., data = dt, num.trees = 5, min.node.size = n/2, respect.unordered.factors = TRUE) + + expect_that(rf.char$prediction.error, equals(rf.fac$prediction.error)) +}) + +test_that("If respect.unordered.factors=FALSE, regard characters as ordered", { + n <- 20 + dt <- data.frame(x = sample(c("A", "B", "C", "D"), n, replace = TRUE), + y = rbinom(n, 1, 0.5), + stringsAsFactors = FALSE) + + set.seed(2) + rf.char <- ranger(y ~ ., data = dt, num.trees = 5, min.node.size = n/2, respect.unordered.factors = FALSE) + + dt$x <- factor(dt$x, ordered = FALSE) + set.seed(2) + rf.fac <- ranger(y ~ ., data = dt, num.trees = 5, min.node.size = n/2, respect.unordered.factors = FALSE) + + expect_that(rf.char$prediction.error, equals(rf.fac$prediction.error)) +}) \ No newline at end of file diff --git a/release/.gitignore 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and b/release/ranger_cpp_0.3.5.zip differ diff --git a/source/.cproject b/source/.cproject index af8c48b04..7c0cd1c8d 100644 --- a/source/.cproject +++ b/source/.cproject @@ -18,7 +18,7 @@ - + @@ -62,4 +62,5 @@ + diff --git a/source/src/Forest/Forest.cpp b/source/src/Forest/Forest.cpp index b51df18c1..a43f51794 100644 --- a/source/src/Forest/Forest.cpp +++ b/source/src/Forest/Forest.cpp @@ -30,10 +30,12 @@ #include #include #include -#include #include -#include #include +#ifndef WIN_R_BUILD +#include +#include +#endif #include "utility.h" #include "Forest.h" @@ -42,10 +44,11 @@ #include "DataFloat.h" Forest::Forest() : - verbose_out(0), num_trees(DEFAULT_NUM_TREE), mtry(0), min_node_size(0), num_variables(0), num_independent_variables( - 0), seed(0), dependent_varID(0), num_samples(0), prediction_mode(false), memory_mode(MEM_DOUBLE), sample_with_replacement( - true), splitrule(DEFAULT_SPLITRULE), num_threads(DEFAULT_NUM_THREADS), data(0), overall_prediction_error(0), importance_mode( - DEFAULT_IMPORTANCE_MODE), progress(0) { +verbose_out(0), num_trees(DEFAULT_NUM_TREE), mtry(0), min_node_size(0), num_variables(0), num_independent_variables( + 0), seed(0), dependent_varID(0), num_samples(0), prediction_mode(false), memory_mode(MEM_DOUBLE), sample_with_replacement( + true), memory_saving_splitting(false), splitrule(DEFAULT_SPLITRULE), predict_all(false), keep_inbag(false), sample_fraction(1), enable_threading(true), num_threads( + DEFAULT_NUM_THREADS), data(0), overall_prediction_error(0), importance_mode(DEFAULT_IMPORTANCE_MODE), progress( + 0) { } Forest::~Forest() { @@ -55,10 +58,12 @@ Forest::~Forest() { } void Forest::initCpp(std::string dependent_variable_name, MemoryMode memory_mode, std::string input_file, uint mtry, - std::string output_prefix, uint num_trees, std::ostream* verbose_out, uint seed, uint num_threads, - std::string load_forest_filename, ImportanceMode importance_mode, uint min_node_size, + std::string output_prefix, uint num_trees, std::ostream* verbose_out, uint seed, bool enable_threading, + uint num_threads, std::string load_forest_filename, ImportanceMode importance_mode, uint min_node_size, std::string split_select_weights_file, std::vector& always_split_variable_names, - std::string status_variable_name, bool sample_with_replacement, uint splitrule) { + std::string status_variable_name, bool sample_with_replacement, std::vector& unordered_variable_names, + bool memory_saving_splitting, SplitRule splitrule, std::string case_weights_file, bool predict_all, + double sample_fraction) { this->verbose_out = verbose_out; @@ -90,55 +95,88 @@ void Forest::initCpp(std::string dependent_variable_name, MemoryMode memory_mode } // Call other init function - init(dependent_variable_name, memory_mode, data, mtry, output_prefix, num_trees, seed, num_threads, importance_mode, - min_node_size, status_variable_name, prediction_mode, sample_with_replacement, splitrule); + init(dependent_variable_name, memory_mode, data, mtry, output_prefix, num_trees, seed, enable_threading, num_threads, + importance_mode, min_node_size, status_variable_name, prediction_mode, sample_with_replacement, + unordered_variable_names, memory_saving_splitting, splitrule, predict_all, sample_fraction); if (prediction_mode) { loadFromFile(load_forest_filename); } - // Set variables to be always considered for splitting if (!always_split_variable_names.empty()) { setAlwaysSplitVariables(always_split_variable_names); } + // TODO: Read 2d weights for tree-wise split select weights // Load split select weights from file if (!split_select_weights_file.empty()) { - std::vector split_select_weights; - loadDoubleVectorFromFile(split_select_weights, split_select_weights_file); - if (split_select_weights.size() != num_variables - 1) { + std::vector> split_select_weights; + split_select_weights.resize(1); + loadDoubleVectorFromFile(split_select_weights[0], split_select_weights_file); + if (split_select_weights[0].size() != num_variables - 1) { throw std::runtime_error("Number of split select weights is not equal to number of independent variables."); } setSplitWeightVector(split_select_weights); } + + // Load case weights from file + if (!case_weights_file.empty()) { + loadDoubleVectorFromFile(case_weights, case_weights_file); + if (case_weights.size() != num_samples - 1) { + throw std::runtime_error("Number of case weights is not equal to number of samples."); + } + } + + // Check if all catvars are coded in integers starting at 1 + if (!unordered_variable_names.empty()) { + std::string error_message = checkUnorderedVariables(data, unordered_variable_names); + if (!error_message.empty()) { + throw std::runtime_error(error_message); + } + } } -void Forest::initR(std::string dependent_variable_name, MemoryMode memory_mode, Data* input_data, uint mtry, - uint num_trees, std::ostream* verbose_out, uint seed, uint num_threads, ImportanceMode importance_mode, - uint min_node_size, std::vector& split_select_weights, +void Forest::initR(std::string dependent_variable_name, Data* input_data, uint mtry, uint num_trees, + std::ostream* verbose_out, uint seed, bool enable_threading, uint num_threads, ImportanceMode importance_mode, + uint min_node_size, std::vector>& split_select_weights, std::vector& always_split_variable_names, std::string status_variable_name, bool prediction_mode, - bool sample_with_replacement, uint splitrule) { + bool sample_with_replacement, std::vector& unordered_variable_names, bool memory_saving_splitting, + SplitRule splitrule, std::vector& case_weights, bool predict_all, bool keep_inbag, double sample_fraction) { this->verbose_out = verbose_out; // Call other init function - init(dependent_variable_name, memory_mode, input_data, mtry, "", num_trees, seed, num_threads, importance_mode, - min_node_size, status_variable_name, prediction_mode, sample_with_replacement, splitrule); + init(dependent_variable_name, MEM_DOUBLE, input_data, mtry, "", num_trees, seed, enable_threading, num_threads, + importance_mode, min_node_size, status_variable_name, prediction_mode, sample_with_replacement, + unordered_variable_names, memory_saving_splitting, splitrule, predict_all, sample_fraction); // Set variables to be always considered for splitting - setAlwaysSplitVariables(always_split_variable_names); + if (!always_split_variable_names.empty()) { + setAlwaysSplitVariables(always_split_variable_names); + } // Set split select weights if (!split_select_weights.empty()) { setSplitWeightVector(split_select_weights); } + // Set case weights + if (!case_weights.empty()) { + if (case_weights.size() != num_samples) { + throw std::runtime_error("Number of case weights not equal to number of samples."); + } + this->case_weights = case_weights; + } + + // Keep inbag counts + this->keep_inbag = keep_inbag; } void Forest::init(std::string dependent_variable_name, MemoryMode memory_mode, Data* input_data, uint mtry, - std::string output_prefix, uint num_trees, uint seed, uint num_threads, ImportanceMode importance_mode, - uint min_node_size, std::string status_variable_name, bool prediction_mode, bool sample_with_replacement, - uint splitrule) { + std::string output_prefix, uint num_trees, uint seed, bool enable_threading, uint num_threads, + ImportanceMode importance_mode, uint min_node_size, std::string status_variable_name, bool prediction_mode, + bool sample_with_replacement, std::vector& unordered_variable_names, bool memory_saving_splitting, + SplitRule splitrule, bool predict_all, double sample_fraction) { // Initialize data with memmode this->data = input_data; @@ -151,12 +189,21 @@ void Forest::init(std::string dependent_variable_name, MemoryMode memory_mode, D random_number_generator.seed(seed); } - // Set number of threads - if (num_threads == DEFAULT_NUM_THREADS) { + // Set up threading +#ifndef WIN_R_BUILD + this->enable_threading = enable_threading; + if (!enable_threading) { + // set to 1 because calculation will be done in calling thread. + this->num_threads = 1; + } else if (num_threads == DEFAULT_NUM_THREADS) { this->num_threads = std::thread::hardware_concurrency(); } else { this->num_threads = num_threads; } +#else + this->enable_threading = false; + this->num_threads = 1; +#endif // Set member variables this->num_trees = num_trees; @@ -168,7 +215,10 @@ void Forest::init(std::string dependent_variable_name, MemoryMode memory_mode, D this->memory_mode = memory_mode; this->prediction_mode = prediction_mode; this->sample_with_replacement = sample_with_replacement; + this->memory_saving_splitting = memory_saving_splitting; this->splitrule = splitrule; + this->predict_all = predict_all; + this->sample_fraction = sample_fraction; // Set number of samples and variables num_samples = data->getNumRows(); @@ -179,6 +229,15 @@ void Forest::init(std::string dependent_variable_name, MemoryMode memory_mode, D dependent_varID = data->getVariableID(dependent_variable_name); } + // Set unordered factor variables + if (!prediction_mode) { + is_ordered_variable.resize(num_variables, true); + for (auto& variable_name : unordered_variable_names) { + size_t varID = data->getVariableID(variable_name); + is_ordered_variable[varID] = false; + } + } + no_split_variables.push_back(dependent_varID); initInternal(status_variable_name); @@ -188,16 +247,22 @@ void Forest::init(std::string dependent_variable_name, MemoryMode memory_mode, D // Sort no split variables in ascending order std::sort(no_split_variables.begin(), no_split_variables.end()); + // Init split select weights + split_select_weights.push_back(std::vector()); + // Check if mtry is in valid range if (this->mtry > num_variables - 1) { throw std::runtime_error("mtry can not be larger than number of variables in data."); } - // Load split select weights from file - this->split_select_weights = split_select_weights; + // Check if any observations samples + if ((size_t) num_samples * sample_fraction < 1) { + throw std::runtime_error("sample_fraction too small, no observations sampled."); + } } void Forest::run(bool verbose) { + if (prediction_mode) { if (verbose) { *verbose_out << "Predicting .." << std::endl; @@ -207,6 +272,7 @@ void Forest::run(bool verbose) { if (verbose) { *verbose_out << "Growing trees .." << std::endl; } + grow(); if (verbose) { @@ -214,12 +280,7 @@ void Forest::run(bool verbose) { } computePredictionError(); - if (importance_mode == IMP_GINI) { - if (verbose) { - *verbose_out << "Computing variable importance .." << std::endl; - } - computeGiniImportance(); - } else if (importance_mode > IMP_GINI) { + if (importance_mode > IMP_GINI) { if (verbose) { *verbose_out << "Computing permutation variable importance .." << std::endl; } @@ -242,6 +303,7 @@ void Forest::writeOutput() { *verbose_out << "Variable importance mode: " << importance_mode << std::endl; *verbose_out << "Memory mode: " << memory_mode << std::endl; *verbose_out << "Seed: " << seed << std::endl; + *verbose_out << "Threading enabled: " << enable_threading << std::endl; *verbose_out << "Number of threads: " << num_threads << std::endl; *verbose_out << std::endl; @@ -251,7 +313,7 @@ void Forest::writeOutput() { *verbose_out << "Overall OOB prediction error: " << overall_prediction_error << std::endl; *verbose_out << std::endl; - if (!split_select_weights.empty()) { + if (!split_select_weights.empty() & !split_select_weights[0].empty()) { *verbose_out << "Warning: Split select weights used. Variable importance measures are only comparable for variables with equal weights." << std::endl; @@ -307,6 +369,9 @@ void Forest::saveToFile() { // Write num_trees outfile.write((char*) &num_trees, sizeof(num_trees)); + // Write is_ordered_variable + saveVector1D(is_ordered_variable, outfile); + saveToFileInternal(outfile); // Write tree data for each tree @@ -336,35 +401,132 @@ void Forest::grow() { } else { tree_seed = (i + 1) * seed; } + + // Get split select weights for tree + std::vector* tree_split_select_weights; + if (split_select_weights.size() > 1) { + tree_split_select_weights = &split_select_weights[i]; + } else { + tree_split_select_weights = &split_select_weights[0]; + } + trees[i]->init(data, mtry, dependent_varID, num_samples, tree_seed, &deterministic_varIDs, &split_select_varIDs, - &split_select_weights, importance_mode, min_node_size, &no_split_variables, sample_with_replacement, splitrule); + tree_split_select_weights, importance_mode, min_node_size, &no_split_variables, sample_with_replacement, + &is_ordered_variable, memory_saving_splitting, splitrule, &case_weights, keep_inbag, sample_fraction); } - // Grow trees in multiple threads - progress = 0; - std::vector threads; - threads.reserve(num_threads); - for (uint i = 0; i < num_threads; ++i) { - threads.push_back(std::thread(&Forest::growTreesInThread, this, i)); + // Init variable importance + variable_importance.resize(num_independent_variables, 0); + + if (this->enable_threading) { +#ifndef WIN_R_BUILD + // Grow trees in multiple threads + progress = 0; +#ifdef R_BUILD + aborted = false; + aborted_threads = 0; +#endif + + std::vector threads; + threads.reserve(num_threads); + + // Initailize importance per thread + std::vector> variable_importance_threads(num_threads); + + for (uint i = 0; i < num_threads; ++i) { + if (importance_mode == IMP_GINI) { + variable_importance_threads[i].resize(num_independent_variables, 0); + } + threads.push_back(std::thread(&Forest::growTreesInThread, this, i, &(variable_importance_threads[i]))); + } + showProgress("Growing trees.."); + for (auto &thread : threads) { + thread.join(); + } + +#ifdef R_BUILD + if (aborted_threads > 0) { + throw std::runtime_error("User interrupt."); + } +#endif + + // Sum thread importances + if (importance_mode == IMP_GINI) { + variable_importance.resize(num_independent_variables, 0); + for (size_t i = 0; i < num_independent_variables; ++i) { + for (uint j = 0; j < num_threads; ++j) { + variable_importance[i] += variable_importance_threads[j][i]; + } + } + variable_importance_threads.clear(); + } +#endif + } else { +#ifdef WIN_R_BUILD + progress = 0; + clock_t start_time = clock(); + clock_t lap_time = clock(); +#endif + + for (size_t i = 0; i < num_trees; ++i) { + trees[i]->grow(&variable_importance); +#ifdef WIN_R_BUILD + progress++; + showProgress("Growing trees..", start_time, lap_time); +#endif + } } - showProgress(); - for (auto &thread : threads) { - thread.join(); + + + // Divide importance by number of trees + if (importance_mode == IMP_GINI) { + for (auto& v : variable_importance) { + v /= num_trees; + } } } void Forest::predict() { - // Predict trees in multiple threads and join the threads with the main thread - progress = 0; - std::vector threads; - threads.reserve(num_threads); - for (uint i = 0; i < num_threads; ++i) { - threads.push_back(std::thread(&Forest::predictTreesInThread, this, i, data, false)); - } - showProgress(); - for (auto &thread : threads) { - thread.join(); + if (enable_threading) { +#ifndef WIN_R_BUILD + // Predict trees in multiple threads and join the threads with the main thread + progress = 0; +#ifdef R_BUILD + aborted = false; + aborted_threads = 0; +#endif + + std::vector threads; + threads.reserve(num_threads); + for (uint i = 0; i < num_threads; ++i) { + threads.push_back(std::thread(&Forest::predictTreesInThread, this, i, data, false)); + } + showProgress("Predicting.."); + for (auto &thread : threads) { + thread.join(); + } + +#ifdef R_BUILD + if (aborted_threads > 0) { + throw std::runtime_error("User interrupt."); + } +#endif +#endif + } else { +#ifdef WIN_R_BUILD + progress = 0; + clock_t start_time = clock(); + clock_t lap_time = clock(); +#endif + + for (size_t i = 0; i < num_trees; ++i) { + trees[i]->predict(data, false); +#ifdef WIN_R_BUILD + progress++; + showProgress("Predicting..", start_time, lap_time); +#endif + } } // Call special functions for subclasses @@ -373,70 +535,121 @@ void Forest::predict() { void Forest::computePredictionError() { - // Predict trees in multiple threads - std::vector threads; - threads.reserve(num_threads); - for (uint i = 0; i < num_threads; ++i) { - threads.push_back(std::thread(&Forest::predictTreesInThread, this, i, data, true)); - } - for (auto &thread : threads) { - thread.join(); + if (enable_threading) { +#ifndef WIN_R_BUILD + // Predict trees in multiple threads + std::vector threads; + threads.reserve(num_threads); + for (uint i = 0; i < num_threads; ++i) { + threads.push_back(std::thread(&Forest::predictTreesInThread, this, i, data, true)); + } + showProgress("Computing prediction error.."); + for (auto &thread : threads) { + thread.join(); + } + +#ifdef R_BUILD + if (aborted_threads > 0) { + throw std::runtime_error("User interrupt."); + } +#endif +#endif + } else { +#ifdef WIN_R_BUILD + progress = 0; + clock_t start_time = clock(); + clock_t lap_time = clock(); +#endif + + for (size_t i = 0; i < num_trees; ++i) { + trees[i]->predict(data, true); +#ifdef WIN_R_BUILD + progress++; + showProgress("Predicting..", start_time, lap_time); +#endif + } } // Call special function for subclasses computePredictionErrorInternal(); } -void Forest::computeGiniImportance() { - - // Initialize with 0. - variable_importance.resize(num_independent_variables, 0); - - // Sum tree importance and divide by number of trees - for (size_t t = 0; t < trees.size(); ++t) { - std::vector tree_importance = trees[t]->getVariableImportance(); - for (size_t i = 0; i < tree_importance.size(); ++i) { - variable_importance[i] += tree_importance[i]; - } - } - for (auto& v : variable_importance) { - v /= num_trees; - } -} - void Forest::computePermutationImportance() { // Compute tree permutation importance in multiple threads progress = 0; - std::vector threads; - threads.reserve(num_threads); - for (uint i = 0; i < num_threads; ++i) { - threads.push_back(std::thread(&Forest::computeTreePermutationImportanceInThread, this, i)); - } - //showProgress(); - for (auto &thread : threads) { - thread.join(); - } +#ifdef R_BUILD + aborted = false; + aborted_threads = 0; +#endif - // Initialize with 0. - std::vector variance; - variance.resize(num_independent_variables, 0); + std::vector variance(num_independent_variables, 0); variable_importance.resize(num_independent_variables, 0); - // Sum tree importance and divide by number of trees - for (size_t t = 0; t < trees.size(); ++t) { - std::vector tree_importance = trees[t]->getVariableImportance(); - for (size_t i = 0; i < tree_importance.size(); ++i) { - variable_importance[i] += tree_importance[i]; - - // Variance for scaled permutation importance - if (importance_mode == IMP_PERM_BREIMAN) { - variance[i] += tree_importance[i] * tree_importance[i]; - } else if (importance_mode == IMP_PERM_LIAW) { - variance[i] += tree_importance[i] * tree_importance[i] * trees[i]->getNumSamplesOob(); + if (enable_threading) { +#ifndef WIN_R_BUILD + std::vector threads; + threads.reserve(num_threads); + + // Initailize importance and variance + std::vector> variable_importance_threads(num_threads); + std::vector> variance_threads(num_threads); + + // Compute importance + for (uint i = 0; i < num_threads; ++i) { + variable_importance_threads[i].resize(num_independent_variables, 0); + if (importance_mode == IMP_PERM_BREIMAN || importance_mode == IMP_PERM_LIAW) { + variance_threads[i].resize(num_independent_variables, 0); + } + threads.push_back( + std::thread(&Forest::computeTreePermutationImportanceInThread, this, i, &(variable_importance_threads[i]), + &(variance_threads[i]))); + } + showProgress("Computing permutation importance.."); + for (auto &thread : threads) { + thread.join(); + } + +#ifdef R_BUILD + if (aborted_threads > 0) { + throw std::runtime_error("User interrupt."); + } +#endif + + // Sum thread importances + for (size_t i = 0; i < num_independent_variables; ++i) { + for (uint j = 0; j < num_threads; ++j) { + variable_importance[i] += variable_importance_threads[j][i]; + } + } + variable_importance_threads.clear(); + + // Sum thread variances + if (importance_mode == IMP_PERM_BREIMAN || importance_mode == IMP_PERM_LIAW) { + for (size_t i = 0; i < num_independent_variables; ++i) { + for (uint j = 0; j < num_threads; ++j) { + variance[i] += variance_threads[j][i]; + } } + variance_threads.clear(); + } +#endif + } else { +#ifdef WIN_R_BUILD + progress = 0; + clock_t start_time = clock(); + clock_t lap_time = clock(); +#endif + + for (size_t i = 0; i < num_trees; ++i) { + trees[i]->computePermutationImportance(&variable_importance, &variance); +#ifdef WIN_R_BUILD + progress++; + showProgress("Computing permutation importance..", start_time, lap_time); +#endif } } + for (size_t i = 0; i < variable_importance.size(); ++i) { variable_importance[i] /= num_trees; @@ -450,10 +663,21 @@ void Forest::computePermutationImportance() { } } -void Forest::growTreesInThread(uint thread_idx) { +#ifndef WIN_R_BUILD +void Forest::growTreesInThread(uint thread_idx, std::vector* variable_importance) { if (thread_ranges.size() > thread_idx + 1) { for (size_t i = thread_ranges[thread_idx]; i < thread_ranges[thread_idx + 1]; ++i) { - trees[i]->grow(); + trees[i]->grow(variable_importance); + + // Check for user interrupt +#ifdef R_BUILD + if (aborted) { + std::unique_lock lock(mutex); + ++aborted_threads; + condition_variable.notify_one(); + return; + } +#endif // Increase progress by 1 tree std::unique_lock lock(mutex); @@ -468,6 +692,16 @@ void Forest::predictTreesInThread(uint thread_idx, const Data* prediction_data, for (size_t i = thread_ranges[thread_idx]; i < thread_ranges[thread_idx + 1]; ++i) { trees[i]->predict(prediction_data, oob_prediction); + // Check for user interrupt +#ifdef R_BUILD + if (aborted) { + std::unique_lock lock(mutex); + ++aborted_threads; + condition_variable.notify_one(); + return; + } +#endif + // Increase progress by 1 tree std::unique_lock lock(mutex); ++progress; @@ -476,10 +710,21 @@ void Forest::predictTreesInThread(uint thread_idx, const Data* prediction_data, } } -void Forest::computeTreePermutationImportanceInThread(uint thread_idx) { +void Forest::computeTreePermutationImportanceInThread(uint thread_idx, std::vector* importance, + std::vector* variance) { if (thread_ranges.size() > thread_idx + 1) { for (size_t i = thread_ranges[thread_idx]; i < thread_ranges[thread_idx + 1]; ++i) { - trees[i]->computePermutationImportance(); + trees[i]->computePermutationImportance(importance, variance); + + // Check for user interrupt +#ifdef R_BUILD + if (aborted) { + std::unique_lock lock(mutex); + ++aborted_threads; + condition_variable.notify_one(); + return; + } +#endif // Increase progress by 1 tree std::unique_lock lock(mutex); @@ -488,6 +733,7 @@ void Forest::computeTreePermutationImportanceInThread(uint thread_idx) { } } } +#endif void Forest::loadFromFile(std::string filename) { *verbose_out << "Loading forest from file " << filename << "." << std::endl; @@ -503,36 +749,70 @@ void Forest::loadFromFile(std::string filename) { infile.read((char*) &dependent_varID, sizeof(dependent_varID)); infile.read((char*) &num_trees, sizeof(num_trees)); + // Read is_ordered_variable + readVector1D(is_ordered_variable, infile); + // Read tree data. This is different for tree types -> virtual function loadFromFileInternal(infile); + infile.close(); // Create thread ranges equalSplit(thread_ranges, 0, num_trees - 1, num_threads); } -void Forest::setSplitWeightVector(std::vector& split_select_weights) { +void Forest::setSplitWeightVector(std::vector>& split_select_weights) { + + // Size should be 1 x num_independent_variables or num_trees x num_independent_variables + if (split_select_weights.size() != 1 && split_select_weights.size() != num_trees) { + throw std::runtime_error("Size of split select weights not equal to 1 or number of trees."); + } - if (split_select_weights.size() != num_independent_variables) { - throw std::runtime_error("Number of split select weights not equal to number of independent variables."); + // Reserve space + if (split_select_weights.size() == 1) { + this->split_select_weights[0].resize(num_independent_variables); + } else { + this->split_select_weights.clear(); + this->split_select_weights.resize(num_trees, std::vector(num_independent_variables)); } + this->split_select_varIDs.resize(num_independent_variables); + deterministic_varIDs.reserve(num_independent_variables); // Split up in deterministic and weighted variables, ignore zero weights for (size_t i = 0; i < split_select_weights.size(); ++i) { - double weight = split_select_weights[i]; - size_t varID = i; - for (auto& skip : no_split_variables) { - if (varID >= skip) { - ++varID; - } + + // Size should be 1 x num_independent_variables or num_trees x num_independent_variables + if (split_select_weights[i].size() != num_independent_variables) { + throw std::runtime_error("Number of split select weights not equal to number of independent variables."); } - if (weight == 1) { - deterministic_varIDs.push_back(varID); - } else if (weight < 1 && weight > 0) { - this->split_select_varIDs.push_back(varID); - this->split_select_weights.push_back(weight); - } else if (weight < 0 || weight > 1) { - throw std::runtime_error("One or more split select weights not in range [0,1]."); + + for (size_t j = 0; j < split_select_weights[i].size(); ++j) { + double weight = split_select_weights[i][j]; + + if (i == 0) { + size_t varID = j; + for (auto& skip : no_split_variables) { + if (varID >= skip) { + ++varID; + } + } + + if (weight == 1) { + deterministic_varIDs.push_back(varID); + } else if (weight < 1 && weight > 0) { + this->split_select_varIDs[j] = varID; + this->split_select_weights[i][j] = weight; + } else if (weight < 0 || weight > 1) { + throw std::runtime_error("One or more split select weights not in range [0,1]."); + } + + } else { + if (weight < 1 && weight > 0) { + this->split_select_weights[i][j] = weight; + } else if (weight < 0 || weight > 1) { + throw std::runtime_error("One or more split select weights not in range [0,1]."); + } + } } } @@ -546,6 +826,8 @@ void Forest::setSplitWeightVector(std::vector& split_select_weights) { void Forest::setAlwaysSplitVariables(std::vector& always_split_variable_names) { + deterministic_varIDs.reserve(num_independent_variables); + for (auto& variable_name : always_split_variable_names) { size_t varID = data->getVariableID(variable_name); deterministic_varIDs.push_back(varID); @@ -557,7 +839,26 @@ void Forest::setAlwaysSplitVariables(std::vector& always_split_vari } } -void Forest::showProgress() { +#ifdef WIN_R_BUILD +void Forest::showProgress(std::string operation, clock_t start_time, clock_t& lap_time) { + + // Check for user interrupt + if (checkInterrupt()) { + throw std::runtime_error("User interrupt."); + } + + double elapsed_time = (clock() - lap_time) / CLOCKS_PER_SEC; + if (elapsed_time > STATUS_INTERVAL) { + double relative_progress = (double) progress / (double) num_trees; + double time_from_start = (clock() - start_time) / CLOCKS_PER_SEC; + uint remaining_time = (1 / relative_progress - 1) * time_from_start; + *verbose_out << operation << " Progress: " << round(100 * relative_progress) << "%. Estimated remaining time: " + << beautifyTime(remaining_time) << "." << std::endl; + lap_time = clock(); + } +} +#else +void Forest::showProgress(std::string operation) { using std::chrono::steady_clock; using std::chrono::duration_cast; using std::chrono::seconds; @@ -571,13 +872,24 @@ void Forest::showProgress() { condition_variable.wait(lock); seconds elapsed_time = duration_cast(steady_clock::now() - last_time); + // Check for user interrupt +#ifdef R_BUILD + if (!aborted && checkInterrupt()) { + aborted = true; + } + if (aborted && aborted_threads >= num_threads) { + return; + } +#endif + if (progress > 0 && elapsed_time.count() > STATUS_INTERVAL) { double relative_progress = (double) progress / (double) num_trees; seconds time_from_start = duration_cast(steady_clock::now() - start_time); uint remaining_time = (1 / relative_progress - 1) * time_from_start.count(); - *verbose_out << "Progress: " << round(100 * relative_progress) << "%. Estimated remaining time: " + *verbose_out << operation << " Progress: " << round(100 * relative_progress) << "%. Estimated remaining time: " << beautifyTime(remaining_time) << "." << std::endl; last_time = steady_clock::now(); } } } +#endif diff --git a/source/src/Forest/Forest.h b/source/src/Forest/Forest.h index 066f65396..3ff79cc33 100644 --- a/source/src/Forest/Forest.h +++ b/source/src/Forest/Forest.h @@ -32,8 +32,13 @@ #include #include #include +#include +#ifndef WIN_R_BUILD +#include +#include #include #include +#endif #include "globals.h" #include "Tree.h" @@ -46,18 +51,24 @@ class Forest { // Init from c++ main or Rcpp from R void initCpp(std::string dependent_variable_name, MemoryMode memory_mode, std::string input_file, uint mtry, - std::string output_prefix, uint num_trees, std::ostream* verbose_out, uint seed, uint num_threads, - std::string load_forest_filename, ImportanceMode importance_mode, uint min_node_size, + std::string output_prefix, uint num_trees, std::ostream* verbose_out, uint seed, bool enable_threading, + uint num_threads, std::string load_forest_filename, ImportanceMode importance_mode, uint min_node_size, std::string split_select_weights_file, std::vector& always_split_variable_names, - std::string status_variable_name, bool sample_with_replacement, uint splitrule); - void initR(std::string dependent_variable_name, MemoryMode memory_mode, Data* input_data, uint mtry, uint num_trees, - std::ostream* verbose_out, uint seed, uint num_threads, ImportanceMode importance_mode, uint min_node_size, - std::vector& split_select_weights, std::vector& always_split_variable_names, - std::string status_variable_name, bool prediction_mode, bool sample_with_replacement, uint splitrule); + std::string status_variable_name, bool sample_with_replacement, + std::vector& unordered_variable_names, bool memory_saving_splitting, SplitRule splitrule, + std::string case_weights_file, bool predict_all, double sample_fraction); + void initR(std::string dependent_variable_name, Data* input_data, uint mtry, uint num_trees, + std::ostream* verbose_out, uint seed, bool enable_threading, uint num_threads, ImportanceMode importance_mode, + uint min_node_size, std::vector>& split_select_weights, + std::vector& always_split_variable_names, std::string status_variable_name, bool prediction_mode, + bool sample_with_replacement, std::vector& unordered_variable_names, bool memory_saving_splitting, + SplitRule splitrule, std::vector& case_weights, bool predict_all, bool keep_inbag, + double sample_fraction); void init(std::string dependent_variable_name, MemoryMode memory_mode, Data* input_data, uint mtry, - std::string output_prefix, uint num_trees, uint seed, uint num_threads, ImportanceMode importance_mode, - uint min_node_size, std::string status_variable_name, bool prediction_mode, bool sample_with_replacement, - uint splitrule); + std::string output_prefix, uint num_trees, uint seed, bool enable_threading, uint num_threads, + ImportanceMode importance_mode, uint min_node_size, std::string status_variable_name, bool prediction_mode, + bool sample_with_replacement, std::vector& unordered_variable_names, bool memory_saving_splitting, + SplitRule splitrule, bool predict_all, double sample_fraction); virtual void initInternal(std::string status_variable_name) = 0; // Grow or predict @@ -122,6 +133,18 @@ class Forest { { return num_independent_variables; } + const std::vector& getIsOrderedVariable() const + { + return is_ordered_variable; + } + + std::vector> getInbagCounts() const { + std::vector> result; + for (auto& tree : trees) { + result.push_back(tree->getInbagCounts()); + } + return result; + } protected: void grow(); @@ -134,24 +157,27 @@ class Forest { void computePredictionError(); virtual void computePredictionErrorInternal() = 0; - void computeGiniImportance(); void computePermutationImportance(); // Multithreading methods for growing/prediction/importance, called by each thread - void growTreesInThread(uint thread_idx); + void growTreesInThread(uint thread_idx, std::vector* variable_importance); void predictTreesInThread(uint thread_idx, const Data* prediction_data, bool oob_prediction); - void computeTreePermutationImportanceInThread(uint thread_idx); + void computeTreePermutationImportanceInThread(uint thread_idx, std::vector* importance, std::vector* variance); // Load forest from file void loadFromFile(std::string filename); virtual void loadFromFileInternal(std::ifstream& infile) = 0; // Set split select weights and variables to be always considered for splitting - void setSplitWeightVector(std::vector& split_select_weights); + void setSplitWeightVector(std::vector>& split_select_weights); void setAlwaysSplitVariables(std::vector& always_split_variable_names); // Show progress every few seconds - void showProgress(); +#ifdef WIN_R_BUILD + void showProgress(std::string operation, clock_t start_time, clock_t& lap_time); +#else + void showProgress(std::string operation); +#endif // Verbose output stream, cout if verbose==true, logfile if not std::ostream* verbose_out; @@ -167,16 +193,26 @@ class Forest { bool prediction_mode; MemoryMode memory_mode; bool sample_with_replacement; - uint splitrule; + bool memory_saving_splitting; + SplitRule splitrule; + bool predict_all; + bool keep_inbag; + double sample_fraction; + + // For each varID true if ordered + std::vector is_ordered_variable; // Variable to not split at (only dependent_varID for non-survival forests) std::vector no_split_variables; // Multithreading + bool enable_threading; uint num_threads; std::vector thread_ranges; +#ifndef WIN_R_BUILD std::mutex mutex; std::condition_variable condition_variable; +#endif std::vector trees; Data* data; @@ -188,7 +224,10 @@ class Forest { // Deterministic variables are always selected std::vector deterministic_varIDs; std::vector split_select_varIDs; - std::vector split_select_weights; + std::vector> split_select_weights; + + // Bootstrap weights + std::vector case_weights; // Random number generator std::mt19937_64 random_number_generator; @@ -201,6 +240,10 @@ class Forest { // Computation progress (finished trees) size_t progress; +#ifdef R_BUILD + size_t aborted_threads; + bool aborted; +#endif private: DISALLOW_COPY_AND_ASSIGN(Forest); diff --git a/source/src/Forest/ForestClassification.cpp b/source/src/Forest/ForestClassification.cpp index ca1d87ac7..18fcf55af 100644 --- a/source/src/Forest/ForestClassification.cpp +++ b/source/src/Forest/ForestClassification.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -48,17 +48,18 @@ ForestClassification::~ForestClassification() { void ForestClassification::loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, - std::vector& class_values) { + std::vector& class_values, std::vector& is_ordered_variable) { this->dependent_varID = dependent_varID; this->num_trees = num_trees; this->class_values = class_values; + this->is_ordered_variable = is_ordered_variable; // Create trees trees.reserve(num_trees); for (size_t i = 0; i < num_trees; ++i) { Tree* tree = new TreeClassification(forest_child_nodeIDs[i], forest_split_varIDs[i], forest_split_values[i], - &class_values, &response_classIDs); + &this->class_values, &response_classIDs, &this->is_ordered_variable); trees.push_back(tree); } @@ -70,8 +71,8 @@ void ForestClassification::initInternal(std::string status_variable_name) { // If mtry not set, use floored square root of number of independent variables. if (mtry == 0) { - int temp = sqrt(num_variables - 1); - mtry = std::max(1, temp); + unsigned long temp = sqrt((double) (num_variables - 1)); + mtry = std::max((unsigned long) 1, temp); } // Set minimal node size @@ -92,6 +93,11 @@ void ForestClassification::initInternal(std::string status_variable_name) { response_classIDs.push_back(classID); } } + + // Sort data if memory saving mode + if (!memory_saving_splitting) { + data->sort(); + } } void ForestClassification::growInternal() { @@ -104,22 +110,34 @@ void ForestClassification::growInternal() { void ForestClassification::predictInternal() { // First dim trees, second dim samples - size_t num_prediction_samples = trees[0]->getPredictions()[0].size(); + size_t num_prediction_samples = data->getNumRows(); predictions.reserve(num_prediction_samples); - // For all samples take majority vote over all trees + // For all samples get tree predictions for (size_t sample_idx = 0; sample_idx < num_prediction_samples; ++sample_idx) { - // Count classes over trees and save class with maximum count - std::unordered_map class_count; - for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { - double value = trees[tree_idx]->getPredictions()[0][sample_idx]; - ++class_count[value]; + if (predict_all) { + // Get all tree predictions + std::vector sample_predictions; + sample_predictions.reserve(num_trees); + for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { + double value = ((TreeClassification*) trees[tree_idx])->getPrediction(sample_idx); + sample_predictions.push_back(value); + } + predictions.push_back(sample_predictions); + } else { + // Count classes over trees and save class with maximum count + std::unordered_map class_count; + for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { + double value = ((TreeClassification*) trees[tree_idx])->getPrediction(sample_idx); + ++class_count[value]; + } + + std::vector temp; + temp.push_back(mostFrequentValue(class_count, random_number_generator)); + predictions.push_back(temp); } - std::vector temp; - temp.push_back(mostFrequentValue(class_count, random_number_generator)); - predictions.push_back(temp); } } @@ -136,7 +154,7 @@ void ForestClassification::computePredictionErrorInternal() { for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { for (size_t sample_idx = 0; sample_idx < trees[tree_idx]->getNumSamplesOob(); ++sample_idx) { size_t sampleID = trees[tree_idx]->getOobSampleIDs()[sample_idx]; - double value = trees[tree_idx]->getPredictions()[0][sample_idx]; + double value = ((TreeClassification*) trees[tree_idx])->getPrediction(sample_idx); ++class_counts[sampleID][value]; } } @@ -157,7 +175,7 @@ void ForestClassification::computePredictionErrorInternal() { size_t num_missclassifications = 0; for (size_t i = 0; i < predictions.size(); ++i) { double predicted_value = predictions[i][0]; - if (!isnan(predicted_value)) { + if (!std::isnan(predicted_value)) { double real_value = data->get(i, dependent_varID); if (predicted_value != real_value) { ++num_missclassifications; @@ -229,8 +247,9 @@ void ForestClassification::writePredictionFile() { outfile << "Predictions: " << std::endl; for (size_t i = 0; i < predictions.size(); ++i) { for (size_t j = 0; j < predictions[i].size(); ++j) { - outfile << predictions[i][j] << std::endl; + outfile << predictions[i][j] << " "; } + outfile << std::endl; } *verbose_out << "Saved predictions to file " << filename << "." << std::endl; @@ -285,7 +304,8 @@ void ForestClassification::loadFromFileInternal(std::ifstream& infile) { } // Create tree - Tree* tree = new TreeClassification(child_nodeIDs, split_varIDs, split_values, &class_values, &response_classIDs); + Tree* tree = new TreeClassification(child_nodeIDs, split_varIDs, split_values, &class_values, &response_classIDs, + &is_ordered_variable); trees.push_back(tree); } } diff --git a/source/src/Forest/ForestClassification.h b/source/src/Forest/ForestClassification.h index 632830883..4eda91f2c 100644 --- a/source/src/Forest/ForestClassification.h +++ b/source/src/Forest/ForestClassification.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef FORESTCLASSIFICATION_H_ #define FORESTCLASSIFICATION_H_ @@ -45,7 +45,7 @@ class ForestClassification: public Forest { void loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, - std::vector& class_values); + std::vector& class_values, std::vector& is_ordered_variable); const std::vector& getClassValues() const { return class_values; diff --git a/source/src/Forest/ForestProbability.cpp b/source/src/Forest/ForestProbability.cpp index 57bf1b005..89f986f24 100644 --- a/source/src/Forest/ForestProbability.cpp +++ b/source/src/Forest/ForestProbability.cpp @@ -1,30 +1,32 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ + +#include #include "utility.h" #include "ForestProbability.h" @@ -40,17 +42,18 @@ ForestProbability::~ForestProbability() { void ForestProbability::loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, - std::vector& class_values, std::vector>>& forest_terminal_class_counts) { + std::vector& class_values, std::vector>>& forest_terminal_class_counts, std::vector& is_ordered_variable) { this->dependent_varID = dependent_varID; this->num_trees = num_trees; this->class_values = class_values; + this->is_ordered_variable = is_ordered_variable; // Create trees trees.reserve(num_trees); for (size_t i = 0; i < num_trees; ++i) { Tree* tree = new TreeProbability(forest_child_nodeIDs[i], forest_split_varIDs[i], forest_split_values[i], - &class_values, &response_classIDs, forest_terminal_class_counts[i]); + &this->class_values, &response_classIDs, forest_terminal_class_counts[i], &this->is_ordered_variable); trees.push_back(tree); } @@ -62,8 +65,8 @@ void ForestProbability::initInternal(std::string status_variable_name) { // If mtry not set, use floored square root of number of independent variables. if (mtry == 0) { - int temp = sqrt(num_variables - 1); - mtry = std::max(1, temp); + unsigned long temp = sqrt((double) (num_variables - 1)); + mtry = std::max((unsigned long) 1, temp); } // Set minimal node size @@ -73,17 +76,29 @@ void ForestProbability::initInternal(std::string status_variable_name) { // Create class_values and response_classIDs if (!prediction_mode) { + + // Find all unique response values and sort them for (size_t i = 0; i < num_samples; ++i) { double value = data->get(i, dependent_varID); - - // If classID is already in class_values, use ID. Else create a new one. uint classID = find(class_values.begin(), class_values.end(), value) - class_values.begin(); if (classID == class_values.size()) { class_values.push_back(value); } + } + std::sort(class_values.begin(), class_values.end()); + + // Assign class ID to each observation + for (size_t i = 0; i < num_samples; ++i) { + double value = data->get(i, dependent_varID); + uint classID = find(class_values.begin(), class_values.end(), value) - class_values.begin(); response_classIDs.push_back(classID); } } + + // Sort data if memory saving mode + if (!memory_saving_splitting) { + data->sort(); + } } void ForestProbability::growInternal() { @@ -96,7 +111,7 @@ void ForestProbability::growInternal() { void ForestProbability::predictInternal() { // First dim samples, second dim classes - size_t num_prediction_samples = trees[0]->getPredictions().size(); + size_t num_prediction_samples = data->getNumRows(); predictions.resize(num_prediction_samples); for (size_t i = 0; i < num_prediction_samples; ++i) { predictions[i].resize(class_values.size(), 0); @@ -107,13 +122,10 @@ void ForestProbability::predictInternal() { // For each sample compute proportions in each tree and average over trees for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { - std::vector counts = trees[tree_idx]->getPredictions()[sample_idx]; - double sum = 0; - for (size_t class_idx = 0; class_idx < counts.size(); ++class_idx) { - sum += counts[class_idx]; - } + std::vector counts = ((TreeProbability*) trees[tree_idx])->getPrediction(sample_idx); + for (size_t class_idx = 0; class_idx < counts.size(); ++class_idx) { - predictions[sample_idx][class_idx] += counts[class_idx] / sum / num_trees; + predictions[sample_idx][class_idx] += counts[class_idx] / num_trees; } } } @@ -122,55 +134,39 @@ void ForestProbability::predictInternal() { void ForestProbability::computePredictionErrorInternal() { - // Class counts for samples - std::vector> class_counts; - class_counts.resize(num_samples, std::vector()); + // For each sample sum over trees where sample is OOB + std::vector samples_oob_count; + samples_oob_count.resize(num_samples, 0); + predictions.resize(num_samples); for (size_t i = 0; i < num_samples; ++i) { - class_counts[i].resize(class_values.size(), 0); + predictions[i].resize(class_values.size(), 0); } - // For each tree loop over OOB samples and count classes for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { for (size_t sample_idx = 0; sample_idx < trees[tree_idx]->getNumSamplesOob(); ++sample_idx) { size_t sampleID = trees[tree_idx]->getOobSampleIDs()[sample_idx]; - std::vector counts = trees[tree_idx]->getPredictions()[sample_idx]; - size_t classID = mostFrequentClass(counts, random_number_generator); + std::vector counts = ((TreeProbability*) trees[tree_idx])->getPrediction(sample_idx); - // classID >= counts.size() means all zero - if (classID < counts.size()) { - ++class_counts[sampleID][classID]; + for (size_t class_idx = 0; class_idx < counts.size(); ++class_idx) { + predictions[sampleID][class_idx] += counts[class_idx]; } + ++samples_oob_count[sampleID]; } } -// Compute majority vote for each sample - predictions.reserve(num_samples); - for (size_t i = 0; i < num_samples; ++i) { - std::vector temp; - size_t classID = mostFrequentClass(class_counts[i], random_number_generator); - - // classID >= class_counts[i].size() means all zero - if (classID < class_counts[i].size()) { - temp.push_back(class_values[classID]); - } else { - temp.push_back(NAN); - } - predictions.push_back(temp); - } - - // Compare predictions with true data - size_t num_missclassifications = 0; + // MSE with predicted probability and true data for (size_t i = 0; i < predictions.size(); ++i) { - double predicted_value = predictions[i][0]; - if (!isnan(predicted_value)) { - double real_value = data->get(i, dependent_varID); - if (predicted_value != real_value) { - ++num_missclassifications; + if (samples_oob_count[i] > 0) { + for (size_t j = 0; j < predictions[i].size(); ++j) { + predictions[i][j] /= (double) samples_oob_count[i]; } - ++classification_table[std::make_pair(real_value, predicted_value)]; + size_t real_classID = response_classIDs[i]; + double predicted_value = predictions[i][real_classID]; + overall_prediction_error += (1 - predicted_value) * (1 - predicted_value); } } - overall_prediction_error = (double) num_missclassifications / (double) predictions.size(); + + overall_prediction_error /= (double) predictions.size(); } void ForestProbability::writeOutputInternal() { @@ -188,36 +184,10 @@ void ForestProbability::writeConfusionFile() { } // Write confusion to file - outfile << "Overall OOB prediction error (Fraction missclassified): " << overall_prediction_error << std::endl; - outfile << std::endl; - outfile << "Class specific prediction errors:" << std::endl; - outfile << " "; - for (auto& class_value : class_values) { - outfile << " " << class_value; - } - outfile << std::endl; - for (auto& predicted_value : class_values) { - outfile << "predicted " << predicted_value << " "; - for (auto& real_value : class_values) { - size_t value = classification_table[std::make_pair(real_value, predicted_value)]; - outfile << value; - if (value < 10) { - outfile << " "; - } else if (value < 100) { - outfile << " "; - } else if (value < 1000) { - outfile << " "; - } else if (value < 10000) { - outfile << " "; - } else if (value < 100000) { - outfile << " "; - } - } - outfile << std::endl; - } + outfile << "Overall OOB prediction error (MSE): " << overall_prediction_error << std::endl; outfile.close(); - *verbose_out << "Saved confusion matrix to file " << filename << "." << std::endl; + *verbose_out << "Saved prediction error to file " << filename << "." << std::endl; } void ForestProbability::writePredictionFile() { @@ -310,7 +280,7 @@ void ForestProbability::loadFromFileInternal(std::ifstream& infile) { // Create tree Tree* tree = new TreeProbability(child_nodeIDs, split_varIDs, split_values, &class_values, &response_classIDs, - terminal_class_counts); + terminal_class_counts, &is_ordered_variable); trees.push_back(tree); } } diff --git a/source/src/Forest/ForestProbability.h b/source/src/Forest/ForestProbability.h index 6191cb2ea..99e7d37e3 100644 --- a/source/src/Forest/ForestProbability.h +++ b/source/src/Forest/ForestProbability.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef FORESTPROBABILITY_H_ #define FORESTPROBABILITY_H_ @@ -45,42 +45,42 @@ class ForestProbability: public Forest { void loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, - std::vector& class_values, std::vector>>& forest_terminal_class_counts); - - std::vector>> getTerminalClassCounts() { - std::vector>> result; - result.reserve(num_trees); - for (Tree* tree : trees) { - TreeProbability* temp = (TreeProbability*) tree; - result.push_back(temp->getTerminalClassCounts()); - } - return result; - } - -const std::vector& getClassValues() const { - return class_values; -} - -protected: - void initInternal(std::string status_variable_name); - void growInternal(); - void predictInternal(); - void computePredictionErrorInternal(); - void writeOutputInternal(); - void writeConfusionFile(); - void writePredictionFile(); - void saveToFileInternal(std::ofstream& outfile); - void loadFromFileInternal(std::ifstream& infile); - - // Classes of the dependent variable and classIDs for responses - std::vector class_values; - std::vector response_classIDs; - - // Table with classifications and true classes - std::map, size_t> classification_table; - -private: - DISALLOW_COPY_AND_ASSIGN(ForestProbability); -}; + std::vector& class_values, std::vector>>& forest_terminal_class_counts, std::vector& is_ordered_variable); + + std::vector>> getTerminalClassCounts() { + std::vector>> result; + result.reserve(num_trees); + for (Tree* tree : trees) { + TreeProbability* temp = (TreeProbability*) tree; + result.push_back(temp->getTerminalClassCounts()); + } + return result; + } + + const std::vector& getClassValues() const { + return class_values; + } + + protected: + void initInternal(std::string status_variable_name); + void growInternal(); + void predictInternal(); + void computePredictionErrorInternal(); + void writeOutputInternal(); + void writeConfusionFile(); + void writePredictionFile(); + void saveToFileInternal(std::ofstream& outfile); + void loadFromFileInternal(std::ifstream& infile); + + // Classes of the dependent variable and classIDs for responses + std::vector class_values; + std::vector response_classIDs; + + // Table with classifications and true classes + std::map, size_t> classification_table; + + private: + DISALLOW_COPY_AND_ASSIGN(ForestProbability); + }; #endif /* FORESTPROBABILITY_H_ */ diff --git a/source/src/Forest/ForestRegression.cpp b/source/src/Forest/ForestRegression.cpp index 3204eef3b..3b131ac5d 100644 --- a/source/src/Forest/ForestRegression.cpp +++ b/source/src/Forest/ForestRegression.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -43,15 +43,18 @@ ForestRegression::~ForestRegression() { void ForestRegression::loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, - std::vector>& forest_split_varIDs, std::vector>& forest_split_values) { + std::vector>& forest_split_varIDs, std::vector>& forest_split_values, + std::vector& is_ordered_variable) { this->dependent_varID = dependent_varID; this->num_trees = num_trees; + this->is_ordered_variable = is_ordered_variable; // Create trees trees.reserve(num_trees); for (size_t i = 0; i < num_trees; ++i) { - Tree* tree = new TreeRegression(forest_child_nodeIDs[i], forest_split_varIDs[i], forest_split_values[i]); + Tree* tree = new TreeRegression(forest_child_nodeIDs[i], forest_split_varIDs[i], forest_split_values[i], + &this->is_ordered_variable); trees.push_back(tree); } @@ -63,14 +66,19 @@ void ForestRegression::initInternal(std::string status_variable_name) { // If mtry not set, use number of independent variables / 3. if (mtry == 0) { - uint temp = (num_variables - 1) / 3; - mtry = std::max((uint) 1, temp); + unsigned long temp = sqrt((double) (num_variables - 1)); + mtry = std::max((unsigned long) 1, temp); } // Set minimal node size if (min_node_size == 0) { min_node_size = DEFAULT_MIN_NODE_SIZE_REGRESSION; } + + // Sort data if memory saving mode + if (!memory_saving_splitting) { + data->sort(); + } } void ForestRegression::growInternal() { @@ -82,43 +90,56 @@ void ForestRegression::growInternal() { void ForestRegression::predictInternal() { - size_t num_prediction_samples = trees[0]->getPredictions()[0].size(); + size_t num_prediction_samples = data->getNumRows(); predictions.reserve(num_prediction_samples); - // For all samples use mean over all trees + // For all samples get tree predictions for (size_t sample_idx = 0; sample_idx < num_prediction_samples; ++sample_idx) { - double prediction_sum = 0; - for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { - prediction_sum += trees[tree_idx]->getPredictions()[0][sample_idx]; + + if (predict_all) { + // Get all tree predictions + std::vector sample_predictions; + sample_predictions.reserve(num_trees); + for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { + double value = ((TreeRegression*) trees[tree_idx])->getPrediction(sample_idx); + sample_predictions.push_back(value); + } + predictions.push_back(sample_predictions); + } else { + // Mean over trees + double prediction_sum = 0; + for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { + prediction_sum += ((TreeRegression*) trees[tree_idx])->getPrediction(sample_idx); + } + std::vector temp; + temp.push_back(prediction_sum / num_trees); + predictions.push_back(temp); } - std::vector temp; - temp.push_back(prediction_sum / num_trees); - predictions.push_back(temp); } } void ForestRegression::computePredictionErrorInternal() { - // For each sample sum over trees where sample is OOB +// For each sample sum over trees where sample is OOB std::vector samples_oob_count; predictions.reserve(num_samples); samples_oob_count.resize(num_samples, 0); for (size_t i = 0; i < num_samples; ++i) { - std::vector temp {0}; + std::vector temp { 0 }; predictions.push_back(temp); } for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { for (size_t sample_idx = 0; sample_idx < trees[tree_idx]->getNumSamplesOob(); ++sample_idx) { size_t sampleID = trees[tree_idx]->getOobSampleIDs()[sample_idx]; - double value = trees[tree_idx]->getPredictions()[0][sample_idx]; + double value = ((TreeRegression*) trees[tree_idx])->getPrediction(sample_idx); predictions[sampleID][0] += value; ++samples_oob_count[sampleID]; } } - // MSE with predictions and true data - //oob_anytree_sampleIDs.reserve(predictions.size()); +// MSE with predictions and true data +//oob_anytree_sampleIDs.reserve(predictions.size()); for (size_t i = 0; i < predictions.size(); ++i) { if (samples_oob_count[i] > 0) { //oob_anytree_sampleIDs.push_back(i); @@ -138,7 +159,7 @@ void ForestRegression::writeOutputInternal() { void ForestRegression::writeConfusionFile() { - // Open confusion file for writing +// Open confusion file for writing std::string filename = output_prefix + ".confusion"; std::ofstream outfile; outfile.open(filename, std::ios::out); @@ -146,7 +167,7 @@ void ForestRegression::writeConfusionFile() { throw std::runtime_error("Could not write to confusion file: " + filename + "."); } - // Write confusion to file +// Write confusion to file outfile << "Overall OOB prediction error (MSE): " << overall_prediction_error << std::endl; outfile.close(); @@ -155,7 +176,7 @@ void ForestRegression::writeConfusionFile() { void ForestRegression::writePredictionFile() { - // Open prediction file for writing +// Open prediction file for writing std::string filename = output_prefix + ".prediction"; std::ofstream outfile; outfile.open(filename, std::ios::out); @@ -167,8 +188,9 @@ void ForestRegression::writePredictionFile() { outfile << "Predictions: " << std::endl; for (size_t i = 0; i < predictions.size(); ++i) { for (size_t j = 0; j < predictions[i].size(); ++j) { - outfile << predictions[i][j] << std::endl; + outfile << predictions[i][j] << " "; } + outfile << std::endl; } *verbose_out << "Saved predictions to file " << filename << "." << std::endl; @@ -176,21 +198,21 @@ void ForestRegression::writePredictionFile() { void ForestRegression::saveToFileInternal(std::ofstream& outfile) { - // Write num_variables +// Write num_variables outfile.write((char*) &num_variables, sizeof(num_variables)); - // Write treetype +// Write treetype TreeType treetype = TREE_REGRESSION; outfile.write((char*) &treetype, sizeof(treetype)); } void ForestRegression::loadFromFileInternal(std::ifstream& infile) { - // Read number of variables +// Read number of variables size_t num_variables_saved; infile.read((char*) &num_variables_saved, sizeof(num_variables_saved)); - // Read treetype +// Read treetype TreeType treetype; infile.read((char*) &treetype, sizeof(treetype)); if (treetype != TREE_REGRESSION) { @@ -217,7 +239,7 @@ void ForestRegression::loadFromFileInternal(std::ifstream& infile) { } // Create tree - Tree* tree = new TreeRegression(child_nodeIDs, split_varIDs, split_values); + Tree* tree = new TreeRegression(child_nodeIDs, split_varIDs, split_values, &is_ordered_variable); trees.push_back(tree); } } diff --git a/source/src/Forest/ForestRegression.h b/source/src/Forest/ForestRegression.h index 263cf39d2..6e782191b 100644 --- a/source/src/Forest/ForestRegression.h +++ b/source/src/Forest/ForestRegression.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef FORESTREGRESSION_H_ #define FORESTREGRESSION_H_ @@ -42,7 +42,8 @@ class ForestRegression: public Forest { void loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, - std::vector>& forest_split_varIDs, std::vector>& forest_split_values); + std::vector>& forest_split_varIDs, std::vector>& forest_split_values, + std::vector& is_ordered_variable); private: void initInternal(std::string status_variable_name); diff --git a/source/src/Forest/ForestSurvival.cpp b/source/src/Forest/ForestSurvival.cpp index e48476180..ef6b725cf 100644 --- a/source/src/Forest/ForestSurvival.cpp +++ b/source/src/Forest/ForestSurvival.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -37,7 +37,7 @@ wright@imbs.uni-luebeck.de #include "Data.h" ForestSurvival::ForestSurvival() : - status_varID(0) { + status_varID(0), response_timepointIDs(0) { } ForestSurvival::~ForestSurvival() { @@ -47,17 +47,19 @@ void ForestSurvival::loadForest(size_t dependent_varID, size_t num_trees, std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, size_t status_varID, std::vector> >& forest_chf, - std::vector& unique_timepoints) { + std::vector& unique_timepoints, std::vector& is_ordered_variable) { this->dependent_varID = dependent_varID; this->status_varID = status_varID; this->num_trees = num_trees; + this->is_ordered_variable = is_ordered_variable; + this->unique_timepoints = unique_timepoints; // Create trees trees.reserve(num_trees); for (size_t i = 0; i < num_trees; ++i) { Tree* tree = new TreeSurvival(forest_child_nodeIDs[i], forest_split_varIDs[i], forest_split_values[i], - forest_chf[i], &unique_timepoints); + forest_chf[i], &this->unique_timepoints, &response_timepointIDs, &this->is_ordered_variable); trees.push_back(tree); } @@ -76,8 +78,8 @@ void ForestSurvival::initInternal(std::string status_variable_name) { // If mtry not set, use floored square root of number of independent variables. if (mtry == 0) { - int temp = ceil(sqrt(num_variables - 2)); - mtry = std::max(1, temp); + unsigned long temp = ceil(sqrt((double) (num_variables - 2))); + mtry = std::max((unsigned long) 1, temp); } // Set minimal node size @@ -88,27 +90,36 @@ void ForestSurvival::initInternal(std::string status_variable_name) { // Create unique timepoints std::set unique_timepoint_set; for (size_t i = 0; i < num_samples; ++i) { - if (data->get(i, status_varID) == 1) { - unique_timepoint_set.insert(data->get(i, dependent_varID)); - } + unique_timepoint_set.insert(data->get(i, dependent_varID)); } unique_timepoints.reserve(unique_timepoint_set.size()); for (auto& t : unique_timepoint_set) { unique_timepoints.push_back(t); } + + // Create response_timepointIDs + if (!prediction_mode) { + for (size_t i = 0; i < num_samples; ++i) { + double value = data->get(i, dependent_varID); + + // If timepoint is already in unique_timepoints, use ID. Else create a new one. + uint timepointID = find(unique_timepoints.begin(), unique_timepoints.end(), value) - unique_timepoints.begin(); + response_timepointIDs.push_back(timepointID); + } + } } void ForestSurvival::growInternal() { trees.reserve(num_trees); for (size_t i = 0; i < num_trees; ++i) { - trees.push_back(new TreeSurvival(&unique_timepoints, status_varID)); + trees.push_back(new TreeSurvival(&unique_timepoints, status_varID, &response_timepointIDs)); } } void ForestSurvival::predictInternal() { - size_t num_prediction_samples = trees[0]->getPredictions().size(); - size_t num_timepoints = trees[0]->getPredictions()[0].size(); + size_t num_prediction_samples = data->getNumRows(); + size_t num_timepoints = unique_timepoints.size(); predictions.reserve(num_prediction_samples); @@ -120,9 +131,9 @@ void ForestSurvival::predictInternal() { for (size_t j = 0; j < num_timepoints; ++j) { double sample_time_prediction = 0; for (size_t k = 0; k < num_trees; ++k) { - sample_time_prediction += trees[k]->getPredictions()[i][j]; + sample_time_prediction += ((TreeSurvival*) trees[k])->getPrediction(i)[j]; } - sample_prediction.push_back(sample_time_prediction/num_trees); + sample_prediction.push_back(sample_time_prediction / num_trees); } predictions.push_back(sample_prediction); } @@ -131,7 +142,7 @@ void ForestSurvival::predictInternal() { void ForestSurvival::computePredictionErrorInternal() { - size_t num_timepoints = trees[0]->getPredictions()[0].size(); + size_t num_timepoints = unique_timepoints.size(); // For each sample sum over trees where sample is OOB std::vector samples_oob_count; @@ -145,7 +156,7 @@ void ForestSurvival::computePredictionErrorInternal() { for (size_t tree_idx = 0; tree_idx < num_trees; ++tree_idx) { for (size_t sample_idx = 0; sample_idx < trees[tree_idx]->getNumSamplesOob(); ++sample_idx) { size_t sampleID = trees[tree_idx]->getOobSampleIDs()[sample_idx]; - std::vector tree_sample_chf = trees[tree_idx]->getPredictions()[sample_idx]; + std::vector tree_sample_chf = ((TreeSurvival*) trees[tree_idx])->getPrediction(sample_idx); for (size_t time_idx = 0; time_idx < tree_sample_chf.size(); ++time_idx) { predictions[sampleID][time_idx] += tree_sample_chf[time_idx]; @@ -158,12 +169,14 @@ void ForestSurvival::computePredictionErrorInternal() { std::vector sum_chf; sum_chf.reserve(predictions.size()); for (size_t i = 0; i < predictions.size(); ++i) { - double sum = 0; - for (size_t j = 0; j < predictions[i].size(); ++j) { - predictions[i][j] /= samples_oob_count[i]; - sum += predictions[i][j]; + if (samples_oob_count[i] > 0) { + double sum = 0; + for (size_t j = 0; j < predictions[i].size(); ++j) { + predictions[i][j] /= samples_oob_count[i]; + sum += predictions[i][j]; + } + sum_chf.push_back(sum); } - sum_chf.push_back(sum); } // Use empty vector to use all samples in computeConcordanceIndex @@ -301,7 +314,8 @@ void ForestSurvival::loadFromFileInternal(std::ifstream& infile) { } // Create tree - Tree* tree = new TreeSurvival(child_nodeIDs, split_varIDs, split_values, chf, &unique_timepoints); + Tree* tree = new TreeSurvival(child_nodeIDs, split_varIDs, split_values, chf, &unique_timepoints, + &response_timepointIDs, &is_ordered_variable); trees.push_back(tree); } } diff --git a/source/src/Forest/ForestSurvival.h b/source/src/Forest/ForestSurvival.h index c02337bda..9f655fcc1 100644 --- a/source/src/Forest/ForestSurvival.h +++ b/source/src/Forest/ForestSurvival.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef FORESTSURVIVAL_H_ #define FORESTSURVIVAL_H_ @@ -45,7 +45,7 @@ class ForestSurvival: public Forest { std::vector> >& forest_child_nodeIDs, std::vector>& forest_split_varIDs, std::vector>& forest_split_values, size_t status_varID, std::vector> >& forest_chf, - std::vector& unique_timepoints); + std::vector& unique_timepoints, std::vector& is_ordered_variable); std::vector>>getChf() { std::vector>> result; @@ -76,6 +76,7 @@ class ForestSurvival: public Forest { size_t status_varID; std::vector unique_timepoints; + std::vector response_timepointIDs; DISALLOW_COPY_AND_ASSIGN(ForestSurvival); }; diff --git a/source/src/Tree/Tree.cpp b/source/src/Tree/Tree.cpp index 53af9c476..e3f60c42f 100644 --- a/source/src/Tree/Tree.cpp +++ b/source/src/Tree/Tree.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include @@ -32,17 +32,19 @@ wright@imbs.uni-luebeck.de #include "utility.h" Tree::Tree() : - dependent_varID(0), mtry(0), num_samples(0), num_samples_oob(0), no_split_variables(0), min_node_size(0), deterministic_varIDs( - 0), split_select_varIDs(0), split_select_weights(0), oob_sampleIDs(0), data(0), importance_mode( - DEFAULT_IMPORTANCE_MODE), sample_with_replacement(true), splitrule(DEFAULT_SPLITRULE) { + dependent_varID(0), mtry(0), num_samples(0), num_samples_oob(0), is_ordered_variable(0), no_split_variables(0), min_node_size( + 0), deterministic_varIDs(0), split_select_varIDs(0), split_select_weights(0), case_weights(0), oob_sampleIDs(0), keep_inbag( + false), data(0), variable_importance(0), importance_mode(DEFAULT_IMPORTANCE_MODE), sample_with_replacement( + true), sample_fraction(1), memory_saving_splitting(false), splitrule(DEFAULT_SPLITRULE) { } Tree::Tree(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values) : - dependent_varID(0), mtry(0), num_samples(0), num_samples_oob(0), no_split_variables(0), min_node_size(0), deterministic_varIDs( - 0), split_select_varIDs(0), split_select_weights(0), split_varIDs(split_varIDs), split_values(split_values), child_nodeIDs( - child_nodeIDs), oob_sampleIDs(0), data(0), importance_mode(DEFAULT_IMPORTANCE_MODE), sample_with_replacement( - true), splitrule(DEFAULT_SPLITRULE) { + std::vector& split_values, std::vector* is_ordered_variable) : + dependent_varID(0), mtry(0), num_samples(0), num_samples_oob(0), is_ordered_variable(is_ordered_variable), no_split_variables( + 0), min_node_size(0), deterministic_varIDs(0), split_select_varIDs(0), split_select_weights(0), case_weights(0), split_varIDs( + split_varIDs), split_values(split_values), child_nodeIDs(child_nodeIDs), oob_sampleIDs(0), keep_inbag(false), data( + 0), variable_importance(0), importance_mode(DEFAULT_IMPORTANCE_MODE), sample_with_replacement(true), sample_fraction( + 1), memory_saving_splitting(false), splitrule(DEFAULT_SPLITRULE) { } Tree::~Tree() { @@ -51,12 +53,15 @@ Tree::~Tree() { void Tree::init(Data* data, uint mtry, size_t dependent_varID, size_t num_samples, uint seed, std::vector* deterministic_varIDs, std::vector* split_select_varIDs, std::vector* split_select_weights, ImportanceMode importance_mode, uint min_node_size, - std::vector* no_split_variables, bool sample_with_replacement, uint splitrule) { + std::vector* no_split_variables, bool sample_with_replacement, std::vector* is_unordered, + bool memory_saving_splitting, SplitRule splitrule, std::vector* case_weights, bool keep_inbag, + double sample_fraction) { this->data = data; this->mtry = mtry; this->dependent_varID = dependent_varID; this->num_samples = num_samples; + this->memory_saving_splitting = memory_saving_splitting; // Create root node, assign bootstrap sample and oob samples createEmptyNode(); @@ -70,28 +75,51 @@ void Tree::init(Data* data, uint mtry, size_t dependent_varID, size_t num_sample this->importance_mode = importance_mode; this->min_node_size = min_node_size; this->no_split_variables = no_split_variables; + this->is_ordered_variable = is_unordered; this->sample_with_replacement = sample_with_replacement; this->splitrule = splitrule; + this->case_weights = case_weights; + this->keep_inbag = keep_inbag; + this->sample_fraction = sample_fraction; - // Initialize with variable importance with 0. - if (importance_mode == IMP_GINI) { - variable_importance.resize(data->getNumCols() - no_split_variables->size()); - } + initInternal(); } -void Tree::grow() { +void Tree::grow(std::vector* variable_importance) { + + this->variable_importance = variable_importance; - if (sample_with_replacement) { - bootstrap(); + // Bootstrap, dependent if weighted or not and with or without replacement + if (case_weights->empty()) { + if (sample_with_replacement) { + bootstrap(); + } else { + bootstrapWithoutReplacement(); + } } else { - bootstrapWithoutReplacement(); + if (sample_with_replacement) { + bootstrapWeighted(); + } else { + bootstrapWithoutReplacementWeighted(); + } } - // Call recursive split function on root node - splitNode(0); + // While not all nodes terminal, split next node + size_t num_open_nodes = 1; + size_t i = 0; + while (num_open_nodes > 0) { + bool is_terminal_node = splitNode(i); + if (is_terminal_node) { + --num_open_nodes; + } else { + ++num_open_nodes; + } + ++i; + } // Delete sampleID vector to save memory sampleIDs.clear(); + cleanUpInternal(); } void Tree::predict(const Data* prediction_data, bool oob_prediction) { @@ -103,7 +131,7 @@ void Tree::predict(const Data* prediction_data, bool oob_prediction) { num_samples_predict = prediction_data->getNumRows(); } - reservePredictionMemory(num_samples_predict); + prediction_terminal_nodeIDs.resize(num_samples_predict, 0); // For each sample start in root, drop down the tree and return final value for (size_t i = 0; i < num_samples_predict; ++i) { @@ -122,31 +150,47 @@ void Tree::predict(const Data* prediction_data, bool oob_prediction) { } // Move to child - double value = prediction_data->get(sample_idx, split_varIDs[nodeID]); - if (value <= split_values[nodeID]) { - // Move to left child - nodeID = child_nodeIDs[nodeID][0]; + size_t split_varID = split_varIDs[nodeID]; + double value = prediction_data->get(sample_idx, split_varID); + if ((*is_ordered_variable)[split_varID]) { + if (value <= split_values[nodeID]) { + // Move to left child + nodeID = child_nodeIDs[nodeID][0]; + } else { + // Move to right child + nodeID = child_nodeIDs[nodeID][1]; + } } else { - // Move to right child - nodeID = child_nodeIDs[nodeID][1]; + size_t factorID = floor(value) - 1; + size_t splitID = floor(split_values[nodeID]); + + // Left if 0 found at position factorID + if (!(splitID & (1 << factorID))) { + // Move to left child + nodeID = child_nodeIDs[nodeID][0]; + } else { + // Move to right child + nodeID = child_nodeIDs[nodeID][1]; + } } } - addPrediction(nodeID, i); + prediction_terminal_nodeIDs[i] = nodeID; } } -void Tree::computePermutationImportance() { +void Tree::computePermutationImportance(std::vector* forest_importance, std::vector* forest_variance) { size_t num_independent_variables = data->getNumCols() - no_split_variables->size(); - variable_importance.clear(); - variable_importance.reserve(num_independent_variables); // Compute normal prediction accuracy for each tree. Predictions already computed.. double accuracy_normal = computePredictionAccuracyInternal(); - predictions.clear(); - reservePredictionMemory(num_samples_oob); + prediction_terminal_nodeIDs.clear(); + prediction_terminal_nodeIDs.resize(num_samples_oob, 0); + + // Reserve space for permutations, initialize with oob_sampleIDs + std::vector permutations(oob_sampleIDs); // Randomly permute for all independent variables for (size_t i = 0; i < num_independent_variables; ++i) { @@ -160,9 +204,17 @@ void Tree::computePermutationImportance() { } // Permute and compute prediction accuracy again for this permutation and save difference - permuteAndPredictOobSamples(varID); + permuteAndPredictOobSamples(varID, permutations); double accuracy_permuted = computePredictionAccuracyInternal(); - variable_importance.push_back(accuracy_normal - accuracy_permuted); + double accuracy_difference = accuracy_normal - accuracy_permuted; + (*forest_importance)[i] += accuracy_difference; + + // Compute variance + if (importance_mode == IMP_PERM_BREIMAN) { + (*forest_variance)[i] += accuracy_difference * accuracy_difference; + } else if (importance_mode == IMP_PERM_LIAW) { + (*forest_variance)[i] += accuracy_difference * accuracy_difference * num_samples_oob; + } } } @@ -177,7 +229,7 @@ void Tree::appendToFile(std::ofstream& file) { appendToFileInternal(file); } -void Tree::createPossibleSplitVarSubset(std::unordered_set& result) { +void Tree::createPossibleSplitVarSubset(std::vector& result) { // Always use deterministic variables std::copy(deterministic_varIDs->begin(), deterministic_varIDs->end(), std::inserter(result, result.end())); @@ -192,16 +244,17 @@ void Tree::createPossibleSplitVarSubset(std::unordered_set& result) { } } -void Tree::splitNode(size_t nodeID) { +bool Tree::splitNode(size_t nodeID) { // Select random subset of variables to possibly split at - std::unordered_set possible_split_varIDs; + std::vector possible_split_varIDs; createPossibleSplitVarSubset(possible_split_varIDs); // Call subclass method, sets split_varIDs and split_values bool stop = splitNodeInternal(nodeID, possible_split_varIDs); if (stop) { - return; + // Terminal node + return true; } size_t split_varID = split_varIDs[nodeID]; @@ -216,19 +269,34 @@ void Tree::splitNode(size_t nodeID) { child_nodeIDs[nodeID].push_back(right_child_nodeID); createEmptyNode(); - // For each sample in node, assign to left (<= split val) or right (> split val) child - for (auto& sampleID : sampleIDs[nodeID]) { - if (data->get(sampleID, split_varID) <= split_value) { - sampleIDs[left_child_nodeID].push_back(sampleID); - } else { - sampleIDs[right_child_nodeID].push_back(sampleID); + // For each sample in node, assign to left or right child + if ((*is_ordered_variable)[split_varID]) { + // Ordered: left is <= splitval and right is > splitval + for (auto& sampleID : sampleIDs[nodeID]) { + if (data->get(sampleID, split_varID) <= split_value) { + sampleIDs[left_child_nodeID].push_back(sampleID); + } else { + sampleIDs[right_child_nodeID].push_back(sampleID); + } + } + } else { + // Unordered: If bit at position is 1 -> right, 0 -> left + for (auto& sampleID : sampleIDs[nodeID]) { + double level = data->get(sampleID, split_varID); + size_t factorID = floor(level) - 1; + size_t splitID = floor(split_value); + + // Left if 0 found at position factorID + if (!(splitID & (1 << factorID))) { + sampleIDs[left_child_nodeID].push_back(sampleID); + } else { + sampleIDs[right_child_nodeID].push_back(sampleID); + } } } - // Recursively call split node on child nodes - for (size_t i = 0; i < child_nodeIDs[nodeID].size(); ++i) { - splitNode(child_nodeIDs[nodeID][i]); - } + // No terminal node + return false; } void Tree::createEmptyNode() { @@ -254,68 +322,153 @@ size_t Tree::dropDownSamplePermuted(size_t permuted_varID, size_t sampleID, size } // Move to child - if (data->get(sampleID_final, split_varID) <= split_values[nodeID]) { - // Move to left child - nodeID = child_nodeIDs[nodeID][0]; + double value = data->get(sampleID_final, split_varID); + if ((*is_ordered_variable)[split_varID]) { + if (value <= split_values[nodeID]) { + // Move to left child + nodeID = child_nodeIDs[nodeID][0]; + } else { + // Move to right child + nodeID = child_nodeIDs[nodeID][1]; + } } else { - // Move to right child - nodeID = child_nodeIDs[nodeID][1]; + size_t factorID = floor(value) - 1; + size_t splitID = floor(split_values[nodeID]); + + // Left if 0 found at position factorID + if (!(splitID & (1 << factorID))) { + // Move to left child + nodeID = child_nodeIDs[nodeID][0]; + } else { + // Move to right child + nodeID = child_nodeIDs[nodeID][1]; + } } + } return nodeID; } -void Tree::permuteAndPredictOobSamples(size_t permuted_varID) { +void Tree::permuteAndPredictOobSamples(size_t permuted_varID, std::vector& permutations) { // Permute OOB sample - std::vector permutations(oob_sampleIDs); + //std::vector permutations(oob_sampleIDs); std::shuffle(permutations.begin(), permutations.end(), random_number_generator); // For each sample, drop down the tree and add prediction for (size_t i = 0; i < num_samples_oob; ++i) { size_t nodeID = dropDownSamplePermuted(permuted_varID, oob_sampleIDs[i], permutations[i]); - addPrediction(nodeID, i); + prediction_terminal_nodeIDs[i] = nodeID; } } void Tree::bootstrap() { - // Reserve space (37% percent are outbag on average, reserve a little more) - sampleIDs[0].reserve(num_samples); - oob_sampleIDs.reserve(num_samples * 0.4); + // Use fraction (default 63.21%) of the samples + size_t num_samples_inbag = (size_t) num_samples * sample_fraction; + + // Reserve space, reserve a little more to be save) + sampleIDs[0].reserve(num_samples_inbag); + oob_sampleIDs.reserve(num_samples * (exp(-sample_fraction) + 0.1)); std::uniform_int_distribution unif_dist(0, num_samples - 1); // Start with all samples OOB - std::vector is_oob; - is_oob.resize(num_samples, true); + inbag_counts.resize(num_samples, 0); - // Draw num_samples samples with replacement (n out of n) as inbag and mark as not OOB - for (size_t s = 0; s < num_samples; ++s) { + // Draw num_samples samples with replacement (num_samples_inbag out of n) as inbag and mark as not OOB + for (size_t s = 0; s < num_samples_inbag; ++s) { size_t draw = unif_dist(random_number_generator); sampleIDs[0].push_back(draw); - is_oob[draw] = false; + ++inbag_counts[draw]; + } + + // Save OOB samples + for (size_t s = 0; s < inbag_counts.size(); ++s) { + if (inbag_counts[s] == 0) { + oob_sampleIDs.push_back(s); + } + } + num_samples_oob = oob_sampleIDs.size(); + + if (!keep_inbag) { + inbag_counts.clear(); + } +} + +void Tree::bootstrapWeighted() { + + // Use fraction (default 63.21%) of the samples + size_t num_samples_inbag = (size_t) num_samples * sample_fraction; + + // Reserve space, reserve a little more to be save) + sampleIDs[0].reserve(num_samples_inbag); + oob_sampleIDs.reserve(num_samples * (exp(-sample_fraction) + 0.1)); + + std::discrete_distribution<> weighted_dist(case_weights->begin(), case_weights->end()); + + // Start with all samples OOB + inbag_counts.resize(num_samples, 0); + + // Draw num_samples samples with replacement (n out of n) as inbag and mark as not OOB + for (size_t s = 0; s < num_samples_inbag; ++s) { + size_t draw = weighted_dist(random_number_generator); + sampleIDs[0].push_back(draw); + ++inbag_counts[draw]; } // Save OOB samples - for (size_t s = 0; s < is_oob.size(); ++s) { - if (is_oob[s]) { + for (size_t s = 0; s < inbag_counts.size(); ++s) { + if (inbag_counts[s] == 0) { oob_sampleIDs.push_back(s); } } num_samples_oob = oob_sampleIDs.size(); + + if (!keep_inbag) { + inbag_counts.clear(); + } } void Tree::bootstrapWithoutReplacement() { - // As in sampling with replacement use 63.21% of the samples - size_t num_samples_inbag = (size_t) num_samples * 0.6321; + // Use fraction (default 63.21%) of the samples + size_t num_samples_inbag = (size_t) num_samples * sample_fraction; shuffleAndSplit(sampleIDs[0], oob_sampleIDs, num_samples, num_samples_inbag, random_number_generator); num_samples_oob = oob_sampleIDs.size(); + + if (keep_inbag) { + // All observation are 0 or 1 times inbag + inbag_counts.resize(num_samples, 1); + for (size_t i = 0; i < oob_sampleIDs.size(); i++) { + inbag_counts[oob_sampleIDs[i]] = 0; + } + } } +void Tree::bootstrapWithoutReplacementWeighted() { + // Use fraction (default 63.21%) of the samples + size_t num_samples_inbag = (size_t) num_samples * sample_fraction; + drawWithoutReplacementWeighted(sampleIDs[0], random_number_generator, num_samples - 1, num_samples_inbag, + *case_weights); + // All observation are 0 or 1 times inbag + inbag_counts.resize(num_samples, 0); + for (auto& sampleID : sampleIDs[0]) { + inbag_counts[sampleID] = 1; + } + // Save OOB samples + for (size_t s = 0; s < inbag_counts.size(); ++s) { + if (inbag_counts[s] == 0) { + oob_sampleIDs.push_back(s); + } + } + num_samples_oob = oob_sampleIDs.size(); + if (!keep_inbag) { + inbag_counts.clear(); + } +} diff --git a/source/src/Tree/Tree.h b/source/src/Tree/Tree.h index d2c688a26..35398ee3a 100644 --- a/source/src/Tree/Tree.h +++ b/source/src/Tree/Tree.h @@ -31,7 +31,6 @@ #include #include -#include #include #include "globals.h" @@ -43,31 +42,27 @@ class Tree { // Create from loaded forest Tree(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values); + std::vector& split_values, std::vector* is_ordered_variable); virtual ~Tree(); void init(Data* data, uint mtry, size_t dependent_varID, size_t num_samples, uint seed, std::vector* deterministic_varIDs, std::vector* split_select_varIDs, std::vector* split_select_weights, ImportanceMode importance_mode, uint min_node_size, - std::vector* no_split_variables, bool sample_with_replacement, uint splitrule); + std::vector* no_split_variables, bool sample_with_replacement, std::vector* is_unordered, + bool memory_saving_splitting, SplitRule splitrule, std::vector* case_weights, bool keep_inbag, + double sample_fraction); + virtual void initInternal() = 0; - void grow(); + void grow(std::vector* variable_importance); void predict(const Data* prediction_data, bool oob_prediction); - virtual void addPrediction(size_t nodeID, size_t sampleID) = 0; - void computePermutationImportance(); + void computePermutationImportance(std::vector* forest_importance, std::vector* forest_variance); void appendToFile(std::ofstream& file); virtual void appendToFileInternal(std::ofstream& file) = 0; - const std::vector& getVariableImportance() const { - return variable_importance; - } - const std::vector>& getPredictions() const { - return predictions; - } const std::vector >& getChildNodeIDs() const { return child_nodeIDs; } @@ -85,24 +80,31 @@ class Tree { return num_samples_oob; } + const std::vector& getInbagCounts() const { + return inbag_counts; + } + protected: - void createPossibleSplitVarSubset(std::unordered_set& result); + void createPossibleSplitVarSubset(std::vector& result); - void splitNode(size_t nodeID); - virtual bool splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs) = 0; + bool splitNode(size_t nodeID); + virtual bool splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs) = 0; void createEmptyNode(); virtual void createEmptyNodeInternal() = 0; size_t dropDownSamplePermuted(size_t permuted_varID, size_t sampleID, size_t permuted_sampleID); - void permuteAndPredictOobSamples(size_t permuted_varID); + void permuteAndPredictOobSamples(size_t permuted_varID, std::vector& permutations); virtual double computePredictionAccuracyInternal() = 0; void bootstrap(); void bootstrapWithoutReplacement(); - virtual void reservePredictionMemory(size_t num_predictions) = 0; + void bootstrapWeighted(); + void bootstrapWithoutReplacementWeighted(); + + virtual void cleanUpInternal() = 0; size_t dependent_varID; uint mtry; @@ -113,6 +115,9 @@ class Tree { // Number of OOB samples size_t num_samples_oob; + // For each varID true if unordered + std::vector* is_ordered_variable; + // Variable to not split at (only dependent_varID for non-survival trees) std::vector* no_split_variables; @@ -125,6 +130,9 @@ class Tree { std::vector* split_select_varIDs; std::vector* split_select_weights; + // Bootstrap weights + std::vector* case_weights; + // Splitting variable for each node std::vector split_varIDs; @@ -141,6 +149,10 @@ class Tree { // IDs of OOB individuals, sorted std::vector oob_sampleIDs; + // Inbag counts + bool keep_inbag; + std::vector inbag_counts; + // Random number generator std::mt19937_64 random_number_generator; @@ -148,16 +160,18 @@ class Tree { Data* data; // Variable importance for all variables - std::vector variable_importance; + std::vector* variable_importance; ImportanceMode importance_mode; // When growing here the OOB set is used - // For classification and regression only one vector with samples - // For survival for each sample one vector for timepoints - std::vector> predictions; + // Terminal nodeIDs for prediction samples + std::vector prediction_terminal_nodeIDs; bool sample_with_replacement; - uint splitrule; + double sample_fraction; + + bool memory_saving_splitting; + SplitRule splitrule; private: DISALLOW_COPY_AND_ASSIGN(Tree); diff --git a/source/src/Tree/TreeClassification.cpp b/source/src/Tree/TreeClassification.cpp index 8cf085745..8dca702d9 100644 --- a/source/src/Tree/TreeClassification.cpp +++ b/source/src/Tree/TreeClassification.cpp @@ -1,32 +1,31 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. - -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. - -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . - -Written by: - -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck - -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ - -#include + This file is part of Ranger. + + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . + + Written by: + + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ + #include #include #include @@ -39,20 +38,28 @@ wright@imbs.uni-luebeck.de #include "Data.h" TreeClassification::TreeClassification(std::vector* class_values, std::vector* response_classIDs) : - class_values(class_values), response_classIDs(response_classIDs) { + class_values(class_values), response_classIDs(response_classIDs), counter(0), counter_per_class(0) { } TreeClassification::TreeClassification(std::vector>& child_nodeIDs, std::vector& split_varIDs, std::vector& split_values, std::vector* class_values, - std::vector* response_classIDs) : - Tree(child_nodeIDs, split_varIDs, split_values), class_values(class_values), response_classIDs(response_classIDs) { + std::vector* response_classIDs, std::vector* is_ordered_variable) : + Tree(child_nodeIDs, split_varIDs, split_values, is_ordered_variable), class_values(class_values), response_classIDs( + response_classIDs), counter(0), counter_per_class(0) { } TreeClassification::~TreeClassification() { + // Empty on purpose } -void TreeClassification::addPrediction(size_t nodeID, size_t sampleID) { - predictions[0][sampleID] = split_values[nodeID]; +void TreeClassification::initInternal() { + // Init counters if not in memory efficient mode + if (!memory_saving_splitting) { + size_t num_classes = class_values->size(); + size_t max_num_unique_values = data->getMaxNumUniqueValues(); + counter = new size_t[max_num_unique_values]; + counter_per_class = new size_t[num_classes * max_num_unique_values]; + } } double TreeClassification::estimate(size_t nodeID) { @@ -63,6 +70,7 @@ double TreeClassification::estimate(size_t nodeID) { double value = data->get(sampleIDs[nodeID][i], dependent_varID); ++class_count[value]; } + return (mostFrequentValue(class_count, random_number_generator)); } @@ -70,16 +78,15 @@ void TreeClassification::appendToFileInternal(std::ofstream& file) { // Empty on purpose } -bool TreeClassification::splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeClassification::splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs) { - // TODO: <= okay? should it not be < ? - // Check node size, stop if maximum reached +// Check node size, stop if maximum reached if (sampleIDs[nodeID].size() <= min_node_size) { split_values[nodeID] = estimate(nodeID); return true; } - // Check if node is pure and set split_value to estimate and stop if pure +// Check if node is pure and set split_value to estimate and stop if pure bool pure = true; double pure_value = 0; for (size_t i = 0; i < sampleIDs[nodeID].size(); ++i) { @@ -95,7 +102,7 @@ bool TreeClassification::splitNodeInternal(size_t nodeID, std::unordered_setget(oob_sampleIDs[i], dependent_varID); if (predicted_value != real_value) { ++num_missclassifications; @@ -123,78 +131,49 @@ double TreeClassification::computePredictionAccuracyInternal() { return (1.0 - (double) num_missclassifications / (double) num_predictions); } -bool TreeClassification::findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeClassification::findBestSplit(size_t nodeID, std::vector& possible_split_varIDs) { + size_t num_samples_node = sampleIDs[nodeID].size(); size_t num_classes = class_values->size(); double best_decrease = -1; size_t best_varID = 0; double best_value = 0; - size_t* class_counts_left = new size_t[num_classes]; - size_t* class_counts_right = new size_t[num_classes]; + size_t* class_counts = new size_t[num_classes](); + // Compute overall class counts + for (size_t i = 0; i < num_samples_node; ++i) { + size_t sampleID = sampleIDs[nodeID][i]; + uint sample_classID = (*response_classIDs)[sampleID]; + ++class_counts[sample_classID]; + } // For all possible split variables for (auto& varID : possible_split_varIDs) { - - // Create possible split values - std::vector possible_split_values; - data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); - - //Try next variable if all equal for this - if (possible_split_values.size() < 2) { - continue; - } - - // For all possible split values - for (auto& split_value : possible_split_values) { - - // Virtually split at this value. Count overall and for classes. - size_t n_left = 0; - size_t n_right = 0; - for (size_t i = 0; i < num_classes; ++i) { - class_counts_left[i] = 0; - class_counts_right[i] = 0; - } - - for (auto& sampleID : sampleIDs[nodeID]) { - double value = data->get(sampleID, varID); - uint sample_classID = (*response_classIDs)[sampleID]; - if (value <= split_value) { - ++n_left; - ++class_counts_left[sample_classID]; + // Find best split value, if ordered consider all values as split values, else all 2-partitions + if ((*is_ordered_variable)[varID]) { + + // Use memory saving method if option set + if (memory_saving_splitting) { + findBestSplitValueSmallQ(nodeID, varID, num_classes, class_counts, num_samples_node, best_value, best_varID, + best_decrease); + } else { + // Use faster method for both cases + double q = (double) num_samples_node / (double) data->getNumUniqueDataValues(varID); + if (q < Q_THRESHOLD) { + findBestSplitValueSmallQ(nodeID, varID, num_classes, class_counts, num_samples_node, best_value, best_varID, + best_decrease); } else { - ++n_right; - ++class_counts_right[sample_classID]; + findBestSplitValueLargeQ(nodeID, varID, num_classes, class_counts, num_samples_node, best_value, best_varID, + best_decrease); } } - - // Stop if one child empty - if (n_left == 0 || n_right == 0) { - continue; - } - - // Sum of squares - double sum_left = 0; - double sum_right = 0; - for (size_t i = 0; i < num_classes; ++i) { - sum_left += class_counts_left[i] * class_counts_left[i]; - sum_right += class_counts_right[i] * class_counts_right[i]; - } - - // Decrease of impurity - double decrease = sum_left / (double) n_left + sum_right / (double) n_right; - - // If better than before, use this - if (decrease > best_decrease) { - best_value = split_value; - best_varID = varID; - best_decrease = decrease; - } + } else { + findBestSplitValueUnordered(nodeID, varID, num_classes, class_counts, num_samples_node, best_value, best_varID, + best_decrease); } } - delete[] class_counts_left; - delete[] class_counts_right; + delete[] class_counts; // Stop if no good split found if (best_decrease < 0) { @@ -212,6 +191,223 @@ bool TreeClassification::findBestSplit(size_t nodeID, std::unordered_set return false; } +void TreeClassification::findBestSplitValueSmallQ(size_t nodeID, size_t varID, size_t num_classes, size_t* class_counts, + size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease) { + + // Create possible split values + std::vector possible_split_values; + data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); + + //Try next variable if all equal for this + if (possible_split_values.size() < 2) { + return; + } + + // Remove largest value because no split possible + possible_split_values.pop_back(); + + // Initialize with 0, if not in memory efficient mode, use pre-allocated space + size_t num_splits = possible_split_values.size(); + size_t* class_counts_right; + size_t* n_right; + if (memory_saving_splitting) { + class_counts_right = new size_t[num_splits * num_classes](); + n_right = new size_t[num_splits](); + } else { + class_counts_right = counter_per_class; + n_right = counter; + std::fill(class_counts_right, class_counts_right + num_splits * num_classes, 0); + std::fill(n_right, n_right + num_splits, 0); + } + + // Count samples in right child per class and possbile split + for (auto& sampleID : sampleIDs[nodeID]) { + double value = data->get(sampleID, varID); + uint sample_classID = (*response_classIDs)[sampleID]; + + // Count samples until split_value reached + for (size_t i = 0; i < num_splits; ++i) { + if (value > possible_split_values[i]) { + ++n_right[i]; + ++class_counts_right[i * num_classes + sample_classID]; + } else { + break; + } + } + } + + // Compute decrease of impurity for each possible split + for (size_t i = 0; i < num_splits; ++i) { + + // Stop if one child empty + size_t n_left = num_samples_node - n_right[i]; + if (n_left == 0 || n_right[i] == 0) { + continue; + } + + // Sum of squares + double sum_left = 0; + double sum_right = 0; + for (size_t j = 0; j < num_classes; ++j) { + size_t class_count_right = class_counts_right[i * num_classes + j]; + size_t class_count_left = class_counts[j] - class_count_right; + + sum_right += class_count_right * class_count_right; + sum_left += class_count_left * class_count_left; + } + + // Decrease of impurity + double decrease = sum_left / (double) n_left + sum_right / (double) n_right[i]; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = possible_split_values[i]; + best_varID = varID; + best_decrease = decrease; + } + } + + if (memory_saving_splitting) { + delete[] class_counts_right; + delete[] n_right; + } +} + +void TreeClassification::findBestSplitValueLargeQ(size_t nodeID, size_t varID, size_t num_classes, size_t* class_counts, + size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease) { + + // Set counters to 0 + size_t num_unique = data->getNumUniqueDataValues(varID); + std::fill(counter_per_class, counter_per_class + num_unique * num_classes, 0); + std::fill(counter, counter + num_unique, 0); + + // Count values + for (auto& sampleID : sampleIDs[nodeID]) { + size_t index = data->getIndex(sampleID, varID); + size_t classID = (*response_classIDs)[sampleID]; + + ++counter[index]; + ++counter_per_class[index * num_classes + classID]; + } + + size_t n_left = 0; + size_t* class_counts_left = new size_t[num_classes](); + + // Compute decrease of impurity for each split + for (size_t i = 0; i < num_unique - 1; ++i) { + + // Stop if nothing here + if (counter[i] == 0) { + continue; + } + + n_left += counter[i]; + + // Stop if right child empty + size_t n_right = num_samples_node - n_left; + if (n_right == 0) { + break; + } + + // Sum of squares + double sum_left = 0; + double sum_right = 0; + for (size_t j = 0; j < num_classes; ++j) { + class_counts_left[j] += counter_per_class[i * num_classes + j]; + size_t class_count_right = class_counts[j] - class_counts_left[j]; + + sum_left += class_counts_left[j] * class_counts_left[j]; + sum_right += class_count_right * class_count_right; + } + + // Decrease of impurity + double decrease = sum_right / (double) n_right + sum_left / (double) n_left; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = data->getUniqueDataValue(varID, i); + best_varID = varID; + best_decrease = decrease; + } + } + + delete[] class_counts_left; +} + +void TreeClassification::findBestSplitValueUnordered(size_t nodeID, size_t varID, size_t num_classes, + size_t* class_counts, size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease) { + + // Create possible split values + std::vector factor_levels; + data->getAllValues(factor_levels, sampleIDs[nodeID], varID); + + //Try next variable if all equal for this + if (factor_levels.size() < 2) { + return; + } + + // Number of possible splits is 2^num_levels + size_t num_splits = (1 << factor_levels.size()); + + // Compute decrease of impurity for each possible split + // Split where all left (0) or all right (1) are excluded + // The second half of numbers is just left/right switched the first half -> Exclude second half + for (size_t local_splitID = 1; local_splitID < num_splits / 2; ++local_splitID) { + + // Compute overall splitID by shifting local factorIDs to global positions + size_t splitID = 0; + for (size_t j = 0; j < factor_levels.size(); ++j) { + if ((local_splitID & (1 << j))) { + double level = factor_levels[j]; + size_t factorID = floor(level) - 1; + splitID = splitID | (1 << factorID); + } + } + + // Initialize + size_t* class_counts_right = new size_t[num_classes](); + size_t n_right = 0; + + // Count classes in left and right child + for (auto& sampleID : sampleIDs[nodeID]) { + uint sample_classID = (*response_classIDs)[sampleID]; + double value = data->get(sampleID, varID); + size_t factorID = floor(value) - 1; + + // If in right child, count + // In right child, if bitwise splitID at position factorID is 1 + if ((splitID & (1 << factorID))) { + ++n_right; + ++class_counts_right[sample_classID]; + } + } + size_t n_left = num_samples_node - n_right; + + // Sum of squares + double sum_left = 0; + double sum_right = 0; + for (size_t j = 0; j < num_classes; ++j) { + size_t class_count_right = class_counts_right[j]; + size_t class_count_left = class_counts[j] - class_count_right; + + sum_right += class_count_right * class_count_right; + sum_left += class_count_left * class_count_left; + } + + // Decrease of impurity + double decrease = sum_left / (double) n_left + sum_right / (double) n_right; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = splitID; + best_varID = varID; + best_decrease = decrease; + } + + delete[] class_counts_right; + } +} + void TreeClassification::addGiniImportance(size_t nodeID, size_t varID, double decrease) { std::vector class_counts; @@ -227,13 +423,13 @@ void TreeClassification::addGiniImportance(size_t nodeID, size_t varID, double d } double best_gini = decrease - sum_node / (double) sampleIDs[nodeID].size(); - // No variable importance for no split variables +// No variable importance for no split variables size_t tempvarID = varID; for (auto& skip : *no_split_variables) { if (varID >= skip) { --tempvarID; } } - variable_importance[tempvarID] += best_gini; + (*variable_importance)[tempvarID] += best_gini; } diff --git a/source/src/Tree/TreeClassification.h b/source/src/Tree/TreeClassification.h index b821787da..305446f73 100644 --- a/source/src/Tree/TreeClassification.h +++ b/source/src/Tree/TreeClassification.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef TREECLASSIFICATION_H_ #define TREECLASSIFICATION_H_ @@ -38,35 +38,55 @@ class TreeClassification: public Tree { // Create from loaded forest TreeClassification(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values, std::vector* class_values, std::vector* response_classIDs); + std::vector& split_values, std::vector* class_values, std::vector* response_classIDs, + std::vector* is_ordered_variable); virtual ~TreeClassification(); - void addPrediction(size_t nodeID, size_t sampleID); + void initInternal(); + double estimate(size_t nodeID); void computePermutationImportanceInternal(std::vector>* permutations); void appendToFileInternal(std::ofstream& file); + double getPrediction(size_t sampleID) const { + size_t terminal_nodeID = prediction_terminal_nodeIDs[sampleID]; + return (split_values[terminal_nodeID]); + } + private: - bool splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs); void createEmptyNodeInternal(); double computePredictionAccuracyInternal(); // Called by splitNodeInternal(). Sets split_varIDs and split_values. - bool findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool findBestSplit(size_t nodeID, std::vector& possible_split_varIDs); + void findBestSplitValueSmallQ(size_t nodeID, size_t varID, size_t num_classes, size_t* class_counts, + size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease); + void findBestSplitValueLargeQ(size_t nodeID, size_t varID, size_t num_classes, size_t* class_counts, + size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease); + void findBestSplitValueUnordered(size_t nodeID, size_t varID, size_t num_classes, size_t* class_counts, + size_t num_samples_node, double& best_value, size_t& best_varID, double& best_decrease); void addGiniImportance(size_t nodeID, size_t varID, double decrease); - void reservePredictionMemory(size_t num_predictions) { - predictions.push_back(std::vector()); - predictions[0].resize(num_predictions, 0); + void cleanUpInternal() { + if (counter != 0) { + delete[] counter; + } + if (counter_per_class != 0) { + delete[] counter_per_class; + } } // Classes of the dependent variable and classIDs for responses std::vector* class_values; std::vector* response_classIDs; + size_t* counter; + size_t* counter_per_class; + DISALLOW_COPY_AND_ASSIGN(TreeClassification); }; diff --git a/source/src/Tree/TreeProbability.cpp b/source/src/Tree/TreeProbability.cpp index 72776e300..1cd5ea075 100644 --- a/source/src/Tree/TreeProbability.cpp +++ b/source/src/Tree/TreeProbability.cpp @@ -1,64 +1,75 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include "TreeProbability.h" #include "utility.h" #include "Data.h" TreeProbability::TreeProbability(std::vector* class_values, std::vector* response_classIDs) : - class_values(class_values), response_classIDs(response_classIDs) { + class_values(class_values), response_classIDs(response_classIDs), counter(0), sums(0) { } TreeProbability::TreeProbability(std::vector>& child_nodeIDs, std::vector& split_varIDs, std::vector& split_values, std::vector* class_values, std::vector* response_classIDs, - std::vector>& terminal_class_counts) : - Tree(child_nodeIDs, split_varIDs, split_values), class_values(class_values), response_classIDs(response_classIDs), terminal_class_counts( - terminal_class_counts) { + std::vector>& terminal_class_counts, std::vector* is_ordered_variable) : + Tree(child_nodeIDs, split_varIDs, split_values, is_ordered_variable), class_values(class_values), response_classIDs( + response_classIDs), terminal_class_counts(terminal_class_counts), counter(0), sums(0) { } TreeProbability::~TreeProbability() { + // Empty on purpose } -void TreeProbability::addPrediction(size_t nodeID, size_t sampleID) { - - // TODO: We are copying everything .. Slow? - predictions[sampleID] = terminal_class_counts[nodeID]; +void TreeProbability::initInternal() { + // Init counters if not in memory efficient mode + if (!memory_saving_splitting) { + size_t max_num_unique_values = data->getMaxNumUniqueValues(); + counter = new size_t[max_num_unique_values]; + sums = new double[max_num_unique_values]; + } } void TreeProbability::addToTerminalNodes(size_t nodeID) { + size_t num_samples_in_node = sampleIDs[nodeID].size(); terminal_class_counts[nodeID].resize(class_values->size(), 0); - for (size_t i = 0; i < sampleIDs[nodeID].size(); ++i) { + // Compute counts + for (size_t i = 0; i < num_samples_in_node; ++i) { size_t node_sampleID = sampleIDs[nodeID][i]; size_t classID = (*response_classIDs)[node_sampleID]; ++terminal_class_counts[nodeID][classID]; } + + // Compute fractions + for (size_t i = 0; i < terminal_class_counts[nodeID].size(); ++i) { + terminal_class_counts[nodeID][i] /= num_samples_in_node; + } } void TreeProbability::appendToFileInternal(std::ofstream& file) { @@ -77,7 +88,7 @@ void TreeProbability::appendToFileInternal(std::ofstream& file) { saveVector2D(terminal_class_counts_vector, file); } -bool TreeProbability::splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeProbability::splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs) { // Check node size, stop if maximum reached if (sampleIDs[nodeID].size() <= min_node_size) { @@ -117,72 +128,51 @@ void TreeProbability::createEmptyNodeInternal() { double TreeProbability::computePredictionAccuracyInternal() { - // Here, use majority vote, as in Classification tree - size_t num_predictions = predictions.size(); - size_t num_missclassifications = 0; + size_t num_predictions = prediction_terminal_nodeIDs.size(); + double sum_of_squares = 0; for (size_t i = 0; i < num_predictions; ++i) { - size_t predicted_classID = mostFrequentClass(predictions[i], random_number_generator); - double predicted_value = (*class_values)[predicted_classID]; - double real_value = data->get(oob_sampleIDs[i], dependent_varID); - if (predicted_value != real_value) { - ++num_missclassifications; - } + size_t sampleID = oob_sampleIDs[i]; + size_t real_classID = (*response_classIDs)[sampleID]; + size_t terminal_nodeID = prediction_terminal_nodeIDs[i]; + double predicted_value = terminal_class_counts[terminal_nodeID][real_classID]; + sum_of_squares += (1 - predicted_value) * (1 - predicted_value); } - return (1.0 - (double) num_missclassifications / (double) num_predictions); + return (1.0 - sum_of_squares / (double) num_predictions); } -bool TreeProbability::findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeProbability::findBestSplit(size_t nodeID, std::vector& possible_split_varIDs) { - //size_t num_samples = sampleIDs[nodeID].size(); + size_t num_samples_node = sampleIDs[nodeID].size(); double best_decrease = -1; size_t best_varID = 0; double best_value = 0; + // Compute sum of responses in node + double sum_node = 0; + for (auto& sampleID : sampleIDs[nodeID]) { + sum_node += data->get(sampleID, dependent_varID); + } + // For all possible split variables for (auto& varID : possible_split_varIDs) { - // Create possible split values - std::vector possible_split_values; - data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); - - // Try next variable if all equal for this - if (possible_split_values.size() < 2) { - continue; - } - - // For all possible split values - for (auto& split_value : possible_split_values) { - - // Virtually split at this value. Count and sum overall and for classes. - size_t n_left = 0; - size_t n_right = 0; - double sum_left = 0; - double sum_right = 0; - for (auto& sampleID : sampleIDs[nodeID]) { - double response = data->get(sampleID, dependent_varID); - if (data->get(sampleID, varID) <= split_value) { - n_left++; - sum_left += response; + // Find best split value, if ordered consider all values as split values, else all 2-partitions + if ((*is_ordered_variable)[varID]) { + + // Use memory saving method if option set + if (memory_saving_splitting) { + findBestSplitValueSmallQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); + } else { + // Use faster method for both cases + double q = (double) num_samples_node / (double) data->getNumUniqueDataValues(varID); + if (q < Q_THRESHOLD) { + findBestSplitValueSmallQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } else { - n_right++; - sum_right += response; + findBestSplitValueLargeQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } } - - // Stop if one child empty - if (n_left == 0 || n_right == 0) { - continue; - } - - // Decrease of impurity = variance reduction = MSE - double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; - - // If better than before, use this - if (decrease > best_decrease) { - best_value = split_value; - best_varID = varID; - best_decrease = decrease; - } + } else { + findBestSplitValueUnordered(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } } @@ -202,6 +192,187 @@ bool TreeProbability::findBestSplit(size_t nodeID, std::unordered_set& p return false; } +void TreeProbability::findBestSplitValueSmallQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + + // Create possible split values + std::vector possible_split_values; + data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); + + // Try next variable if all equal for this + if (possible_split_values.size() < 2) { + return; + } + + // Remove largest value because no split possible + possible_split_values.pop_back(); + + // Initialize with 0m if not in memory efficient mode, use pre-allocated space + size_t num_splits = possible_split_values.size(); + double* sums_right; + size_t* n_right; + if (memory_saving_splitting) { + sums_right = new double[num_splits](); + n_right = new size_t[num_splits](); + } else { + sums_right = sums; + n_right = counter; + std::fill(sums_right, sums_right + num_splits, 0); + std::fill(n_right, n_right + num_splits, 0); + } + + // Sum in right child and possbile split + for (auto& sampleID : sampleIDs[nodeID]) { + double value = data->get(sampleID, varID); + double response = data->get(sampleID, dependent_varID); + + // Count samples until split_value reached + for (size_t i = 0; i < num_splits; ++i) { + if (value > possible_split_values[i]) { + ++n_right[i]; + sums_right[i] += response; + } else { + break; + } + } + } + + // Compute decrease of impurity for each possible split + for (size_t i = 0; i < num_splits; ++i) { + + // Stop if one child empty + size_t n_left = num_samples_node - n_right[i]; + if (n_left == 0 || n_right[i] == 0) { + continue; + } + + double sum_right = sums_right[i]; + double sum_left = sum_node - sum_right; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right[i]; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = possible_split_values[i]; + best_varID = varID; + best_decrease = decrease; + } + } + + if (memory_saving_splitting) { + delete[] sums_right; + delete[] n_right; + } +} + +void TreeProbability::findBestSplitValueLargeQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + + // Set counters to 0 + size_t num_unique = data->getNumUniqueDataValues(varID); + std::fill(counter, counter + num_unique, 0); + std::fill(sums, sums + num_unique, 0); + + for (auto& sampleID : sampleIDs[nodeID]) { + size_t index = data->getIndex(sampleID, varID); + + sums[index] += data->get(sampleID, dependent_varID); + ++counter[index]; + } + + size_t n_left = 0; + double sum_left = 0; + + // Compute decrease of impurity for each split + for (size_t i = 0; i < num_unique - 1; ++i) { + + // Stop if nothing here + if (counter[i] == 0) { + continue; + } + + n_left += counter[i]; + sum_left += sums[i]; + + // Stop if right child empty + size_t n_right = num_samples_node - n_left; + if (n_right == 0) { + break; + } + + double sum_right = sum_node - sum_left; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = data->getUniqueDataValue(varID, i); + best_varID = varID; + best_decrease = decrease; + } + } +} + +void TreeProbability::findBestSplitValueUnordered(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + + // Create possible split values + std::vector factor_levels; + data->getAllValues(factor_levels, sampleIDs[nodeID], varID); + + // Try next variable if all equal for this + if (factor_levels.size() < 2) { + return; + } + + // Number of possible splits is 2^num_levels + size_t num_splits = (1 << factor_levels.size()); + + // Compute decrease of impurity for each possible split + // Split where all left (0) or all right (1) are excluded + // The second half of numbers is just left/right switched the first half -> Exclude second half + for (size_t local_splitID = 1; local_splitID < num_splits / 2; ++local_splitID) { + + // Compute overall splitID by shifting local factorIDs to global positions + size_t splitID = 0; + for (size_t j = 0; j < factor_levels.size(); ++j) { + if ((local_splitID & (1 << j))) { + double level = factor_levels[j]; + size_t factorID = floor(level) - 1; + splitID = splitID | (1 << factorID); + } + } + + // Initialize + double sum_right = 0; + size_t n_right = 0; + + // Sum in right child + for (auto& sampleID : sampleIDs[nodeID]) { + double response = data->get(sampleID, dependent_varID); + double value = data->get(sampleID, varID); + size_t factorID = floor(value) - 1; + + // If in right child, count + // In right child, if bitwise splitID at position factorID is 1 + if ((splitID & (1 << factorID))) { + ++n_right; + sum_right += response; + } + } + size_t n_left = num_samples_node - n_right; + + // Sum of squares + double sum_left = sum_node - sum_right; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = splitID; + best_varID = varID; + best_decrease = decrease; + } + } +} + void TreeProbability::addImpurityImportance(size_t nodeID, size_t varID, double decrease) { double sum_node = 0; @@ -217,6 +388,6 @@ void TreeProbability::addImpurityImportance(size_t nodeID, size_t varID, double --tempvarID; } } - variable_importance[tempvarID] += best_decrease; + (*variable_importance)[tempvarID] += best_decrease; } diff --git a/source/src/Tree/TreeProbability.h b/source/src/Tree/TreeProbability.h index a144d572f..a7a1fbc13 100644 --- a/source/src/Tree/TreeProbability.h +++ b/source/src/Tree/TreeProbability.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef TREEPROBABILITY_H_ #define TREEPROBABILITY_H_ @@ -41,34 +41,48 @@ class TreeProbability: public Tree { // Create from loaded forest TreeProbability(std::vector>& child_nodeIDs, std::vector& split_varIDs, std::vector& split_values, std::vector* class_values, std::vector* response_classIDs, - std::vector>& terminal_class_counts); + std::vector>& terminal_class_counts, std::vector* is_ordered_variable); virtual ~TreeProbability(); - void addPrediction(size_t nodeID, size_t sampleID); + void initInternal(); + void addToTerminalNodes(size_t nodeID); void computePermutationImportanceInternal(std::vector>* permutations); void appendToFileInternal(std::ofstream& file); + const std::vector& getPrediction(size_t sampleID) const { + size_t terminal_nodeID = prediction_terminal_nodeIDs[sampleID]; + return (terminal_class_counts[terminal_nodeID]); + } + const std::vector>& getTerminalClassCounts() const { return terminal_class_counts; } private: - bool splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs); void createEmptyNodeInternal(); double computePredictionAccuracyInternal(); // Called by splitNodeInternal(). Sets split_varIDs and split_values. - bool findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool findBestSplit(size_t nodeID, std::vector& possible_split_varIDs); + void findBestSplitValueSmallQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease); + void findBestSplitValueLargeQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease); + void findBestSplitValueUnordered(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease); void addImpurityImportance(size_t nodeID, size_t varID, double decrease); - void reservePredictionMemory(size_t num_predictions) { - predictions.resize(num_predictions, std::vector()); - for (size_t i = 0; i < num_predictions; ++i) { - predictions[i].resize(class_values->size(), 0); + void cleanUpInternal() { + if (counter != 0) { + delete[] counter; + } + if (sums != 0) { + delete[] sums; } } @@ -79,6 +93,9 @@ class TreeProbability: public Tree { // Class counts in terminal nodes. Empty for non-terminal nodes. std::vector> terminal_class_counts; + size_t* counter; + double* sums; + DISALLOW_COPY_AND_ASSIGN(TreeProbability); }; diff --git a/source/src/Tree/TreeRegression.cpp b/source/src/Tree/TreeRegression.cpp index c6d95f1ff..0a1f92054 100644 --- a/source/src/Tree/TreeRegression.cpp +++ b/source/src/Tree/TreeRegression.cpp @@ -1,58 +1,66 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include #include -#include #include +#include + #include "TreeRegression.h" #include "Data.h" -TreeRegression::TreeRegression() { +TreeRegression::TreeRegression() : + counter(0), sums(0) { } TreeRegression::TreeRegression(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values) : - Tree(child_nodeIDs, split_varIDs, split_values) { + std::vector& split_values, std::vector* is_ordered_variable) : + Tree(child_nodeIDs, split_varIDs, split_values, is_ordered_variable), counter(0), sums(0) { } TreeRegression::~TreeRegression() { + // Empty on purpose } -void TreeRegression::addPrediction(size_t nodeID, size_t sampleID) { - predictions[0][sampleID] = split_values[nodeID]; +void TreeRegression::initInternal() { + // Init counters if not in memory efficient mode + if (!memory_saving_splitting) { + size_t max_num_unique_values = data->getMaxNumUniqueValues(); + counter = new size_t[max_num_unique_values]; + sums = new double[max_num_unique_values]; + } } double TreeRegression::estimate(size_t nodeID) { - // Mean of responses of samples in node +// Mean of responses of samples in node double sum_responses_in_node = 0; size_t num_samples_in_node = sampleIDs[nodeID].size(); for (size_t i = 0; i < sampleIDs[nodeID].size(); ++i) { @@ -62,18 +70,18 @@ double TreeRegression::estimate(size_t nodeID) { } void TreeRegression::appendToFileInternal(std::ofstream& file) { - // Empty on purpose +// Empty on purpose } -bool TreeRegression::splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeRegression::splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs) { - // Check node size, stop if maximum reached +// Check node size, stop if maximum reached if (sampleIDs[nodeID].size() <= min_node_size) { split_values[nodeID] = estimate(nodeID); return true; } - // Find best split, stop if no decrease of impurity +// Find best split, stop if no decrease of impurity bool stop = findBestSplit(nodeID, possible_split_varIDs); if (stop) { split_values[nodeID] = estimate(nodeID); @@ -84,92 +92,257 @@ bool TreeRegression::splitNodeInternal(size_t nodeID, std::unordered_set } void TreeRegression::createEmptyNodeInternal() { - // Empty on purpose +// Empty on purpose } double TreeRegression::computePredictionAccuracyInternal() { + + size_t num_predictions = prediction_terminal_nodeIDs.size(); double sum_of_squares = 0; - for (size_t i = 0; i < predictions[0].size(); ++i) { - double predicted_value = predictions[0][i]; + for (size_t i = 0; i < num_predictions; ++i) { + size_t terminal_nodeID = prediction_terminal_nodeIDs[i]; + double predicted_value = split_values[terminal_nodeID]; double real_value = data->get(oob_sampleIDs[i], dependent_varID); if (predicted_value != real_value) { sum_of_squares += (predicted_value - real_value) * (predicted_value - real_value); } } - return (1.0 - sum_of_squares / (double) predictions[0].size()); + return (1.0 - sum_of_squares / (double) num_predictions); } -bool TreeRegression::findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeRegression::findBestSplit(size_t nodeID, std::vector& possible_split_varIDs) { - //size_t num_samples = sampleIDs[nodeID].size(); + size_t num_samples_node = sampleIDs[nodeID].size(); double best_decrease = -1; size_t best_varID = 0; double best_value = 0; - // For all possible split variables - for (auto& varID : possible_split_varIDs) { - - // Create possible split values - std::vector possible_split_values; - data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); +// Compute sum of responses in node + double sum_node = 0; + for (auto& sampleID : sampleIDs[nodeID]) { + sum_node += data->get(sampleID, dependent_varID); + } - // Try next variable if all equal for this - if (possible_split_values.size() < 2) { - continue; - } +// For all possible split variables + for (auto& varID : possible_split_varIDs) { - // For all possible split values - for (auto& split_value : possible_split_values) { - - // Virtually split at this value. Count and sum overall and for classes. - size_t n_left = 0; - size_t n_right = 0; - double sum_left = 0; - double sum_right = 0; - for (auto& sampleID : sampleIDs[nodeID]) { - double response = data->get(sampleID, dependent_varID); - if (data->get(sampleID, varID) <= split_value) { - n_left++; - sum_left += response; + // Find best split value, if ordered consider all values as split values, else all 2-partitions + if ((*is_ordered_variable)[varID]) { + + // Use memory saving method if option set + if (memory_saving_splitting) { + findBestSplitValueSmallQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); + } else { + // Use faster method for both cases + double q = (double) num_samples_node / (double) data->getNumUniqueDataValues(varID); + if (q < Q_THRESHOLD) { + findBestSplitValueSmallQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } else { - n_right++; - sum_right += response; + findBestSplitValueLargeQ(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } } - - // Stop if one child empty - if (n_left == 0 || n_right == 0) { - continue; - } - - // Decrease of impurity = variance reduction = MSE - double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; - - // If better than before, use this - if (decrease > best_decrease) { - best_value = split_value; - best_varID = varID; - best_decrease = decrease; - } + } else { + findBestSplitValueUnordered(nodeID, varID, sum_node, num_samples_node, best_value, best_varID, best_decrease); } } - // Stop if no good split found +// Stop if no good split found if (best_decrease < 0) { return true; } - // Save best values +// Save best values split_varIDs[nodeID] = best_varID; split_values[nodeID] = best_value; - // Compute decrease of impurity for this node and add to variable importance if needed +// Compute decrease of impurity for this node and add to variable importance if needed if (importance_mode == IMP_GINI) { addImpurityImportance(nodeID, best_varID, best_decrease); } return false; } +void TreeRegression::findBestSplitValueSmallQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + + // Create possible split values + std::vector possible_split_values; + data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); + + // Try next variable if all equal for this + if (possible_split_values.size() < 2) { + return; + } + + // Remove largest value because no split possible + possible_split_values.pop_back(); + + // Initialize with 0m if not in memory efficient mode, use pre-allocated space + size_t num_splits = possible_split_values.size(); + double* sums_right; + size_t* n_right; + if (memory_saving_splitting) { + sums_right = new double[num_splits](); + n_right = new size_t[num_splits](); + } else { + sums_right = sums; + n_right = counter; + std::fill(sums_right, sums_right + num_splits, 0); + std::fill(n_right, n_right + num_splits, 0); + } + + // Sum in right child and possbile split + for (auto& sampleID : sampleIDs[nodeID]) { + double value = data->get(sampleID, varID); + double response = data->get(sampleID, dependent_varID); + + // Count samples until split_value reached + for (size_t i = 0; i < num_splits; ++i) { + if (value > possible_split_values[i]) { + ++n_right[i]; + sums_right[i] += response; + } else { + break; + } + } + } + + // Compute decrease of impurity for each possible split + for (size_t i = 0; i < num_splits; ++i) { + + // Stop if one child empty + size_t n_left = num_samples_node - n_right[i]; + if (n_left == 0 || n_right[i] == 0) { + continue; + } + + double sum_right = sums_right[i]; + double sum_left = sum_node - sum_right; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right[i]; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = possible_split_values[i]; + best_varID = varID; + best_decrease = decrease; + } + } + + if (memory_saving_splitting) { + delete[] sums_right; + delete[] n_right; + } +} + +void TreeRegression::findBestSplitValueLargeQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + + // Set counters to 0 + size_t num_unique = data->getNumUniqueDataValues(varID); + std::fill(counter, counter + num_unique, 0); + std::fill(sums, sums + num_unique, 0); + + for (auto& sampleID : sampleIDs[nodeID]) { + size_t index = data->getIndex(sampleID, varID); + + sums[index] += data->get(sampleID, dependent_varID); + ++counter[index]; + } + + size_t n_left = 0; + double sum_left = 0; + + // Compute decrease of impurity for each split + for (size_t i = 0; i < num_unique - 1; ++i) { + + // Stop if nothing here + if (counter[i] == 0) { + continue; + } + + n_left += counter[i]; + sum_left += sums[i]; + + // Stop if right child empty + size_t n_right = num_samples_node - n_left; + if (n_right == 0) { + break; + } + + double sum_right = sum_node - sum_left; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = data->getUniqueDataValue(varID, i); + best_varID = varID; + best_decrease = decrease; + } + } +} + +void TreeRegression::findBestSplitValueUnordered(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease) { + +// Create possible split values + std::vector factor_levels; + data->getAllValues(factor_levels, sampleIDs[nodeID], varID); + +// Try next variable if all equal for this + if (factor_levels.size() < 2) { + return; + } + +// Number of possible splits is 2^num_levels + size_t num_splits = (1 << factor_levels.size()); + +// Compute decrease of impurity for each possible split +// Split where all left (0) or all right (1) are excluded +// The second half of numbers is just left/right switched the first half -> Exclude second half + for (size_t local_splitID = 1; local_splitID < num_splits / 2; ++local_splitID) { + + // Compute overall splitID by shifting local factorIDs to global positions + size_t splitID = 0; + for (size_t j = 0; j < factor_levels.size(); ++j) { + if ((local_splitID & (1 << j))) { + double level = factor_levels[j]; + size_t factorID = floor(level) - 1; + splitID = splitID | (1 << factorID); + } + } + + // Initialize + double sum_right = 0; + size_t n_right = 0; + + // Sum in right child + for (auto& sampleID : sampleIDs[nodeID]) { + double response = data->get(sampleID, dependent_varID); + double value = data->get(sampleID, varID); + size_t factorID = floor(value) - 1; + + // If in right child, count + // In right child, if bitwise splitID at position factorID is 1 + if ((splitID & (1 << factorID))) { + ++n_right; + sum_right += response; + } + } + size_t n_left = num_samples_node - n_right; + + // Sum of squares + double sum_left = sum_node - sum_right; + double decrease = sum_left * sum_left / (double) n_left + sum_right * sum_right / (double) n_right; + + // If better than before, use this + if (decrease > best_decrease) { + best_value = splitID; + best_varID = varID; + best_decrease = decrease; + } + } +} + void TreeRegression::addImpurityImportance(size_t nodeID, size_t varID, double decrease) { double sum_node = 0; @@ -178,13 +351,13 @@ void TreeRegression::addImpurityImportance(size_t nodeID, size_t varID, double d } double best_decrease = decrease - sum_node * sum_node / (double) sampleIDs[nodeID].size(); - // No variable importance for no split variables +// No variable importance for no split variables size_t tempvarID = varID; for (auto& skip : *no_split_variables) { if (varID >= skip) { --tempvarID; } } - variable_importance[tempvarID] += best_decrease; + (*variable_importance)[tempvarID] += best_decrease; } diff --git a/source/src/Tree/TreeRegression.h b/source/src/Tree/TreeRegression.h index 9ca4496c4..d6b6687b9 100644 --- a/source/src/Tree/TreeRegression.h +++ b/source/src/Tree/TreeRegression.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef TREEREGRESSION_H_ #define TREEREGRESSION_H_ @@ -38,32 +38,51 @@ class TreeRegression: public Tree { // Create from loaded forest TreeRegression(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values); + std::vector& split_values, std::vector* is_ordered_variable); virtual ~TreeRegression(); - void addPrediction(size_t nodeID, size_t sampleID); + void initInternal(); + double estimate(size_t nodeID); void computePermutationImportanceInternal(std::vector>* permutations); void appendToFileInternal(std::ofstream& file); + double getPrediction(size_t sampleID) const { + size_t terminal_nodeID = prediction_terminal_nodeIDs[sampleID]; + return (split_values[terminal_nodeID]); + } + private: - bool splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs); void createEmptyNodeInternal(); double computePredictionAccuracyInternal(); // Called by splitNodeInternal(). Sets split_varIDs and split_values. - bool findBestSplit(size_t nodeID, std::unordered_set& possible_split_varIDs); + bool findBestSplit(size_t nodeID, std::vector& possible_split_varIDs); + void findBestSplitValueSmallQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, double& best_value, + size_t& best_varID, double& best_decrease); + void findBestSplitValueLargeQ(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, double& best_value, + size_t& best_varID, double& best_decrease); + void findBestSplitValueUnordered(size_t nodeID, size_t varID, double sum_node, size_t num_samples_node, + double& best_value, size_t& best_varID, double& best_decrease); void addImpurityImportance(size_t nodeID, size_t varID, double decrease); double computePredictionMSE(); - void reservePredictionMemory(size_t num_predictions) { - predictions.push_back(std::vector()); - predictions[0].resize(num_predictions, 0); + void cleanUpInternal() { + if (counter != 0) { + delete[] counter; } + if (sums != 0) { + delete[] sums; + } + } + + size_t* counter; + double* sums; DISALLOW_COPY_AND_ASSIGN(TreeRegression); }; diff --git a/source/src/Tree/TreeSurvival.cpp b/source/src/Tree/TreeSurvival.cpp index 6123e8378..165efd62b 100644 --- a/source/src/Tree/TreeSurvival.cpp +++ b/source/src/Tree/TreeSurvival.cpp @@ -31,29 +31,35 @@ #include #include #include -#include #include #include "utility.h" #include "TreeSurvival.h" #include "Data.h" -TreeSurvival::TreeSurvival(std::vector* unique_timepoints, size_t status_varID) : - status_varID(status_varID), unique_timepoints(unique_timepoints) { +TreeSurvival::TreeSurvival(std::vector* unique_timepoints, size_t status_varID, + std::vector* response_timepointIDs) : + status_varID(status_varID), unique_timepoints(unique_timepoints), response_timepointIDs(response_timepointIDs), num_deaths( + 0), num_samples_at_risk(0) { this->num_timepoints = unique_timepoints->size(); } TreeSurvival::TreeSurvival(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values, std::vector> chf, std::vector* unique_timepoints) : - Tree(child_nodeIDs, split_varIDs, split_values), status_varID(0), unique_timepoints(unique_timepoints), chf(chf) { + std::vector& split_values, std::vector> chf, std::vector* unique_timepoints, + std::vector* response_timepointIDs, std::vector* is_ordered_variable) : + Tree(child_nodeIDs, split_varIDs, split_values, is_ordered_variable), status_varID(0), unique_timepoints( + unique_timepoints), response_timepointIDs(response_timepointIDs), chf(chf), num_deaths(0), num_samples_at_risk( + 0) { this->num_timepoints = unique_timepoints->size(); } TreeSurvival::~TreeSurvival() { } -void TreeSurvival::addPrediction(size_t nodeID, size_t sampleID) { - predictions[sampleID] = chf[nodeID]; +void TreeSurvival::initInternal() { + // Number of deaths and samples at risk for each timepoint + num_deaths = new size_t[num_timepoints]; + num_samples_at_risk = new size_t[num_timepoints]; } void TreeSurvival::appendToFileInternal(std::ofstream& file) { @@ -71,18 +77,6 @@ void TreeSurvival::appendToFileInternal(std::ofstream& file) { saveVector2D(chf_vector, file); } -bool TreeSurvival::splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs) { - bool result = false; - - if (splitrule == 1) { - result = findBestSplitLogRank(nodeID, possible_split_varIDs); - } else if (splitrule == 2) { - result = findBestSplitAUC(nodeID, possible_split_varIDs); - } - - return result; -} - void TreeSurvival::createEmptyNodeInternal() { chf.push_back(std::vector()); } @@ -91,133 +85,59 @@ double TreeSurvival::computePredictionAccuracyInternal() { // Compute summed chf for samples std::vector sum_chf; - for (size_t i = 0; i < predictions.size(); ++i) { - sum_chf.push_back(std::accumulate(predictions[i].begin(), predictions[i].end(), 0)); + for (size_t i = 0; i < prediction_terminal_nodeIDs.size(); ++i) { + size_t terminal_nodeID = prediction_terminal_nodeIDs[i]; + sum_chf.push_back(std::accumulate(chf[terminal_nodeID].begin(), chf[terminal_nodeID].end(), 0)); } // Return concordance index return computeConcordanceIndex(data, sum_chf, dependent_varID, status_varID, oob_sampleIDs); } -// TODO: Is num_deaths_left_child and num_samples_at_risk_left_child needed here? -bool TreeSurvival::findBestSplitLogRank(size_t nodeID, std::unordered_set& possible_split_varIDs) { +bool TreeSurvival::splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs) { + + return findBestSplit(nodeID, possible_split_varIDs); +} + +bool TreeSurvival::findBestSplit(size_t nodeID, std::vector& possible_split_varIDs) { - double best_logrank = -1; + double best_decrease = -1; + size_t num_samples_node = sampleIDs[nodeID].size(); size_t best_varID = 0; double best_value = 0; - // Number of deaths and samples at risk for each timepoint - size_t* num_deaths = new size_t[num_timepoints]; - size_t* num_samples_at_risk = new size_t[num_timepoints]; - size_t* num_deaths_left_child = new size_t[num_timepoints]; - size_t* num_samples_at_risk_left_child = new size_t[num_timepoints]; - - size_t num_unique_death_times = 0; - computeDeathCounts(num_deaths, num_samples_at_risk, num_unique_death_times, nodeID); + computeDeathCounts(nodeID); // Stop early if no split posssible - if (sampleIDs[nodeID].size() >= 2 * min_node_size) { + if (num_samples_node >= 2 * min_node_size) { // For all possible split variables for (auto& varID : possible_split_varIDs) { - // Create possible split values - std::vector possible_split_values; - data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); + // Find best split value, if ordered consider all values as split values, else all 2-partitions + if ((*is_ordered_variable)[varID]) { - // Try next variable if all equal for this - if (possible_split_values.size() < 2) { - continue; - } - - // For all possible split values - for (auto& split_value : possible_split_values) { - - // Compute logrank and use split if better than before - double logrank = computeLogRankTest(nodeID, varID, split_value, num_deaths, num_samples_at_risk, - num_deaths_left_child, num_samples_at_risk_left_child, num_unique_death_times); - if (logrank > best_logrank) { - best_value = split_value; - best_varID = varID; - best_logrank = logrank; + if (splitrule == LOGRANK) { + findBestSplitValueLogRank(nodeID, varID, best_value, best_varID, best_decrease); + } else if (splitrule == AUC || splitrule == AUC_IGNORE_TIES) { + findBestSplitValueAUC(nodeID, varID, best_value, best_varID, best_decrease); + } + } else { + if (splitrule == LOGRANK) { + findBestSplitValueLogRankUnordered(nodeID, varID, best_value, best_varID, best_decrease); + } else if (splitrule == AUC || splitrule == AUC_IGNORE_TIES) { + // TODO: Implement unordered AUC splitting + findBestSplitValueAUC(nodeID, varID, best_value, best_varID, best_decrease); } } - } - } - bool result = false; - - // Stop and save CHF if no good split found (this is terminal node). - if (best_logrank < 0) { - std::vector chf_temp; - double chf_value = 0; - for (size_t i = 0; i < num_timepoints; ++i) { - if (num_samples_at_risk[i] != 0) { - chf_value += (double) num_deaths[i] / (double) num_samples_at_risk[i]; - } - chf_temp.push_back(chf_value); - } - chf[nodeID] = chf_temp; - result = true; - } else { - // If not terminal node save best values - split_varIDs[nodeID] = best_varID; - split_values[nodeID] = best_value; - } - - // Clean up - delete[] num_deaths; - delete[] num_samples_at_risk; - delete[] num_deaths_left_child; - delete[] num_samples_at_risk_left_child; - - return result; -} - -// TODO: Test -// TODO: Profile -// TODO: Redundancies with logrank splitting -bool TreeSurvival::findBestSplitAUC(size_t nodeID, std::unordered_set& possible_split_varIDs) { - - double best_auc = -1; - size_t best_varID = 0; - double best_value = 0; - - // Number of deaths and samples at risk for each timepoint - size_t* num_deaths = new size_t[num_timepoints]; - size_t* num_samples_at_risk = new size_t[num_timepoints]; - - size_t num_unique_death_times = 0; - computeDeathCounts(num_deaths, num_samples_at_risk, num_unique_death_times, nodeID); - - // For all possible split variables - for (auto& varID : possible_split_varIDs) { - - // Create possible split values - std::vector possible_split_values; - data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); - - // Try next variable if all equal for this - if (possible_split_values.size() < 2) { - continue; - } - - // For all possible split values - for (auto& split_value : possible_split_values) { - double auc = computeAucSplit(nodeID, varID, split_value); - - if (auc > best_auc) { - best_value = split_value; - best_varID = varID; - best_auc = auc; - } } } bool result = false; // Stop and save CHF if no good split found (this is terminal node). - if (best_auc < 0) { + if (best_decrease < 0) { std::vector chf_temp; double chf_value = 0; for (size_t i = 0; i < num_timepoints; ++i) { @@ -234,15 +154,10 @@ bool TreeSurvival::findBestSplitAUC(size_t nodeID, std::unordered_set& p split_values[nodeID] = best_value; } - // Clean up - delete[] num_deaths; - delete[] num_samples_at_risk; - return result; } -void TreeSurvival::computeDeathCounts(size_t* num_deaths, size_t* num_samples_at_risk, size_t& num_unique_death_times, - size_t nodeID) { +void TreeSurvival::computeDeathCounts(size_t nodeID) { // Initialize for (size_t i = 0; i < num_timepoints; ++i) { @@ -254,114 +169,250 @@ void TreeSurvival::computeDeathCounts(size_t* num_deaths, size_t* num_samples_at double survival_time = data->get(sampleID, dependent_varID); size_t t = 0; - while (t < unique_timepoints->size() && (*unique_timepoints)[t] < survival_time) { + while (t < num_timepoints && (*unique_timepoints)[t] < survival_time) { ++num_samples_at_risk[t]; ++t; } // Now t is the survival time, add to at risk and to death if death - if (t < unique_timepoints->size()) { + if (t < num_timepoints) { ++num_samples_at_risk[t]; if (data->get(sampleID, status_varID) == 1) { ++num_deaths[t]; } } } +} + +void TreeSurvival::computeChildDeathCounts(size_t nodeID, size_t varID, std::vector& possible_split_values, + size_t* num_samples_right_child, size_t* delta_samples_at_risk_right_child, size_t* num_deaths_right_child) { + size_t num_splits = possible_split_values.size(); - // Count unique death times - for (size_t j = 0; j < num_timepoints; ++j) { - if (num_deaths[j] > 0) { - ++num_unique_death_times; + // Count deaths in right child per timepoint and possbile split + for (auto& sampleID : sampleIDs[nodeID]) { + double value = data->get(sampleID, varID); + size_t survival_timeID = (*response_timepointIDs)[sampleID]; + + // Count deaths until split_value reached + for (size_t i = 0; i < num_splits; ++i) { + + if (value > possible_split_values[i]) { + ++num_samples_right_child[i]; + ++delta_samples_at_risk_right_child[i * num_timepoints + survival_timeID]; + if (data->get(sampleID, status_varID) == 1) { + ++num_deaths_right_child[i * num_timepoints + survival_timeID]; + } + } else { + break; + } } } - } -double TreeSurvival::computeLogRankTest(size_t nodeID, size_t varID, double split_value, size_t* num_deaths, - size_t* num_samples_at_risk, size_t* num_deaths_left_child, size_t* num_samples_at_risk_left_child, - size_t num_unique_death_times) { +void TreeSurvival::findBestSplitValueLogRank(size_t nodeID, size_t varID, double& best_value, size_t& best_varID, + double& best_logrank) { - double nominator = 0; - double denominator_squared = 0; + // Create possible split values + std::vector possible_split_values; + data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); - // Initialize - for (size_t i = 0; i < num_timepoints; ++i) { - num_deaths_left_child[i] = 0; - num_samples_at_risk_left_child[i] = 0; + // Try next variable if all equal for this + if (possible_split_values.size() < 2) { + return; } - size_t num_samples_left_child = 0; - computeChildDeathCounts(nodeID, varID, split_value, num_deaths_left_child, num_samples_at_risk_left_child, - &num_samples_left_child); + // Remove largest value because no split possible + possible_split_values.pop_back(); - // Do not consider this split point if fewer than min_node_size samples in one node - size_t num_samples_right_child = sampleIDs[nodeID].size() - num_samples_left_child; - if (num_samples_left_child < min_node_size || num_samples_right_child < min_node_size) { - return -1; - } + size_t num_splits = possible_split_values.size(); + + // Initialize + size_t* num_deaths_right_child = new size_t[num_splits * num_timepoints](); + size_t* delta_samples_at_risk_right_child = new size_t[num_splits * num_timepoints](); + size_t* num_samples_right_child = new size_t[num_splits](); - for (size_t t = 0; t < num_timepoints; ++t) { + computeChildDeathCounts(nodeID, varID, possible_split_values, num_samples_right_child, + delta_samples_at_risk_right_child, num_deaths_right_child); - if (num_samples_at_risk[t] < 2) { + // Compute logrank test for all splits and use best + for (size_t i = 0; i < num_splits; ++i) { + double numerator = 0; + double denominator_squared = 0; + + // Stop if minimal node size reached + size_t num_samples_left_child = sampleIDs[nodeID].size() - num_samples_right_child[i]; + if (num_samples_right_child[i] < min_node_size || num_samples_left_child < min_node_size) { continue; } - // Nominator and demoninator for log-rank test, notation from Ishwaran et al. - double di = (double) num_deaths[t]; - double di1 = (double) num_deaths_left_child[t]; - double Yi = (double) num_samples_at_risk[t]; - double Yi1 = (double) num_samples_at_risk_left_child[t]; - nominator += di1 - Yi1 * (di / Yi); - denominator_squared += (Yi1 / Yi) * (1.0 - Yi1 / Yi) * ((Yi - di) / (Yi - 1)) * di; - } + // Compute logrank test statistic for this split + size_t num_samples_at_risk_right_child = num_samples_right_child[i]; + for (size_t t = 0; t < num_timepoints; ++t) { + if (num_samples_at_risk[t] < 2 || num_samples_at_risk_right_child < 1) { + break; + } - if (denominator_squared != 0) { - return (fabs(nominator / sqrt(denominator_squared))); - } else { - return -1; + if (num_deaths[t] > 0) { + // Numerator and demoninator for log-rank test, notation from Ishwaran et al. + double di = (double) num_deaths[t]; + double di1 = (double) num_deaths_right_child[i * num_timepoints + t]; + double Yi = (double) num_samples_at_risk[t]; + double Yi1 = (double) num_samples_at_risk_right_child; + numerator += di1 - Yi1 * (di / Yi); + denominator_squared += (Yi1 / Yi) * (1.0 - Yi1 / Yi) * ((Yi - di) / (Yi - 1)) * di; + } + + // Reduce number of samples at risk for next timepoint + num_samples_at_risk_right_child -= delta_samples_at_risk_right_child[i * num_timepoints + t]; + + } + double logrank = -1; + if (denominator_squared != 0) { + logrank = fabs(numerator / sqrt(denominator_squared)); + } + + if (logrank > best_logrank) { + best_value = possible_split_values[i]; + best_varID = varID; + best_logrank = logrank; + } } + delete[] num_deaths_right_child; + delete[] delta_samples_at_risk_right_child; + delete[] num_samples_right_child; } -void TreeSurvival::computeChildDeathCounts(size_t nodeID, size_t varID, double split_value, - size_t* num_deaths_left_child, size_t* num_samples_at_risk_left_child, size_t* num_samples_left_child) { +void TreeSurvival::findBestSplitValueLogRankUnordered(size_t nodeID, size_t varID, double& best_value, + size_t& best_varID, double& best_logrank) { - // Count deaths and samples at risk in left child for this split - for (auto& sampleID : sampleIDs[nodeID]) { - if (data->get(sampleID, varID) <= split_value) { + // Create possible split values + std::vector factor_levels; + data->getAllValues(factor_levels, sampleIDs[nodeID], varID); - ++(*num_samples_left_child); - double survival_time = data->get(sampleID, dependent_varID); + // Try next variable if all equal for this + if (factor_levels.size() < 2) { + return; + } - size_t t = 0; - while (t < unique_timepoints->size() && (*unique_timepoints)[t] < survival_time) { - ++num_samples_at_risk_left_child[t]; - ++t; + // Number of possible splits is 2^num_levels + size_t num_splits = (1 << factor_levels.size()); + + // Compute logrank test statistic for each possible split + // Split where all left (0) or all right (1) are excluded + // The second half of numbers is just left/right switched the first half -> Exclude second half + for (size_t local_splitID = 1; local_splitID < num_splits / 2; ++local_splitID) { + + // Compute overall splitID by shifting local factorIDs to global positions + size_t splitID = 0; + for (size_t j = 0; j < factor_levels.size(); ++j) { + if ((local_splitID & (1 << j))) { + double level = factor_levels[j]; + size_t factorID = floor(level) - 1; + splitID = splitID | (1 << factorID); } + } - // Now t is the survival time, add to at risk and to death if death - if (t < unique_timepoints->size()) { - ++num_samples_at_risk_left_child[t]; + // Initialize + size_t* num_deaths_right_child = new size_t[num_timepoints](); + size_t* delta_samples_at_risk_right_child = new size_t[num_timepoints](); + size_t num_samples_right_child = 0; + double numerator = 0; + double denominator_squared = 0; + + // Count deaths in right child per timepoint + for (auto& sampleID : sampleIDs[nodeID]) { + size_t survival_timeID = (*response_timepointIDs)[sampleID]; + double value = data->get(sampleID, varID); + size_t factorID = floor(value) - 1; + + // If in right child, count + // In right child, if bitwise splitID at position factorID is 1 + if ((splitID & (1 << factorID))) { + ++num_samples_right_child; + ++delta_samples_at_risk_right_child[survival_timeID]; if (data->get(sampleID, status_varID) == 1) { - ++num_deaths_left_child[t]; + ++num_deaths_right_child[survival_timeID]; } } } + + // Stop if minimal node size reached + size_t num_samples_left_child = sampleIDs[nodeID].size() - num_samples_right_child; + if (num_samples_right_child < min_node_size || num_samples_left_child < min_node_size) { + delete[] num_deaths_right_child; + delete[] delta_samples_at_risk_right_child; + continue; + } + + // Compute logrank test statistic for this split + size_t num_samples_at_risk_right_child = num_samples_right_child; + for (size_t t = 0; t < num_timepoints; ++t) { + if (num_samples_at_risk[t] < 2 || num_samples_at_risk_right_child < 1) { + break; + } + + if (num_deaths[t] > 0) { + // Numerator and demoninator for log-rank test, notation from Ishwaran et al. + double di = (double) num_deaths[t]; + double di1 = (double) num_deaths_right_child[t]; + double Yi = (double) num_samples_at_risk[t]; + double Yi1 = (double) num_samples_at_risk_right_child; + numerator += di1 - Yi1 * (di / Yi); + denominator_squared += (Yi1 / Yi) * (1.0 - Yi1 / Yi) * ((Yi - di) / (Yi - 1)) * di; + } + + // Reduce number of samples at risk for next timepoint + num_samples_at_risk_right_child -= delta_samples_at_risk_right_child[t]; + } + double logrank = -1; + if (denominator_squared != 0) { + logrank = fabs(numerator / sqrt(denominator_squared)); + } + + if (logrank > best_logrank) { + best_value = splitID; + best_varID = varID; + best_logrank = logrank; + } + + delete[] num_deaths_right_child; + delete[] delta_samples_at_risk_right_child; } + } -double TreeSurvival::computeAucSplit(size_t nodeID, size_t varID, double split_value) { +void TreeSurvival::findBestSplitValueAUC(size_t nodeID, size_t varID, double& best_value, size_t& best_varID, + double& best_auc) { + + // Create possible split values + std::vector possible_split_values; + data->getAllValues(possible_split_values, sampleIDs[nodeID], varID); + + // Try next variable if all equal for this + if (possible_split_values.size() < 2) { + return; + } + + // Remove largest value because no split possible + possible_split_values.pop_back(); size_t num_node_samples = sampleIDs[nodeID].size(); + size_t num_splits = possible_split_values.size(); + size_t num_possible_pairs = num_node_samples * (num_node_samples - 1) / 2; // Initialize - size_t num_total = 0; - size_t num_left_right = 0; - size_t num_left_left = 0; - size_t num_right_right = 0; - size_t num_samples_left_child = 0; + double* num_count = new double[num_splits]; + double* num_total = new double[num_splits]; + size_t* num_samples_left_child = new size_t[num_splits]; + for (size_t i = 0; i < num_splits; ++i) { + num_count[i] = num_possible_pairs; + num_total[i] = num_possible_pairs; + num_samples_left_child[i] = 0; + } + // For all pairs for (size_t k = 0; k < num_node_samples; ++k) { size_t sample_k = sampleIDs[nodeID][k]; double time_k = data->get(sample_k, dependent_varID); @@ -369,8 +420,11 @@ double TreeSurvival::computeAucSplit(size_t nodeID, size_t varID, double split_v double value_k = data->get(sample_k, varID); // Count samples in left node - if (value_k <= split_value) { - ++num_samples_left_child; + for (size_t i = 0; i < num_splits; ++i) { + double split_value = possible_split_values[i]; + if (value_k <= split_value) { + ++num_samples_left_child[i]; + } } for (size_t l = k + 1; l < num_node_samples; ++l) { @@ -379,49 +433,95 @@ double TreeSurvival::computeAucSplit(size_t nodeID, size_t varID, double split_v double status_l = data->get(sample_l, status_varID); double value_l = data->get(sample_l, varID); - // Assign smaller and larger values, do not count if times equal - double value_smaller; - double value_larger; - double status_smaller; - - if (time_k < time_l) { - value_smaller = value_k; - value_larger = value_l; - status_smaller = status_k; - } else if (time_l < time_k) { - value_smaller = value_l; - value_larger = value_k; - status_smaller = status_l; - } else { - continue; - } + // Compute split + computeAucSplit(time_k, time_l, status_k, status_l, value_k, value_l, num_splits, possible_split_values, + num_count, num_total); + } + } - // Do not count if smaller time censored - if (status_smaller == 0) { - continue; + for (size_t i = 0; i < num_splits; ++i) { + // Do not consider this split point if fewer than min_node_size samples in one node + size_t num_samples_right_child = num_node_samples - num_samples_left_child[i]; + if (num_samples_left_child[i] < min_node_size || num_samples_right_child < min_node_size) { + continue; + } else { + double auc = fabs((num_count[i] / 2) / num_total[i] - 0.5); + if (auc > best_auc) { + best_value = possible_split_values[i]; + best_varID = varID; + best_auc = auc; } + } + } - // Count total - ++num_total; + // Clean up + delete[] num_count; + delete[] num_total; + delete[] num_samples_left_child; +} - // Count - if (value_smaller <= split_value && value_larger > split_value) { - ++num_left_right; - } else if (value_smaller <= split_value && value_larger <= split_value) { - ++num_left_left; - } else if (value_smaller > split_value && value_larger > split_value) { - ++num_right_right; +void TreeSurvival::computeAucSplit(double time_k, double time_l, double status_k, double status_l, double value_k, + double value_l, size_t num_splits, std::vector& possible_split_values, double* num_count, + double* num_total) { + + bool ignore_pair = false; + bool do_nothing = false; + + double value_smaller = 0; + double value_larger = 0; + double status_smaller = 0; + + if (time_k < time_l) { + value_smaller = value_k; + value_larger = value_l; + status_smaller = status_k; + } else if (time_l < time_k) { + value_smaller = value_l; + value_larger = value_k; + status_smaller = status_l; + } else { + // Tie in survival time + if (status_k == 0 || status_l == 0) { + ignore_pair = true; + } else { + if (splitrule == AUC_IGNORE_TIES) { + ignore_pair = true; + } else { + if (value_k == value_l) { + // Tie in survival time and in covariate + ignore_pair = true; + } else { + // Tie in survival time in covariate + do_nothing = true; + } } - } } - // Do not consider this split point if fewer than min_node_size samples in one node - size_t num_samples_right_child = num_node_samples - num_samples_left_child; - if (num_samples_left_child < min_node_size || num_samples_right_child < min_node_size) { - return -1; + // Do not count if smaller time censored + if (status_smaller == 0) { + ignore_pair = true; + } + + if (ignore_pair) { + for (size_t i = 0; i < num_splits; ++i) { + --num_count[i]; + --num_total[i]; + } + } else if (do_nothing) { + // Do nothing } else { - return fabs((num_left_right + 0.5 * num_left_left + 0.5 * num_right_right) / num_total - 0.5); + for (size_t i = 0; i < num_splits; ++i) { + double split_value = possible_split_values[i]; + + if (value_smaller <= split_value && value_larger > split_value) { + ++num_count[i]; + } else if (value_smaller > split_value && value_larger <= split_value) { + --num_count[i]; + } else if (value_smaller <= split_value && value_larger <= split_value) { + break; + } + } } } diff --git a/source/src/Tree/TreeSurvival.h b/source/src/Tree/TreeSurvival.h index 4696ba689..eb12ae92a 100644 --- a/source/src/Tree/TreeSurvival.h +++ b/source/src/Tree/TreeSurvival.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef TREESURVIVAL_H_ #define TREESURVIVAL_H_ @@ -34,15 +34,17 @@ wright@imbs.uni-luebeck.de class TreeSurvival: public Tree { public: - TreeSurvival(std::vector* unique_timepoints, size_t status_varID); + TreeSurvival(std::vector* unique_timepoints, size_t status_varID, std::vector* response_timepointIDs); // Create from loaded forest TreeSurvival(std::vector>& child_nodeIDs, std::vector& split_varIDs, - std::vector& split_values, std::vector> chf, std::vector* unique_timepoints); + std::vector& split_values, std::vector> chf, std::vector* unique_timepoints, + std::vector* response_timepointIDs, std::vector* is_ordered_variable); virtual ~TreeSurvival(); - void addPrediction(size_t nodeID, size_t sampleID); + void initInternal(); + void appendToFileInternal(std::ofstream& file); void computePermutationImportanceInternal(std::vector>* permutations); @@ -50,34 +52,42 @@ class TreeSurvival: public Tree { return chf; } + const std::vector& getPrediction(size_t sampleID) const { + size_t terminal_nodeID = prediction_terminal_nodeIDs[sampleID]; + return (chf[terminal_nodeID]); + } + private: - bool splitNodeInternal(size_t nodeID, std::unordered_set& possible_split_varIDs); - void createEmptyNodeInternal(); + void createEmptyNodeInternal(); double computePredictionAccuracyInternal(); - // TODO: Remove - //double predictOobPermuted(size_t permuted_varID, std::vector>* permutations); + bool splitNodeInternal(size_t nodeID, std::vector& possible_split_varIDs); + + bool findBestSplit(size_t nodeID, std::vector& possible_split_varIDs); - // Called by splitNodeInternal(). Sets split_varIDs and split_values. - bool findBestSplitLogRank(size_t nodeID, std::unordered_set& possible_split_varIDs); - bool findBestSplitAUC(size_t nodeID, std::unordered_set& possible_split_varIDs); + void findBestSplitValueLogRank(size_t nodeID, size_t varID, std::vector& possible_split_values, + double& best_value, size_t& best_varID, double& best_logrank); + void findBestSplitValueLogRankUnordered(size_t nodeID, size_t varID, std::vector& factor_levels, + double& best_value, size_t& best_varID, double& best_logrank); + void findBestSplitValueAUC(size_t nodeID, size_t varID, + double& best_value, size_t& best_varID, double& best_auc); - void computeDeathCounts(size_t* num_deaths, size_t* num_samples_at_risk, size_t& num_unique_death_times, - size_t nodeID); - double computeLogRankTest(size_t nodeID, size_t varID, double split_value, size_t* num_deaths, - size_t* num_samples_at_risk, size_t* num_deaths_left_child, size_t* num_samples_at_risk_left_child, - size_t num_unique_death_times); - void computeChildDeathCounts(size_t nodeID, size_t varID, double split_value, size_t* num_deaths_left_child, - size_t* num_samples_at_risk_left_child, size_t* num_samples_left_child); + void computeDeathCounts(size_t nodeID); + void computeChildDeathCounts(size_t nodeID, size_t varID, std::vector& possible_split_values, + size_t* num_samples_right_child, size_t* num_samples_at_risk_right_child, size_t* num_deaths_right_child); - double computeAucSplit(size_t nodeID, size_t varID, double split_value); + void computeAucSplit(double time_k, double time_l, double status_k, double status_l, double value_k, double value_l, + size_t num_splits, std::vector& possible_split_values, double* num_count, double* num_total); - void reservePredictionMemory(size_t num_predictions) { - predictions.resize(num_predictions, std::vector()); - for (auto& sample_vector : predictions) { - sample_vector.resize(num_timepoints, 0); - } + void findBestSplitValueLogRank(size_t nodeID, size_t varID, double& best_value, size_t& best_varID, + double& best_logrank); + void findBestSplitValueLogRankUnordered(size_t nodeID, size_t varID, double& best_value, size_t& best_varID, + double& best_logrank); + + void cleanUpInternal() { + delete[] num_deaths; + delete[] num_samples_at_risk; } size_t status_varID; @@ -85,10 +95,15 @@ class TreeSurvival: public Tree { // Unique time points for all individuals (not only this bootstrap), sorted std::vector* unique_timepoints; size_t num_timepoints; + std::vector* response_timepointIDs; // For all terminal nodes CHF for all unique timepoints. For other nodes empty vector. std::vector> chf; + // Fields to save to while tree growing + size_t* num_deaths; + size_t* num_samples_at_risk; + DISALLOW_COPY_AND_ASSIGN(TreeSurvival); }; diff --git a/source/src/globals.h b/source/src/globals.h index a8fc570e3..2f06674b2 100644 --- a/source/src/globals.h +++ b/source/src/globals.h @@ -65,6 +65,13 @@ enum ImportanceMode { }; const uint MAX_IMP_MODE = 4; +// Split mode +enum SplitRule { + LOGRANK = 1, + AUC = 2, + AUC_IGNORE_TIES = 3 +}; + // Default values const uint DEFAULT_NUM_TREE = 500; const uint DEFAULT_NUM_THREADS = 0; @@ -75,9 +82,12 @@ const uint DEFAULT_MIN_NODE_SIZE_REGRESSION = 5; const uint DEFAULT_MIN_NODE_SIZE_SURVIVAL = 3; const uint DEFAULT_MIN_NODE_SIZE_PROBABILITY = 10; -const uint DEFAULT_SPLITRULE = 1; +const SplitRule DEFAULT_SPLITRULE = LOGRANK; // Interval to print progress in seconds const double STATUS_INTERVAL = 30.0; +// Threshold for q value split method switch +const double Q_THRESHOLD = 0.02; + #endif /* GLOBALS_H_ */ diff --git a/source/src/main.cpp b/source/src/main.cpp index 0b8a6e217..aded3bacb 100644 --- a/source/src/main.cpp +++ b/source/src/main.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -86,9 +86,10 @@ int main(int argc, char **argv) { // Call Ranger *verbose_out << "Starting Ranger." << std::endl; forest->initCpp(arg_handler.depvarname, arg_handler.memmode, arg_handler.file, arg_handler.mtry, - arg_handler.outprefix, arg_handler.ntree, verbose_out, arg_handler.seed, arg_handler.nthreads, + arg_handler.outprefix, arg_handler.ntree, verbose_out, arg_handler.seed, true, arg_handler.nthreads, arg_handler.predict, arg_handler.impmeasure, arg_handler.targetpartitionsize, arg_handler.splitweights, - arg_handler.alwayssplitvars, arg_handler.statusvarname, arg_handler.replace, arg_handler.splitrule); + arg_handler.alwayssplitvars, arg_handler.statusvarname, arg_handler.replace, arg_handler.catvars, + arg_handler.savemem, arg_handler.splitrule, arg_handler.caseweights, arg_handler.predall, arg_handler.fraction); forest->run(true); if (arg_handler.write) { forest->saveToFile(); diff --git a/source/src/utility/ArgumentHandler.cpp b/source/src/utility/ArgumentHandler.cpp index f67aa7104..70ddc3b5c 100644 --- a/source/src/utility/ArgumentHandler.cpp +++ b/source/src/utility/ArgumentHandler.cpp @@ -35,10 +35,10 @@ wright@imbs.uni-luebeck.de #include "utility.h" ArgumentHandler::ArgumentHandler(int argc, char **argv) : - depvarname(""), memmode(MEM_DOUBLE), predict(""), splitweights(""), nthreads(DEFAULT_NUM_THREADS), file(""), impmeasure( - DEFAULT_IMPORTANCE_MODE), targetpartitionsize(0), mtry(0), outprefix("ranger_out"), probability(false), splitrule( - DEFAULT_SPLITRULE), statusvarname(""), ntree(DEFAULT_NUM_TREE), replace(true), verbose(false), write(false), treetype( - TREE_CLASSIFICATION), seed(0) { + caseweights(""), depvarname(""), fraction(1), memmode(MEM_DOUBLE), savemem(false), predict(""), splitweights(""), nthreads( + DEFAULT_NUM_THREADS), predall(false), file(""), impmeasure(DEFAULT_IMPORTANCE_MODE), targetpartitionsize(0), mtry( + 0), outprefix("ranger_out"), probability(false), splitrule(DEFAULT_SPLITRULE), statusvarname(""), ntree( + DEFAULT_NUM_TREE), replace(true), verbose(false), write(false), treetype(TREE_CLASSIFICATION), seed(0) { this->argc = argc; this->argv = argv; } @@ -49,19 +49,24 @@ ArgumentHandler::~ArgumentHandler() { int ArgumentHandler::processArguments() { // short options - char const *short_options = "A:D:M:P:S:U:Zf:hil::m:o:pr:s:t:uvwy:z:"; + char const *short_options = "A:C:D:F:M:NP:S:U:Zac:f:hil::m:o:pr:s:t:uvwy:z:"; // long options: longname, no/optional/required argument?, flag(not used!), shortname const struct option long_options[] = { { "alwayssplitvars", required_argument, 0, 'A'}, + { "caseweights", required_argument, 0, 'C'}, { "depvarname", required_argument, 0, 'D'}, + { "fraction", required_argument, 0, 'F'}, { "memmode", required_argument, 0, 'M'}, + { "savemem", no_argument, 0, 'N'}, { "predict", required_argument, 0, 'P'}, { "splitweights", required_argument, 0, 'S'}, { "nthreads", required_argument, 0, 'U'}, { "version", no_argument, 0, 'Z'}, + { "predall", no_argument, 0, 'a'}, + { "catvars", required_argument, 0, 'c'}, { "file", required_argument, 0, 'f'}, { "help", no_argument, 0, 'h'}, { "impmeasure", required_argument, 0, 'i'}, @@ -97,10 +102,26 @@ int ArgumentHandler::processArguments() { splitString(alwayssplitvars, optarg, ','); break; + case 'C': + caseweights = optarg; + break; + case 'D': depvarname = optarg; break; + case 'F': + try { + fraction = std::stod(optarg); + if (fraction > 1 || fraction <= 0) { + throw std::runtime_error(""); + } + } catch (...) { + throw std::runtime_error( + "Illegal argument for option 'fraction'. Please give a value in (0,1]. See '--help' for details."); + } + break; + case 'M': try { memmode = (MemoryMode) std::stoi(optarg); @@ -113,6 +134,10 @@ int ArgumentHandler::processArguments() { } break; + case 'N': + savemem = true; + break; + case 'P': predict = optarg; break; @@ -140,7 +165,15 @@ int ArgumentHandler::processArguments() { return -1; break; - // lower case options + // lower case options + case 'a': + predall = true; + break; + + case 'c': + splitString(catvars, optarg, ','); + break; + case 'f': file = optarg; break; @@ -199,7 +232,24 @@ int ArgumentHandler::processArguments() { break; case 'r': - splitrule = std::stoi(optarg); + try { + switch (std::stoi(optarg)) { + case 1: + splitrule = LOGRANK; + break; + case 2: + splitrule = AUC; + break; + case 3: + splitrule = AUC_IGNORE_TIES; + break; + default: + throw std::runtime_error(""); + break; + } + } catch (...) { + throw std::runtime_error("Illegal splitrule selected. See '--help' for details."); + } break; case 's': @@ -293,14 +343,15 @@ void ArgumentHandler::checkArguments() { } if (treetype == TREE_SURVIVAL && statusvarname.empty()) { - throw std::runtime_error("Please specify a status variable name with '--statusvarname'. See '--help' for details."); - } + throw std::runtime_error("Please specify a status variable name with '--statusvarname'. See '--help' for details."); + } if (treetype != TREE_SURVIVAL && !statusvarname.empty()) { - throw std::runtime_error("Option '--statusvarname' only applicable for survival forest. See '--help' for details."); + throw std::runtime_error("Option '--statusvarname' only applicable for survival forest. See '--help' for details."); } if (treetype == TREE_SURVIVAL && impmeasure == IMP_GINI) { - throw std::runtime_error("Node impurity variable importance not supported for survival forests. See '--help' for details."); + throw std::runtime_error( + "Node impurity variable importance not supported for survival forests. See '--help' for details."); } if (treetype != TREE_CLASSIFICATION && probability) { @@ -314,31 +365,33 @@ void ArgumentHandler::checkArguments() { if (!infile.good()) { throw std::runtime_error("Could not read from input file: " + predict + "."); } - // Do not read dependent_varID, num_variables and num_trees - infile.seekg(3 * sizeof(size_t)); + + // Do not read dependent_varID, num_variables, num_trees and is_ordered_variable + infile.seekg(2 * sizeof(size_t)); + size_t length; + infile.read((char*) &length, sizeof(length)); + infile.seekg(4 * sizeof(size_t) + length * sizeof(bool)); + + // Get treetype infile.read((char*) &treetype, sizeof(treetype)); infile.close(); } + // Option predall only for classification and regression + if (predall && treetype != TREE_CLASSIFICATION && treetype != TREE_REGRESSION) { + throw std::runtime_error("Option '--predall' only available for classification and regression."); + } + + if (predict.empty() && predall) { + throw std::runtime_error("Option '--predall' only available in prediction mode."); + } + if (!alwayssplitvars.empty() && !splitweights.empty()) { throw std::runtime_error("Please use only one option of splitweights and alwayssplitvars."); } // Check splitrule - try { - switch (splitrule) { - case 1: - break; - case 2: - if (treetype != TREE_SURVIVAL) { - throw std::runtime_error(""); - } - break; - default: - throw std::runtime_error(""); - break; - } - } catch (...) { + if ((splitrule == AUC || splitrule == AUC_IGNORE_TIES) && treetype != TREE_SURVIVAL) { throw std::runtime_error("Illegal splitrule selected. See '--help' for details."); } @@ -353,7 +406,7 @@ void ArgumentHandler::displayHelp() { std::cout << " " << "--help Print this help." << std::endl; std::cout << " " << "--version Print version and citation information." << std::endl; std::cout << " " << "--verbose Turn on verbose mode." << std::endl; - std::cout << " " << "--file FILE Filename of input data." << std::endl; + std::cout << " " << "--file FILE Filename of input data. Only numerical values are supported." << std::endl; std::cout << " " << "--treetype TYPE Set tree type to:" << std::endl; std::cout << " " << " TYPE = 1: Classification." << std::endl; std::cout << " " << " TYPE = 3: Regression." << std::endl; @@ -362,13 +415,11 @@ void ArgumentHandler::displayHelp() { std::cout << " " << "--probability Grow a Classification forest with probability estimation for the classes." << std::endl; std::cout << " " << " Use in combination with --treetype 1." << std::endl; std::cout << " " << "--depvarname NAME Name of dependent variable. For survival trees this is the time variable." << std::endl; - std::cout << " " << "--statusvarname NAME Name of status variable, only applicable for survival trees." - << std::endl; + std::cout << " " << "--statusvarname NAME Name of status variable, only applicable for survival trees." << std::endl; std::cout << " " << " Coding is 1 for event and 0 for censored." << std::endl; std::cout << " " << "--ntree N Set number of trees to N." << std::endl; std::cout << " " << " (Default: 500)" << std::endl; - std::cout << " " << "--mtry N Number of variables to possibly split at in each node." - << std::endl; + std::cout << " " << "--mtry N Number of variables to possibly split at in each node." << std::endl; std::cout << " " << " (Default: sqrt(p) for Classification and Survival, p/3 for Regression. " << std::endl; std::cout << " " << " p = number of independent variables)" << std::endl; std::cout << " " << "--targetpartitionsize N Set minimal node size to N." << std::endl; @@ -376,21 +427,26 @@ void ArgumentHandler::displayHelp() { std::cout << " " << " For Survival growing is stopped if one child would reach a size smaller than N." << std::endl; std::cout << " " << " This means nodes with size smaller N can occur for Classification and Regression." << std::endl; std::cout << " " << " (Default: 1 for Classification, 5 for Regression, and 3 for Survival)" << std::endl; + std::cout << " " << "--catvars V1,V2,.. Comma separated list of names of (unordered) categorical variables. " << std::endl; + std::cout << " " << " Categorical variables must contain only positive integer values." << std::endl; std::cout << " " << "--write Save forest to file .forest." << std::endl; std::cout << " " << "--predict FILE Load forest from FILE and predict with new data." << std::endl; + std::cout << " " << "--predall Return a matrix with individual predictions for each tree instead of aggregated " << std::endl; + std::cout << " " << " predictions for all trees (classification and regression only)." << std::endl; std::cout << " " << "--impmeasure TYPE Set importance mode to:" << std::endl; std::cout << " " << " TYPE = 0: none." << std::endl; std::cout << " " << " TYPE = 1: Node impurity: Gini for Classification, variance for Regression." << std::endl; - std::cout << " " << " TYPE = 2: Permutation importance, scaled by standard errors." - << std::endl; - std::cout << " " << " TYPE = 3: Permutation importance, no scaling." - << std::endl; + std::cout << " " << " TYPE = 2: Permutation importance, scaled by standard errors." << std::endl; + std::cout << " " << " TYPE = 3: Permutation importance, no scaling." << std::endl; std::cout << " " << " (Default: 0)" << std::endl; std::cout << " " << "--noreplace Sample without replacement." << std::endl; + std::cout << " " << "--fraction X Fraction of observations to sample. Default is 1 for sampling with replacement " << std::endl; + std::cout << " " << " and 0.632 for sampling without replacement." << std::endl; std::cout << " " << "--splitrule RULE Splitting rule:" << std::endl; std::cout << " " << " RULE = 1: Gini for Classification, variance for Regression, logrank for Survival." << std::endl; std::cout << " " << " RULE = 2: AUC for Survival, not available for Classification and Regression." << std::endl; std::cout << " " << " (Default: 1)" << std::endl; + std::cout << " " << "--caseweights FILE Filename of case weights file." << std::endl; std::cout << " " << "--splitweights FILE Filename of split select weights file." << std::endl; std::cout << " " << "--alwayssplitvars V1,V2,.. Comma separated list of variable names to be always considered for splitting." << std::endl; std::cout << " " << "--nthreads N Set number of parallel threads to N." << std::endl; @@ -403,6 +459,7 @@ void ArgumentHandler::displayHelp() { std::cout << " " << " MODE = 1: float." << std::endl; std::cout << " " << " MODE = 2: char." << std::endl; std::cout << " " << " (Default: 0)" << std::endl; + std::cout << " " << "--savemem Use memory saving (but slower) splitting mode." << std::endl; std::cout << std::endl; std::cout << "See README file for details and examples." << std::endl; diff --git a/source/src/utility/ArgumentHandler.h b/source/src/utility/ArgumentHandler.h index 051e76ffc..fbb25bd58 100644 --- a/source/src/utility/ArgumentHandler.h +++ b/source/src/utility/ArgumentHandler.h @@ -61,20 +61,25 @@ class ArgumentHandler { // All command line arguments as member: Capital letters std::vector alwayssplitvars; + std::string caseweights; std::string depvarname; + double fraction; MemoryMode memmode; + bool savemem; std::string predict; std::string splitweights; uint nthreads; // All command line arguments as member: Small letters + bool predall; + std::vector catvars; std::string file; ImportanceMode impmeasure; uint targetpartitionsize; uint mtry; std::string outprefix; bool probability; - uint splitrule; + SplitRule splitrule; std::string statusvarname; uint ntree; bool replace; diff --git a/source/src/utility/Data.cpp b/source/src/utility/Data.cpp index 86d72d197..d8c564ccd 100644 --- a/source/src/utility/Data.cpp +++ b/source/src/utility/Data.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -36,10 +36,14 @@ wright@imbs.uni-luebeck.de #include "utility.h" Data::Data() : - num_rows(0), num_rows_rounded(0), num_cols(0), sparse_data(0), num_cols_no_sparse(0), externalData(true) { + num_rows(0), num_rows_rounded(0), num_cols(0), sparse_data(0), num_cols_no_sparse(0), externalData(true), index_data( + 0), max_num_unique_values(0) { } Data::~Data() { + if (index_data != 0) { + delete[] index_data; + } } size_t Data::getVariableID(std::string variable_name) { @@ -167,17 +171,46 @@ void Data::getAllValues(std::vector& all_values, std::vector& sa // All values for varID (no duplicates) for given sampleIDs if (varID < num_cols_no_sparse) { + all_values.reserve(sampleIDs.size()); for (size_t i = 0; i < sampleIDs.size(); ++i) { - double value = get(sampleIDs[i], varID); - std::vector::iterator it = std::find(all_values.begin(), all_values.end(), value); - if (it == all_values.end()) { - all_values.push_back(value); - } + all_values.push_back(get(sampleIDs[i], varID)); } + std::sort(all_values.begin(), all_values.end()); + all_values.erase(unique(all_values.begin(), all_values.end()), all_values.end()); } else { // If GWA data just use 0, 1, 2 all_values = std::vector( { 0, 1, 2 }); } } + +void Data::sort() { + + // Reserve memory + index_data = new size_t[num_cols_no_sparse * num_rows]; + + // For all columns, get unique values and save index for each observation + for (size_t col = 0; col < num_cols_no_sparse; ++col) { + + // Get all unique values + std::vector unique_values(num_rows); + for (size_t row = 0; row < num_rows; ++row) { + unique_values[row] = get(row, col); + } + std::sort(unique_values.begin(), unique_values.end()); + unique_values.erase(unique(unique_values.begin(), unique_values.end()), unique_values.end()); + + // Get index of unique value + for (size_t row = 0; row < num_rows; ++row) { + size_t idx = std::lower_bound(unique_values.begin(), unique_values.end(), get(row, col)) - unique_values.begin(); + index_data[col * num_rows + row] = idx; + } + + // Save unique values + unique_data_values.push_back(unique_values); + if (unique_values.size() > max_num_unique_values) { + max_num_unique_values = unique_values.size(); + } + } +} diff --git a/source/src/utility/Data.h b/source/src/utility/Data.h index 9c4ce5134..767f681f6 100644 --- a/source/src/utility/Data.h +++ b/source/src/utility/Data.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef DATA_H_ #define DATA_H_ @@ -54,6 +54,43 @@ class Data { void getAllValues(std::vector& all_values, std::vector& sampleIDs, size_t varID); + size_t getIndex(size_t row, size_t col) const { + if (col < num_cols_no_sparse) { + return index_data[col * num_rows + row]; + } else { + // Get data out of sparse storage. -1 because of GenABEL coding. + size_t idx = (col - num_cols_no_sparse) * num_rows_rounded + row; + size_t result = (((sparse_data[idx / 4] & mask[idx % 4]) >> offset[idx % 4]) - 1); + + // TODO: Better way to treat missing values? + if (result > 2) { + return 0; + } else { + return result; + } + } + } + + double getUniqueDataValue(size_t varID, size_t index) const { + if (varID < num_cols_no_sparse) { + return unique_data_values[varID][index]; + } else { + // For GWAS data the index is the value + return (index); + } + } + + size_t getNumUniqueDataValues(size_t varID) const { + if (varID < num_cols_no_sparse) { + return unique_data_values[varID].size(); + } else { + // For GWAS data 0,1,2 + return (3); + } + } + + void sort(); + const std::vector& getVariableNames() const { return variable_names; } @@ -64,6 +101,16 @@ class Data { return num_rows; } + size_t getMaxNumUniqueValues() const { + if (sparse_data == 0 || max_num_unique_values > 3) { + // If no sparse data or one variable with more than 3 unique values, return that value + return max_num_unique_values; + } else { + // If sparse data and no variable with more than 3 unique values, return 3 + return 3; + } + } + protected: std::vector variable_names; size_t num_rows; @@ -75,6 +122,10 @@ class Data { bool externalData; + size_t* index_data; + std::vector> unique_data_values; + size_t max_num_unique_values; + private: DISALLOW_COPY_AND_ASSIGN(Data); }; diff --git a/source/src/utility/utility.cpp b/source/src/utility/utility.cpp index 9c929a721..1607edfae 100644 --- a/source/src/utility/utility.cpp +++ b/source/src/utility/utility.cpp @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #include #include @@ -96,8 +96,23 @@ void loadDoubleVectorFromFile(std::vector& result, std::string filename) } } -void drawWithoutReplacementSkip(std::unordered_set& result, std::mt19937_64& random_number_generator, - size_t max, std::vector& skip, size_t num_samples) { +void drawWithoutReplacementSkip(std::vector& result, std::mt19937_64& random_number_generator, size_t max, + std::vector& skip, size_t num_samples) { + if (num_samples < max / 2) { + drawWithoutReplacementSimple(result, random_number_generator, max, skip, num_samples); + } else { + drawWithoutReplacementKnuth(result, random_number_generator, max, skip, num_samples); + } +} + +void drawWithoutReplacementSimple(std::vector& result, std::mt19937_64& random_number_generator, size_t max, + std::vector& skip, size_t num_samples) { + + result.reserve(num_samples); + + // Set all to not selected + std::vector temp; + temp.resize(max, false); std::uniform_int_distribution unif_dist(0, max - 1 - skip.size()); for (size_t i = 0; i < num_samples; ++i) { @@ -109,21 +124,80 @@ void drawWithoutReplacementSkip(std::unordered_set& result, std::mt19937 ++draw; } } - } while (result.count(draw) > 0); - result.insert(draw); + } while (temp[draw]); + temp[draw] = true; + result.push_back(draw); + } +} + +void drawWithoutReplacementKnuth(std::vector& result, std::mt19937_64& random_number_generator, size_t max, + std::vector& skip, size_t num_samples) { + + size_t size_no_skip = max - skip.size(); + result.resize(num_samples); + double u; + size_t final_value; + + std::uniform_real_distribution distribution(0.0, 1.0); + + size_t i = 0; + size_t j = 0; + while (i < num_samples) { + u = distribution(random_number_generator); + + if ((size_no_skip - j) * u >= num_samples - i) { + j++; + } else { + final_value = j; + for (auto& skip_value : skip) { + if (final_value >= skip_value) { + ++final_value; + } + } + result[i] = final_value; + j++; + i++; + } } } -void drawWithoutReplacementWeighted(std::unordered_set& result, std::mt19937_64& random_number_generator, - std::vector& indizes, size_t num_samples, std::vector& weights) { +void drawWithoutReplacementWeighted(std::vector& result, std::mt19937_64& random_number_generator, + std::vector& indices, size_t num_samples, std::vector& weights) { + + result.reserve(num_samples); + + // Set all to not selected + std::vector temp; + temp.resize(indices.size(), false); std::discrete_distribution<> weighted_dist(weights.begin(), weights.end()); for (size_t i = 0; i < num_samples; ++i) { size_t draw; do { draw = weighted_dist(random_number_generator); - } while (result.count(indizes[draw]) > 0); - result.insert(indizes[draw]); + } while (temp[draw]); + temp[draw] = true; + result.push_back(indices[draw]); + } +} + +void drawWithoutReplacementWeighted(std::vector& result, std::mt19937_64& random_number_generator, + size_t max_index, size_t num_samples, std::vector& weights) { + + result.reserve(num_samples); + + // Set all to not selected + std::vector temp; + temp.resize(max_index + 1, false); + + std::discrete_distribution<> weighted_dist(weights.begin(), weights.end()); + for (size_t i = 0; i < num_samples; ++i) { + size_t draw; + do { + draw = weighted_dist(random_number_generator); + } while (temp[draw]); + temp[draw] = true; + result.push_back(draw); } } @@ -200,19 +274,29 @@ double computeConcordanceIndex(Data* data, std::vector& sum_chf, size_t } +std::string uintToString(uint number) { +#if WIN_R_BUILD == 1 + std::stringstream temp; + temp << number; + return temp.str(); +#else + return std::to_string(number); +#endif +} + std::string beautifyTime(uint seconds) { std::string result; // Add seconds, minutes, hours, days if larger than zero uint out_seconds = (uint) seconds % 60; - result = std::to_string(out_seconds) + " seconds"; + result = uintToString(out_seconds) + " seconds"; uint out_minutes = (seconds / 60) % 60; if (seconds / 60 == 0) { return result; } else if (out_minutes == 1) { result = "1 minute, " + result; } else { - result = std::to_string(out_minutes) + " minutes, " + result; + result = uintToString(out_minutes) + " minutes, " + result; } uint out_hours = (seconds / 3600) % 24; if (seconds / 3600 == 0) { @@ -220,7 +304,7 @@ std::string beautifyTime(uint seconds) { } else if (out_hours == 1) { result = "1 hour, " + result; } else { - result = std::to_string(out_hours) + " hours, " + result; + result = uintToString(out_hours) + " hours, " + result; } uint out_days = (seconds / 86400); if (out_days == 0) { @@ -228,7 +312,7 @@ std::string beautifyTime(uint seconds) { } else if (out_days == 1) { result = "1 day, " + result; } else { - result = std::to_string(out_days) + " days, " + result; + result = uintToString(out_days) + " days, " + result; } return result; } @@ -275,3 +359,38 @@ void shuffleAndSplit(std::vector& first_part, std::vector& secon first_part.resize(n_first); } +std::string checkUnorderedVariables(Data* data, std::vector unordered_variable_names) { + size_t num_rows = data->getNumRows(); + std::vector sampleIDs(num_rows); + std::iota(sampleIDs.begin(), sampleIDs.end(), 0); + + // Check for all unordered variables + for (auto& variable_name : unordered_variable_names) { + size_t varID = data->getVariableID(variable_name); + std::vector all_values; + data->getAllValues(all_values, sampleIDs, varID); + + // Check level count + size_t max_level_count = 8 * sizeof(size_t) - 1; + if (all_values.size() > max_level_count) { + return "Too many levels in unordered categorical variable " + variable_name + ". Only " + + uintToString(max_level_count) + " levels allowed on this system."; + } + + // Check positive integers + if (!checkPositiveIntegers(all_values)) { + return "Not all values in unordered categorical variable " + variable_name + " are positive integers."; + } + } + return ""; +} + +bool checkPositiveIntegers(std::vector& all_values) { + for (auto& value : all_values) { + if (value < 1 || !(floor(value) == value)) { + return false; + } + } + return true; +} + diff --git a/source/src/utility/utility.h b/source/src/utility/utility.h index 3f0f9f775..5b6363e71 100644 --- a/source/src/utility/utility.h +++ b/source/src/utility/utility.h @@ -1,30 +1,30 @@ /*------------------------------------------------------------------------------- -This file is part of Ranger. - -Ranger is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. + This file is part of Ranger. -Ranger is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. + Ranger is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. -You should have received a copy of the GNU General Public License -along with Ranger. If not, see . + Ranger is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. -Written by: + You should have received a copy of the GNU General Public License + along with Ranger. If not, see . -Marvin N. Wright -Institut für Medizinische Biometrie und Statistik -Universität zu Lübeck -Ratzeburger Allee 160 -23562 Lübeck + Written by: -http://www.imbs-luebeck.de -wright@imbs.uni-luebeck.de -#-------------------------------------------------------------------------------*/ + Marvin N. Wright + Institut für Medizinische Biometrie und Statistik + Universität zu Lübeck + Ratzeburger Allee 160 + 23562 Lübeck + + http://www.imbs-luebeck.de + wright@imbs.uni-luebeck.de + #-------------------------------------------------------------------------------*/ #ifndef UTILITY_H_ #define UTILITY_H_ @@ -37,6 +37,10 @@ wright@imbs.uni-luebeck.de #include #include +#ifdef R_BUILD +#include +#endif + #include "globals.h" #include "Data.h" @@ -61,13 +65,22 @@ void equalSplit(std::vector& result, uint start, uint end, uint num_parts) * @param file ofstream object to write to. */ template -void saveVector1D(std::vector& vector, std::ofstream& file) { +inline void saveVector1D(std::vector& vector, std::ofstream& file) { + // Save length + size_t length = vector.size(); + file.write((char*) &length, sizeof(length)); + file.write((char*) vector.data(), length * sizeof(T)); +} + +template<> +inline void saveVector1D(std::vector& vector, std::ofstream& file) { // Save length size_t length = vector.size(); file.write((char*) &length, sizeof(length)); // Save vector - for (auto& v : vector) { + for (size_t i = 0; i < vector.size(); ++i) { + bool v = vector[i]; file.write((char*) &v, sizeof(v)); } } @@ -78,14 +91,23 @@ void saveVector1D(std::vector& vector, std::ofstream& file) { * @param file ifstream object to read from. */ template -void readVector1D(std::vector& result, std::ifstream& file) { +inline void readVector1D(std::vector& result, std::ifstream& file) { + // Read length + size_t length; + file.read((char*) &length, sizeof(length)); + result.resize(length); + file.read((char*) result.data(), length * sizeof(T)); +} + +template<> +inline void readVector1D(std::vector& result, std::ifstream& file) { // Read length size_t length; file.read((char*) &length, sizeof(length)); // Read vector. for (size_t i = 0; i < length; ++i) { - T temp; + bool temp; file.read((char*) &temp, sizeof(temp)); result.push_back(temp); } @@ -97,21 +119,15 @@ void readVector1D(std::vector& result, std::ifstream& file) { * @param file ofstream object to write to. */ template -void saveVector2D(std::vector>& vector, std::ofstream& file) { +inline void saveVector2D(std::vector>& vector, std::ofstream& file) { // Save length of first dim size_t length = vector.size(); file.write((char*) &length, sizeof(length)); // Save outer vector for (auto& inner_vector : vector) { - // Save length of inner vector - size_t length_inner = inner_vector.size(); - file.write((char*) &length_inner, sizeof(length_inner)); - // Save inner vector - for (auto& element : inner_vector) { - file.write((char*) &element, sizeof(element)); - } + saveVector1D(inner_vector, file); } } @@ -121,25 +137,16 @@ void saveVector2D(std::vector>& vector, std::ofstream& file) { * @param file ifstream object to read from. */ template -void readVector2D(std::vector>& result, std::ifstream& file) { +inline void readVector2D(std::vector>& result, std::ifstream& file) { // Read length of first dim size_t length; file.read((char*) &length, sizeof(length)); + result.resize(length); // Read outer vector for (size_t i = 0; i < length; ++i) { - // Read length of inner vector - size_t length_inner; - file.read((char*) &length_inner, sizeof(length_inner)); - // Read inner vector - std::vector temp_vector; - for (size_t j = 0; j < length_inner; ++j) { - T temp; - file.read((char*) &temp, sizeof(temp)); - temp_vector.push_back(temp); - } - result.push_back(temp_vector); + readVector1D(result[i], file); } } @@ -152,26 +159,60 @@ void loadDoubleVectorFromFile(std::vector& result, std::string filename) /** * Draw random numbers in a range without replacement and skip values. - * @param result Unordered set to add results to. Will not be cleaned before filling. + * @param result Vector to add results to. Will not be cleaned before filling. * @param random_number_generator Random number generator * @param range_length Length of range. Interval to draw from: 0..max-1 * @param skip Values to skip * @param num_samples Number of samples to draw */ -void drawWithoutReplacementSkip(std::unordered_set& result, std::mt19937_64& random_number_generator, +void drawWithoutReplacementSkip(std::vector& result, std::mt19937_64& random_number_generator, size_t range_length, std::vector& skip, size_t num_samples); /** - * Draw random numers without replacement and with weighted probabilites. + * Simple algorithm for sampling without replacement, faster for smaller num_samples + * @param result Vector to add results to. Will not be cleaned before filling. + * @param random_number_generator Random number generator + * @param range_length Length of range. Interval to draw from: 0..max-1 + * @param skip Values to skip + * @param num_samples Number of samples to draw + */ +void drawWithoutReplacementSimple(std::vector& result, std::mt19937_64& random_number_generator, size_t max, + std::vector& skip, size_t num_samples); + +/** + * Knuth's algorithm for sampling without replacement, faster for larger num_samples + * Idea from Knuth 1985, The Art of Computer Programming, Vol. 2, Sec. 3.4.2 Algorithm S + * @param result Vector to add results to. Will not be cleaned before filling. + * @param random_number_generator Random number generator + * @param range_length Length of range. Interval to draw from: 0..max-1 + * @param skip Values to skip + * @param num_samples Number of samples to draw + */ +void drawWithoutReplacementKnuth(std::vector& result, std::mt19937_64& random_number_generator, size_t max, + std::vector& skip, size_t num_samples); + +/** + * Draw random numers without replacement and with weighted probabilites from vector of indices. * @param result Vector to add results to. Will not be cleaned before filling. * @param random_number_generator Random number generator * @param indices Vector with numbers to draw * @param num_samples Number of samples to draw * @param weights A weight for each element of indices */ -void drawWithoutReplacementWeighted(std::unordered_set& result, std::mt19937_64& random_number_generator, +void drawWithoutReplacementWeighted(std::vector& result, std::mt19937_64& random_number_generator, std::vector& indices, size_t num_samples, std::vector& weights); +/** + * Draw random numers without replacement and with weighted probabilites from 0..n-1. + * @param result Vector to add results to. Will not be cleaned before filling. + * @param random_number_generator Random number generator + * @param max_index Maximum index to draw + * @param num_samples Number of samples to draw + * @param weights A weight for each element of indices + */ +void drawWithoutReplacementWeighted(std::vector& result, std::mt19937_64& random_number_generator, + size_t max_index, size_t num_samples, std::vector& weights); + /** * Returns the most frequent class index of a vector with counts for the classes. Returns a random class if counts are equal. * @param class_count Vector with class counts @@ -226,6 +267,13 @@ double mostFrequentValue(std::unordered_map& class_count, std::m double computeConcordanceIndex(Data* data, std::vector& sum_chf, size_t dependent_varID, size_t status_varID, std::vector& sample_IDs); +/** + * Convert a unsigned integer to string + * @param number Number to convert + * @return Converted number as string + */ +std::string uintToString(uint number); + /** * Beautify output of time. * @param seconds Time in seconds @@ -250,7 +298,7 @@ size_t roundToNextMultiple(size_t value, uint multiple); void splitString(std::vector& result, std::string input, char split_char); /** - * Create numbers from 0 to n_all-1, shuffle and split in two parts + * Create numbers from 0 to n_all-1, shuffle and split in two parts. * @param first_part First part * @param second_part Second part * @param n_all Number elements @@ -260,4 +308,30 @@ void splitString(std::vector& result, std::string input, char split void shuffleAndSplit(std::vector& first_part, std::vector& second_part, size_t n_all, size_t n_first, std::mt19937_64 random_number_generator); +/** + * Check if not too many factor levels and all values in unordered categorical variables are positive integers. + * @param data Pointer to data object + * @param unordered_variable_names Names of unordered variables + * @return Error message, empty if no problem occured + */ +std::string checkUnorderedVariables(Data* data, std::vector unordered_variable_names); + +/** + * Check if all values in double vector are positive integers. + * @param all_values Double vector to check + * @return True if all values are positive integers + */ +bool checkPositiveIntegers(std::vector& all_values); + +// User interrupt from R +#ifdef R_BUILD +static void chkIntFn(void *dummy) { + R_CheckUserInterrupt(); +} + +inline bool checkInterrupt() { + return (R_ToplevelExec(chkIntFn, NULL) == FALSE); +} +#endif + #endif /* UTILITY_H_ */ diff --git a/source/src/version.h b/source/src/version.h index d1d1a7b19..8bc6ee442 100644 --- a/source/src/version.h +++ b/source/src/version.h @@ -1,3 +1,3 @@ #ifndef RANGER_VERSION -#define RANGER_VERSION "0.1.0" +#define RANGER_VERSION "0.3.7" #endif diff --git a/test/.gitignore b/test/.gitignore index 40f856e5b..30e89231c 100644 --- a/test/.gitignore +++ b/test/.gitignore @@ -2,5 +2,3 @@ /build /.settings build/* -testfile1d -testfile2d diff --git a/test/README.md b/test/README.md new file mode 100644 index 000000000..c712a9aa7 --- /dev/null +++ b/test/README.md @@ -0,0 +1,7 @@ +To test the utility functions in C++: + +mkdir build +cd build +cmake .. +make +./runUnitTests diff --git a/test/test_r.R b/test/test_r.R deleted file mode 100644 index 8051caa5b..000000000 --- a/test/test_r.R +++ /dev/null @@ -1,149 +0,0 @@ -library(survival) -library(ranger) - -## Test classification -ranger("Species ~ Petal.Length + Sepal.Length", data = iris, importance = "permutation") -ranger("Species ~ .", data = iris) - -## Test regression -ranger("Sepal.Width ~ Petal.Length + Sepal.Length + Species", data = iris, - importance = "impurity") -ranger("Sepal.Width ~ .", data = iris) - -## Test survival -data(veteran, package = "randomSurvivalForest") -xx <- ranger("Surv(time, status) ~ karno + age", data = veteran) -plot(xx$unique.death.times, xx$survival[1,]) -yy <- ranger("Surv(time, status) ~ .", data = veteran) - -## Test split select weights -weights <- c(0,0.2,0.5,1) -ww <- ranger("Species ~ .", data = iris, split.select.weights = weights, - mtry = 3, importance = "impurity") - -## Test verbose output -temp <- ranger("Sepal.Width ~ .", data = iris, verbose = TRUE) -temp <- ranger("Sepal.Width ~ .", data = iris, verbose = FALSE) - -## Test write forest -temp <- ranger("Sepal.Width ~ .", data = iris, verbose = FALSE, write.forest = TRUE) -temp <- ranger("Surv(time, status) ~ .", data = veteran, verbose = FALSE, write.forest = TRUE) - -## Test prediction -temp <- ranger("Species ~ .", data = iris, verbose = FALSE, write.forest = TRUE) -pred <- predict(temp$forest, data = iris) -pred.nodep <- predict(temp$forest, data = iris[, 1:4]) - -temp <- ranger("Sepal.Width ~ .", data = iris, verbose = FALSE, write.forest = TRUE) -pred <- predict(temp$forest, data = iris) -pred.nodep <- predict(temp$forest, data = iris[, c(1, 2:5)]) - -data(veteran, package = "randomSurvivalForest") -temp <- ranger("Surv(time, status) ~ karno + age", data = veteran, verbose = FALSE, write.forest = TRUE) -pred <- predict(temp$forest, data = veteran) -pred.nodep <- predict(temp$forest, data = veteran[, c(1:2, 5:8)]) -pred.nodep <- predict(temp$forest, data = veteran[, c(1:3, 5:8)]) -pred.nodep <- predict(temp$forest, data = veteran[, c(1:2, 4:8)]) - -## Test GWA mode -library(GenABEL) -##convert.snp.ped("../../gwa_data/chr1.allChunks.ped", "../../gwa_data/chr1.allChunks.map", "../../gwa_data/chr1.allChunks.raw") -chr21 <- load.gwaa.data("../../gaw_data/pheno.GenABEL", "../../gaw_data/chr21.allChunks.raw") -phdata(chr21)$hyper <- factor(phdata(chr21)$hyper) -temp <- ranger("hyper ~ .", data = chr21, write.forest = TRUE) -pred <- predict(temp, data = chr21[1:10,]) - -##chr1 <- load.gwaa.data("../../gwa_data/pheno.GenABEL", "../../gwa_data/chr1.allChunks.raw") -##phdata(chr1)$hyper <- factor(phdata(chr1)$hyper) -##ranger("hyper ~ .", data = chr1) - -## Test memory modes -temp <- ranger("Species ~ .", data = iris, verbose = FALSE, write.forest = TRUE, memory = "double") -temp$prediction.error -pred.double <- predict(temp$forest, data = iris) -temp <- ranger("Species ~ .", data = iris, verbose = FALSE, write.forest = TRUE, memory = "float") -temp$prediction.error -pred.float <- predict(temp$forest, data = iris) -temp <- ranger("Species ~ .", data = iris, verbose = FALSE, write.forest = TRUE, memory = "char") -temp$prediction.error -pred.char <- predict(temp$forest, data = iris) - -## Test non-formula interface -ranger(Species ~., data = iris) -ranger(data = iris, dependent.variable.name = "Species") - -ranger(Sepal.Length ~., data = iris) -ranger(data = iris, dependent.variable.name = "Sepal.Length") - -data(veteran, package = "randomSurvivalForest") -ranger(Surv(time, status) ~., data = veteran) -ranger(data = veteran, dependent.variable.name = "time", status.variable.name = "status") - - -## Error -ranger(data = iris, dependent.variable.name = "foo") - -library(ranger) -library(randomForest) -library(randomSurvivalForest) -library(randomForestSRC) -library(survival) - -## Compare results: Classification -res.rg <- ranger(Species ~ ., data = iris, num.trees = 10000, importance = "impurity") -res.rf <- randomForest(Species ~., data = iris, ntree = 10000, importance = TRUE) -res.rg -res.rf -sum(res.rg$predictions != res.rf$predicted) -res.rg$variable.importance -res.rf$importance - -dat <- airquality[complete.cases(airquality), ] -dat$Month <- factor(dat$Month) -ranger(Month ~., data = dat) -randomForest(Month ~., data = dat) - -## Permutation importance -res.rg <- ranger(Species ~ ., data = iris, importance = "permutation") -res.rf <- randomForest(Species ~., data = iris, importance = TRUE) -res.rg$variable.importance -importance(res.rf, type=1, scale = FALSE) - -## Compare results: Regression -res.rg <- ranger(Sepal.Width ~ ., data = iris, importance = "impurity") -res.rf <- randomForest(Sepal.Width ~., data = iris, importance = TRUE) -res.rg -res.rf -res.rg$variable.importance -res.rf$importance - -dat <- airquality[complete.cases(airquality), ] -ranger(Temp ~., data = dat) -randomForest(Temp ~., data = dat) - -## Compare results: Survival -res.rg <- ranger(Surv(time, status) ~ ., data = veteran, num.trees = 10000, importance = "permutation") -res.src <- rfsrc(Surv(time, status) ~ ., data = veteran, ntree = 10000, importance = "permute") -res.rsf <- rsf(Surv(time, status) ~ ., data = veteran, ntree = 10000, importance = "permute") -res.rg -res.src -res.rsf -res.rg$variable.importance -res.src$importance -res.rsf$importance - -## Permutation importance -n <- 50 -mult.rg <- replicate(n, ranger(Surv(time, status) ~ ., data = veteran, num.trees = 10000, importance = "permutation", mtry = 3)$variable.importance) -mult.src <- replicate(n, rfsrc(Surv(time, status) ~ ., data = veteran, ntree = 10000, importance = "permute", mtry = 3)$importance) -mult.rsf <- replicate(n, rsf(Surv(time, status) ~ ., data = veteran, ntree = 10000, importance = "permute", mtry = 3)$importance) - -boxplot(cbind(t(mult.rg), t(mult.src), t(mult.rsf))) - -## Test with many rows -rows <- 10 -n <- 100000 -dat.long <- data.frame(replicate(rows, rbinom(n, 1, 0.5))) -colnames(dat.long) <- paste("x", 1:rows, sep = "") -ranger(x1~., dat.long) - diff --git a/test/utility_test.cpp b/test/utility_test.cpp index 9cedd3787..0c3859971 100644 --- a/test/utility_test.cpp +++ b/test/utility_test.cpp @@ -189,7 +189,7 @@ TEST(readWrite2D, double1) { TEST(drawWithoutReplacementSkip, small_small1) { - std::unordered_set result; + std::vector result; std::mt19937_64 random_number_generator; std::random_device random_device; random_number_generator.seed(random_device()); @@ -219,7 +219,7 @@ TEST(drawWithoutReplacementSkip, small_small1) { TEST(drawWithoutReplacementSkip, small_small2) { - std::unordered_set result; + std::vector result; std::mt19937_64 random_number_generator; std::random_device random_device; random_number_generator.seed(random_device()); @@ -249,7 +249,7 @@ TEST(drawWithoutReplacementSkip, small_small2) { TEST(drawWithoutReplacementSkip, small_small3) { - std::unordered_set result; + std::vector result; std::mt19937_64 random_number_generator; std::random_device random_device; random_number_generator.seed(random_device()); @@ -279,7 +279,7 @@ TEST(drawWithoutReplacementSkip, small_small3) { TEST(drawWithoutReplacementSkip, small_large1) { - std::unordered_set result; + std::vector result; std::mt19937_64 random_number_generator; std::random_device random_device; random_number_generator.seed(random_device()); @@ -309,7 +309,7 @@ TEST(drawWithoutReplacementSkip, small_large1) { TEST(drawWithoutReplacementSkip, large_large1) { - std::unordered_set result; + std::vector result; std::mt19937_64 random_number_generator; std::random_device random_device; random_number_generator.seed(random_device()); diff --git a/test_data/gwa_test.dat b/test_data/gwa_test.dat deleted file mode 100644 index b1c53145f..000000000 --- a/test_data/gwa_test.dat +++ /dev/null @@ -1,132 +0,0 @@ -sex age smoke hyper rs193112405 rs184331912 rs188055132 rs75530065 rs185467816 rs147722345 rs143418343 rs6423598 rs181638396 chr21:10017040:D rs186837157 rs192176468 chr21:10026774:D rs183788068 rs186543034 rs189811625 chr21:10031582:D chr21:10031757:D chr21:10087971:D rs142854777 chr21:10090352:I chr21:10094190:D chr21:10110750:D rs182476108 chr21:10116734:D chr21:10130544:D chr21:10131620:D rs186991562 rs192727565 chr21:10132145:I rs77270112 chr21:10139404:I chr21:10140741:I chr21:10144929:I chr21:10148322:D chr21:10151317:D chr21:10154118:D chr21:10175412:I rs74700993 rs146234826 rs188455819 chr21:10185007:D rs142263319 rs193180963 rs140909560 rs184636539 rs189473881 rs138661895 chr21:10204041:D rs139124670 rs140777501 chr21:10205704:I rs141493607 rs150848991 rs78756897 rs145250409 rs147604003 chr21:10214665:D rs1920863 rs148119854 rs183658892 rs145115763 rs188418766 rs139476943 rs78808861 rs181358577 rs147627422 rs186691549 rs2677974 rs78819176 chr21:10390631:D chr21:10396879:I chr21:10397212:D rs189931772 chr21:10400983:D chr21:10401193:D rs146901603 chr21:10401575:D chr21:10402526:D rs138358406 rs3932366 rs182146582 rs186432207 rs4117943 chr21:10404352:D rs2948884 rs141729039 chr21:10405723:D rs141393143 chr21:10409569:D rs141320268 rs150763443 rs142130925 chr21:10423770:I rs182123160 rs149250590 rs185371345 chr21:10425689:D rs191309004 chr21:10431011:I chr21:10434436:D chr21:10437883:I chr21:10438289:D rs182876375 rs140731505 chr21:10438824:D 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rs28454907 rs28616746 rs183519178 rs186575079 chr21:10906922 chr21:10906947 chr21:10906989 rs12627379 chr21:10908825 chr21:10908878 chr21:10908882 chr21:10908903 rs192799812 chr21:10910291 chr21:10910347 rs184756520 rs189867622 rs7276771 chr21:10914364 rs1960857 chr21:10916322 chr21:10916412 rs145032541 rs181511314 chr21:10920041 chr21:10920067 rs212146 chr21:10920176 rs185347636 chr21:10921934 chr21:10921939 chr21:10921964 chr21:10921974 rs138443027 rs137865643 rs9980995 rs212148 rs6582808 rs189357998 chr21:10926011:D rs181861403 rs462788 rs12626403 rs186548982 rs116936888 rs143217781 rs189805314 rs4913855 chr21:10934065 rs1828006 rs181071321 rs186162793 rs1925904 rs191457134 rs183290842 rs11184124 rs146695077 rs190602047 rs183177405 rs8130398 rs8130420 chr21:10942790 chr21:10942798 rs187950352 chr21:10944277:I rs116180341 chr21:10944640:D chr21:10944658 rs391305 rs184524075 rs140905490 rs187845381 rs210523 rs59736382 rs184283077 rs189018325 rs150136890 rs192311381 rs11184130 rs117144955 rs145711372 rs111362032 rs6582920 rs210527 chr21:10946278:D rs12373943 rs61032621 rs148685401 rs151187299 rs140347494 rs189470549 rs10433267 rs186147569 rs143823631 rs210530 rs149735443 rs210532 rs144087840 rs138322922 rs189456872 rs115913424 rs139268143 rs210535 rs112300607 chr21:10951256 chr21:10951273 rs181214187 chr21:10951477 chr21:10951724:D rs185602724 rs149309428 rs190493769 rs182899395 rs142773156 rs186100996 rs147676043 rs142602387 rs146909729 rs212129 chr21:10952944 rs192359468 rs210537 rs182467583 rs212130 rs71319776 rs187790084 rs62212564 rs192464916 rs144882033 rs212103 rs182653993 rs187333665 rs28639848 rs191957354 rs210513 rs144528749 rs147274400 rs112729690 rs8130327 rs150472 rs147886611 rs112969404 rs117705336 rs150067825 rs193274750 rs145131105 rs185663601 rs212108 rs11184132 rs189389484 chr21:10958584:I rs180995750 rs138011727 rs143616233 rs147204198 chr21:10959771 chr21:10959790 chr21:10959806 rs8132579 rs212113 rs117639691 rs7276537 rs147450542 chr21:10960197:D rs7276865 rs185286527 rs140866704 rs188585749 rs145435631 rs148825765 rs143465607 rs181420187 rs56906468 rs112594628 rs142308972 rs145917295 rs191712481 rs184003680 rs187389102 rs212116 rs191010265 rs143225625 rs117389256 rs142247570 rs117881152 rs143576225 rs9637244 rs138824223 rs212124 rs182300008 rs147849843 chr21:10966014:D rs187003751 rs145008734 rs76666605 rs191825679 rs8131970 rs141945721 rs8129392 rs182935743 rs188572426 rs4041802 rs139887920 rs11184137 rs147164544 rs469683 rs142712407 rs150971566 rs192969616 rs185644919 rs7278631 rs188794128 chr21:10969047 rs191128347 chr21:10969129 rs183671097 rs464928 rs188438407 rs115886065 rs149206603 rs117978931 chr21:10970003 chr21:10970008 chr21:10970017 chr21:10970059 rs181128337 rs7283837 rs184923918 rs147079479 rs190212371 rs181912473 chr21:10973693 chr21:10973708 rs187195483 rs191064493 rs117670948 rs240448 rs180713784 rs7277070 rs113013540 rs469705 rs7281381 rs364256 rs364274 chr21:10975864:D rs185388070 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rs115288428 rs140306562 rs149677250 rs469689 rs184984882 rs148489523 rs189010191 rs142607668 rs146490198 rs464688 rs184900307 rs189474336 rs180745717 rs116564611 rs469863 rs186045641 rs143328381 rs4913663 rs464491 rs189572868 rs437041 rs436905 rs149542058 rs145985250 rs139922585 rs185641198 rs190495873 rs182903132 rs150274342 rs186090774 rs141747962 rs594417 rs192008867 rs147095789 rs7283805 chr21:10995178:D rs182689376 rs423414 rs187521954 rs141895651 rs7279957 rs145516119 rs140144181 rs192782851 rs8133298 rs145663063 rs182960083 rs462309 rs118073093 rs461516 rs364232 rs140373464 chr21:10999230:D rs7277716 rs469812 rs59576271 rs143462157 rs61084007 rs187335170 rs6582926 rs138830603 rs143065247 rs6582927 rs191962117 rs11184152 rs184599583 chr21:11000381:D rs60625009 rs189361764 rs469842 rs469841 rs193059411 rs469840 rs469658 rs240444 rs143189337 chr21:11002588:D chr21:11003371:I rs185825946 rs150185430 rs189145151 rs113695285 rs141728758 rs150600581 rs188589492 chr21:11010256:I rs140475850 rs148337458 rs138460259 chr21:11016840:D rs114575989 rs115131964 chr21:11021302:D rs117043747 chr21:11026289:I rs455762 rs185944621 rs191980806 chr21:11030381:I rs77128141 rs12481873 rs183799046 rs187641037 rs3904069 chr21:11045894:I chr21:11048994:I chr21:11070937:I rs283396 rs2768843 rs454606 rs138551646 rs112968361 rs139388367 rs1752238 rs1752242 rs190768211 rs182302206 rs187008829 rs190336245 rs369213 rs146313518 rs378705 rs150665331 rs9983833 rs147594937 rs140259163 rs193195491 rs185552507 rs189080151 rs138175005 rs12151972 rs137974038 rs183663118 rs139953652 rs142442599 rs364756 rs146474494 rs148396519 rs464378 rs188430154 rs678383 rs459176 rs144528664 rs10433017 rs181101907 rs2775419 chr21:11133362:D rs189946604 rs56250247 rs182181875 rs186988369 rs150530010 rs138556468 chr21:11136891:D rs144175957 rs148979894 rs469778 rs139588952 rs9979260 rs55955008 rs138598038 rs9325317 rs180765836 rs9325318 rs150143659 rs209058 chr21:11169016:D rs189986194 chr21:11173095:I rs10433252 rs28443184 rs188460901 rs191403548 rs114725485 rs114680809 rs463458 rs183718022 chr21:14347024:D chr21:14347574:I chr21:14355898:D rs188648995 rs192584207 rs113487739 rs184795879 chr21:14369604:D rs147351096 rs186598211 rs142672313 rs191432078 rs183977005 rs10432791 rs189855736 rs4390833 rs181498414 rs185343393 rs10432885 rs190104290 rs149449224 rs181884295 rs186564758 chr21:14372482:I rs189837940 rs180901320 rs116914571 rs143879130 rs148679037 rs186202533 rs146240564 rs139342321 rs191490213 rs112588930 rs10439683 rs183313010 rs10439625 rs145710739 chr21:14373464:I rs186872887 rs190622047 rs146799810 rs137972555 rs10451765 rs187937495 rs138412111 rs191096893 rs4464353 rs75257100 rs114214740 rs460008 rs28606451 rs139270410 chr21:14375344:I rs145258713 rs182882972 rs62221794 rs148539284 rs13313847 rs187841153 rs145191037 rs192871948 rs464292 rs184917925 rs144332786 rs381081 rs192338711 rs148956214 rs184740290 rs189514121 chr21:14381788:D rs3106034 rs180744990 rs10432893 rs144986594 chr21:14382918:I chr21:14383027:I rs10432795 rs144558244 rs62221802 rs148884130 rs186180980 rs143347286 chr21:14383818:D rs142869440 rs467849 rs139206697 rs10439689 rs189276081 rs181233825 rs62221803 rs186505249 rs151105675 rs75033932 rs190477133 rs2821570 rs150244669 rs138913663 rs12162584 rs143506245 rs190947732 rs142679091 rs182454167 rs187808644 rs192491412 rs183270493 rs187187797 rs192002035 rs141229385 rs11088650 rs139620993 rs184602736 rs147946967 rs10854422 rs147731353 rs141217770 rs55820557 rs56382574 chr21:14388433:D rs139853653 rs189366704 chr21:14388903:I rs193234262 rs185678364 rs113284029 rs189412978 rs3875619 rs181051522 rs143858306 rs184692688 rs188577602 rs75184279 rs3865594 rs146659364 chr21:14390007:I rs181418614 rs185949049 rs190636505 rs140509926 rs77139230 rs74712201 rs144779273 rs148630207 rs8128297 rs140878107 rs3929954 rs143234452 rs4432552 rs187414758 rs3119428 rs651650 rs28778315 rs28888776 rs182618941 rs138453364 rs12483449 rs12481833 rs60844204 rs57156449 rs142570921 rs75007102 chr21:14392907:D rs73337087 rs139758391 rs28685051 rs58642418 rs151263162 rs461410 chr21:14394585:I rs141410698 rs182788456 rs10439695 rs187457862 rs192977718 rs139487858 rs185667331 rs608597 rs458166 rs12165300 rs10432906 rs137966384 rs145895318 rs11088703 rs150940466 rs192552734 rs10439699 rs149912299 rs183664725 rs7282217 rs188434614 rs148042464 chr21:14398906:D rs239273 rs55914100 rs239274 rs11910526 rs181108185 rs184134010 rs149391956 rs55994275 rs150998850 rs190228675 rs11088738 rs13052573 rs181737391 rs187222612 rs429359 rs56659648 rs192021744 rs467572 rs139629314 rs2821590 rs457801 rs145728285 rs150505245 rs180778776 rs80095759 rs144083206 rs3859716 rs11911122 rs138734883 rs28558190 rs71262365 rs139555909 rs149722537 rs185239692 rs189994453 rs182631454 rs187333743 rs28673345 rs191629961 rs183468155 rs112517723 chr21:14405328:D rs188912382 rs7510270 rs4818486 rs193121102 rs468075 rs11088760 rs11088761 rs184800518 chr21:14406187:I rs186624589 rs191468094 rs146950582 rs59083747 rs10211900 rs183815898 rs189612269 chr21:14406915:I rs4586717 chr21:14406996:I rs141413406 rs57764991 rs10211961 rs193046088 rs185263172 rs138142198 rs9983189 rs138794573 rs10432919 rs4352293 rs181887320 chr21:14408371:D rs3875688 rs3868219 rs143993922 rs462971 rs3875690 rs3875693 rs464027 rs461310 rs468830 rs10432803 rs9981763 rs186556295 rs139793943 rs188262724 rs180886496 rs186331370 rs191242991 rs117502033 rs183551997 rs66558909 rs149850557 rs186656431 rs142026412 rs11911881 rs145096695 rs58168442 rs11911449 rs464570 rs58875536 rs57064287 rs191128592 rs147891213 rs140523251 rs111616776 rs8134656 rs58594272 rs188161438 rs140638419 rs149462070 rs192642213 rs140614973 rs3875702 rs151067097 rs57481796 rs58724675 rs185033110 rs2821604 rs189959416 rs141774409 rs2821616 rs73338914 rs58153040 rs144222357 rs8130835 rs145542603 rs56357574 rs8127086 chr21:14419830:I rs184724387 rs189494764 rs180732481 rs71258148 rs186035852 rs142318256 rs141594945 rs189568787 rs181221061 rs2821628 rs4511806 rs73151890 rs186754289 rs190315989 rs2821630 rs9647221 rs186125983 rs3869828 rs2821632 chr21:14423406:I rs4818621 rs3119469 rs190986339 rs10439727 rs144730348 rs1054927 rs4423687 rs146926046 rs187556872 rs192801143 chr21:14425640:D rs3119474 chr21:14425969:D rs3965750 rs182975989 rs2821637 rs188264277 rs191986057 rs2821639 rs62218398 rs138088002 rs141002153 rs184585273 rs138859579 rs2821642 rs8128371 rs28853576 rs4047150 rs4047151 rs4047152 chr21:14428859:I rs4047153 rs185823597 rs145337706 rs149142815 rs189132897 rs10211936 chr21:14431178:I rs59660041 rs142861413 rs147435645 rs55938602 rs7409976 rs180910115 rs117486011 chr21:14433101:D rs28473588 rs151292709 rs184587698 rs3875785 rs188609897 rs9979391 rs181445438 rs2821671 rs185789359 rs2821672 rs11088941 rs150533159 rs139534182 rs145444518 rs73338933 rs144128537 rs10439633 rs190642385 rs74439461 rs182072656 rs187675193 rs11088945 rs190585876 rs138124614 rs139389267 rs2821675 rs182879265 rs187032694 rs190328004 chr21:14438521:D rs62218444 rs2821677 rs113382118 rs187465451 rs192315967 rs185380655 rs189096035 rs139990033 rs149713859 rs192195313 rs184573568 chr21:14439225:I rs148881433 rs3119383 rs138249186 rs6516553 rs6516554 rs9978919 rs181148346 rs184140232 rs239285 rs188935856 rs181882084 rs239286 rs4431020 rs192351184 rs180757009 rs4116589 rs4116590 rs79540682 chr21:14442363:D chr21:14442366:D rs7279541 rs145840774 rs151080030 rs189980185 rs117662523 rs182644026 rs138907784 rs9305187 rs191418323 rs183737372 rs9983287 rs144328213 rs188667939 rs149083899 rs76479775 rs193233147 rs184045481 rs149397916 rs186629044 rs7280569 rs140099090 rs191476367 rs183821559 rs151006485 rs188571343 rs62218451 rs192830056 rs149558164 rs147376535 rs185363678 rs139113158 rs148613422 rs140335205 MERGED_DEL_2_103188 rs190093958 rs182319235 rs140975127 rs186562968 rs188275306 rs9305206 rs9983822 rs9983831 rs9975480 rs138589411 rs185571036 chr21:14448104:I rs191512826 rs183122545 rs8175174 rs186911071 rs8175175 rs191756930 rs183233610 rs187779359 rs143207334 rs191112932 rs146267291 rs117322945 rs182245424 rs187862010 rs192865985 rs184906934 rs1736248 rs190200044 rs149088208 rs192995142 rs116316690 rs184734721 rs189528584 rs146909525 rs180764471 rs148228100 rs185232894 rs1736236 rs181305490 rs186533805 rs2775436 rs182926975 rs186111557 rs190968066 rs183377057 rs2981651 rs187797796 rs190939266 rs183261424 rs187991906 rs79974977 rs2821698 rs145749498 rs184620002 rs187613552 rs147659486 rs192474855 rs185722612 rs142342323 rs2457303 rs180880899 rs184730019 rs4107530 rs181434032 rs2821704 rs190626321 rs181844414 rs146902643 rs187407300 rs190846660 chr21:14457186:I rs182613414 rs4588271 rs190156229 rs3852952 rs182796095 rs187483972 rs141607737 rs192331679 rs142395744 rs112294355 rs148697818 rs112909330 rs113431179 chr21:14460162:I chr21:14461261:D rs145397871 rs147704929 rs140713167 rs188802767 rs192574317 rs184446667 rs188273514 rs181148222 rs184138303 rs188929525 rs181564217 rs2775446 rs192034428 rs182496315 rs3969311 rs190004592 rs182666071 rs185707223 rs4553904 rs183487443 rs188956114 rs193063819 rs184193150 rs146593310 rs186628851 rs62213074 rs191472362 rs2663568 rs188585575 rs193042147 rs185082730 rs2775449 rs190372633 rs144610377 rs3119398 chr21:14469493:D rs2663571 rs2663572 rs147267446 rs4273295 rs2775452 chr21:14470442:D rs190320100 rs183393315 chr21:14471869:I rs2775455 rs3875273 rs192058420 rs4089429 rs187773269 rs140551510 rs111436648 rs182256808 rs146940654 chr21:14473641:D rs186752109 rs192656197 rs2775456 rs185041460 rs189968233 rs148236125 rs193155864 rs150428426 rs146049677 rs184746450 rs140034938 rs148556771 rs77052677 rs189516480 rs139075495 rs145156471 rs147550345 rs180750050 rs141971624 rs146132712 rs185239573 rs145674435 rs189602174 rs181250870 rs148870781 rs143568914 rs148037960 rs7277188 rs62213083 rs145055424 rs62213084 rs182012933 rs186123967 rs190978170 rs28397804 rs139429955 rs149645278 rs183405088 rs186621412 rs191211267 rs182780805 rs111614077 rs148771844 rs239288 rs117506319 rs192831099 rs184609434 rs4817137 rs192480886 rs2476797 rs145048638 rs189169457 rs143639036 rs17004457 rs117697446 rs180920611 rs184591249 rs189912169 rs181443392 rs150695596 rs3119409 rs190657122 rs139235732 rs181860549 rs187390133 rs190613568 rs182902365 rs187860181 rs191324228 rs182807074 rs1736346 rs192343229 rs147160909 rs184738521 rs1736342 rs144427053 rs189098106 rs192194588 rs3106026 rs189286522 rs181161038 rs184151294 rs188748734 rs150430600 chr21:14488129:D rs56411412 rs181574191 rs187034577 rs190716551 rs182219814 rs186010502 rs190018998 rs111527253 rs1736332 rs190486134 rs139378997 rs183738798 rs188669412 rs193232065 rs143194329 rs184042196 rs187851488 rs147500365 rs191288027 rs183832275 rs150747428 rs188599394 rs1736318 rs2821745 rs2821747 chr21:14492940:I rs182369738 rs187422423 rs188109585 rs180916873 rs150202212 rs185574721 chr21:14496437:D rs147880637 rs141828118 rs190338381 rs147114606 rs183119497 rs112940785 rs141810578 rs146285682 rs186906034 rs145239503 rs147864223 rs4095313 rs141553847 rs183866853 rs187787367 rs57742807 rs191141385 rs182266100 rs186744789 rs191604610 rs184928323 rs149523898 rs190237009 rs147477018 rs192914733 rs185531699 rs4577363 rs189534389 rs180765785 rs139698234 rs149849730 rs183709319 rs145891380 rs146612076 rs140274157 rs143499439 rs147969966 rs188419177 rs181288338 chr21:14507303:D rs186358630 rs191668859 rs181784731 rs138662199 rs186136713 chr21:14507601:I rs190799408 rs142795485 rs183395103 rs186615247 rs147395256 rs138132215 rs190977637 rs183086838 rs142289176 rs188025621 rs139740690 rs193045557 rs144532916 rs55716585 rs187613910 rs149902085 rs192471703 rs185077116 rs188099153 rs147774855 rs141407593 rs143678254 rs180894564 rs3869673 rs3869674 chr21:14514819:D rs141170670 rs189666895 rs181500572 rs185799837 rs149082291 rs190646815 rs145703070 rs1736288 chr21:14517542:D rs181857662 rs186276947 rs115677414 rs114029460 rs3875303 rs190884912 rs3875305 rs2821757 rs191097584 rs2663606 rs182803802 rs113238040 rs187491369 rs144770018 rs142091957 rs192339843 rs147391209 rs139433656 rs184752892 rs145065568 rs188838104 rs192610936 rs147567206 rs184218609 rs189586176 rs191630147 rs184143226 rs188765432 rs181580957 rs186129763 rs190481432 rs74334099 rs79288346 rs191194044 rs149746340 rs145545118 rs182673313 rs3969269 rs4065896 rs138347823 rs1736283 rs190496728 rs183108999 rs147375252 rs188769269 rs193065823 rs184197199 rs187580024 rs2821761 rs183843445 rs188613825 rs145054772 rs191985453 rs185093687 rs190376782 rs182066186 rs187669086 rs1736274 rs143263362 rs180926325 rs185586884 rs190158067 chr21:14527584:D rs182797460 MERGED_DEL_2_103191 rs149728710 rs186699278 rs192068573 rs183642551 rs189100543 rs189587437 rs182279999 rs145574435 rs186761997 rs191620460 chr21:14529751:D rs185047923 rs148527492 rs142874263 rs2457306 rs142371446 rs188371872 rs146903841 rs147964822 rs193158810 rs2663597 rs185418256 rs150446617 rs189546038 rs182007784 rs183723935 rs148837332 rs116862476 chr21:14532931:I rs4095300 rs58200470 rs62213154 rs60286108 rs181253569 rs186557007 rs79804351 rs239276 rs182050838 rs141373541 rs150760074 rs187085389 rs190817229 rs140693248 rs183414832 rs186624613 rs189900537 rs182792099 rs148999145 rs118004875 rs188305044 rs151078921 chr21:14538052:I chr21:14538202:D rs76630209 rs192846055 rs74517167 rs185191572 rs187628917 rs192488579 rs144648076 rs185091105 chr21:14539236:D rs62213159 rs147268810 rs188095054 rs180928800 rs140778990 rs184618885 rs144741677 rs189939400 rs181398176 rs2821774 rs185815255 rs3875347 rs150059165 rs190661436 rs181864894 chr21:14542825:I chr21:14542845:I rs186271990 rs145432741 rs149185413 rs189559332 rs143766302 chr21:14544821:D rs2821777 chr21:14545784:I rs2989118 rs140143880 rs186060473 rs191360199 rs150371096 rs183170764 rs145918238 rs187500233 rs138828785 rs192156056 rs183243583 rs143063421 rs187947330 rs9977580 rs148507024 rs192220393 rs3108642 chr21:14551501:D rs3963543 rs192900068 rs146835105 rs139727392 rs184154184 rs188755445 rs181579167 rs186127694 rs190544990 rs143268835 rs182249672 rs186047413 rs150936592 rs190964105 rs142221365 rs182496459 rs147056346 rs185729502 rs138236829 chr21:14561502:I rs190492667 rs149594676 rs142236525 rs139672931 rs151094510 rs183116196 rs141998092 rs147857622 chr21:14566534:D rs187615360 rs193240793 chr21:14566672:D rs141315840 chr21:14568449:D rs138720314 rs184074975 rs141984906 rs138460255 rs187855519 rs143085000 rs192336761 rs183838328 rs147775200 rs141391185 rs188611968 chr21:14574278:I rs149097929 rs138900227 rs2257792 rs2257744 rs184278135 rs190148403 rs182385502 rs143943788 rs79617902 rs2265257 rs187183346 rs114121994 rs147341995 rs189285854 rs180922793 rs146733034 rs846169 rs846171 chr21:14584173:D rs3016809 rs77902230 rs146543707 rs186939460 rs149150009 rs79902248 rs147080723 rs138484371 rs191785975 rs142747883 rs147390836 rs183868589 rs149467454 rs143882272 rs188815157 rs148683747 rs189585088 chr21:14587355:D rs142223497 rs146584953 rs140927265 rs182275693 rs115909329 rs186769676 rs145719924 rs147124925 rs191636615 rs138474960 rs184149895 rs144022851 rs146953310 rs188475159 rs192915656 rs185539761 rs190466511 rs182015732 rs147999217 rs183732192 rs2266558 rs188453282 rs141695691 rs181279111 rs186360941 rs150497680 rs141839768 rs191670642 rs181791311 rs187266580 rs190825551 rs183423261 rs114385774 rs146286292 rs139279316 rs144114261 rs146004159 rs148735904 rs142347047 chr21:14594091:I rs186639835 rs183088389 rs151245902 rs9978668 rs188032850 rs2847443 rs193050378 rs185076814 rs55776382 rs118147647 rs147754407 rs142653112 rs188801532 rs2821785 rs138894876 rs149049034 rs73891564 rs2775535 rs192497217 rs185112084 rs117025425 rs2260392 rs2821786 rs188114906 rs115285358 rs146267037 rs180911882 rs184748921 rs189674927 rs181518963 rs2996961 rs2801236 rs142683806 rs2260387 rs28475316 rs111936991 rs139574055 rs3965725 rs139856595 rs145331817 rs28825212 rs142594194 chr21:14597264:I rs144937112 rs2775536 rs186709972 rs140574779 rs140295897 rs8129446 rs137885229 chr21:14597887:I chr21:14597899:D rs3965726 rs189117568 rs181729055 rs144193810 rs141278469 rs139949799 rs147235440 rs140756773 chr21:14598574:D rs2262527 rs148555527 rs142904377 rs114218649 rs2265747 rs140262512 rs2847442 rs7281092 rs186297848 rs189567969 rs182645090 rs146419700 rs2847441 rs186189574 chr21:14599531:D rs150162880 rs8134859 rs118043152 rs138627324 rs143527157 rs138126421 rs143910245 chr21:14599940:D rs2155796 rs140689045 rs28875914 rs150828315 rs139394764 rs191110114 rs150062263 rs146594458 rs140150636 rs2847439 rs183434990 rs115992859 rs144030776 rs187514970 rs192179023 rs28812870 rs183248363 rs143012417 rs151144565 rs58556470 chr21:14601276:I rs192621714 rs2775537 rs28818026 rs2775538 rs144652981 rs148089053 rs142004045 rs146167043 rs184235378 rs7280939 rs146371303 rs9984084 rs2775539 rs145457206 rs148837300 rs145286248 rs7277437 rs189613767 rs192694529 rs2775540 rs184893924 rs188780340 rs181582450 rs186136280 rs189230856 rs182518502 rs148246890 rs2742196 rs2775541 rs138145345 rs78671482 rs185924852 rs191223461 rs182795285 rs146064797 rs113488781 rs148570997 rs2847438 rs150753326 rs2266522 rs2775542 rs2847437 rs190503430 rs2489811 rs145559206 rs2266579 rs117199162 rs148889106 rs183112383 rs143697925 rs2509602 rs187613794 rs141309661 rs142238641 rs193073818 rs145921656 rs2472734 rs184232047 rs2996983 rs187439084 rs148421069 rs192726503 rs183856609 rs188620086 rs143525930 rs191789468 rs147128986 rs184274987 rs140338470 rs189089780 rs59639171 rs28735039 rs182097062 rs185702172 rs189013029 rs111344358 rs180979537 chr21:14606638:D rs57808550 rs146786630 rs2261012 rs185605320 rs2996994 rs148156980 rs186076144 rs191863489 rs183663581 rs189106252 rs2996997 rs2260980 rs2996998 rs143513541 rs182125801 rs186771342 rs191636497 rs147178536 rs184155978 rs142716849 rs188191687 rs2258878 rs2996999 rs2801317 rs2334420 rs193164646 rs60994736 rs2258883 rs2258921 rs3895609 rs4098522 rs2775543 rs2775544 rs59305888 rs59218139 rs117689343 rs190734430 rs139238173 rs141780513 rs182017395 rs145854043 rs183732092 rs57413546 rs188449320 rs181080808 rs2801316 rs150708361 rs185729838 rs191433044 rs137951476 rs149536219 rs139912365 rs143343242 rs146249016 rs2801315 rs2847447 rs182055248 rs140961128 rs9977764 rs149845660 rs147965998 rs2847446 rs192220071 rs147076227 rs138484199 rs114446539 rs143523340 rs183423038 rs186636813 rs141648943 rs145945206 rs189730713 rs73891569 rs182395065 rs188325323 rs192853418 rs185206676 rs188522342 rs192496076 rs184919460 rs141852088 rs2259079 rs188119020 rs191479581 rs2259085 rs142254469 rs147882544 rs184627412 rs189758967 rs181414313 rs186926545 rs189115735 rs2259093 rs181733778 rs2259138 rs186300708 rs2259144 rs189582002 rs149065854 rs182273369 rs186077839 rs191370839 rs144561550 rs2801314 rs138531267 rs2775545 rs145607826 rs148028007 rs183199791 rs8127759 rs188654447 rs192184321 rs183260584 rs187970592 rs73891571 rs2847445 rs192596819 rs139921329 rs184406130 rs145427084 rs2257425 rs2257427 rs142390309 rs7279955 rs189332429 rs192904813 rs184777783 rs188786601 rs144712746 rs2775546 rs146663890 rs115511342 rs181593109 rs60314052 rs145541830 rs138068289 rs186148691 rs2847444 rs189251125 rs112465320 rs148257291 rs143106977 rs9980988 rs182270658 rs139854559 rs186055593 rs143798027 rs190973805 rs150620133 rs183098986 rs149855141 rs139731628 rs2801312 rs146705782 rs186397886 rs140297761 rs116046950 rs190515824 rs182945499 rs187628890 rs8129774 rs150932177 rs74557379 rs62213981 rs141368199 rs192488526 rs146987344 rs184082763 rs143914154 rs148310299 rs187688573 rs150912918 rs144366947 rs192365958 rs2801309 rs142211526 rs113971599 rs141460135 rs184749096 rs146970651 rs2334427 rs150232205 rs2259468 rs144688074 rs2259427 rs2489815 rs191798099 rs2481805 rs141670447 rs2997017 rs189105638 rs150544750 rs182394446 rs118057988 rs8129823 rs185574374 rs2259379 rs116858167 rs189312058 rs180945961 chr21:14621400:I rs117248540 rs149093797 rs2821787 rs185413571 rs149394451 rs144797387 rs190171972 rs181407640 rs9636987 rs141207517 rs3852958 rs2801308 rs2259342 rs117793173 rs186080345 rs145567159 rs2801307 rs4816719 rs191588313 rs183892967 rs9983663 rs188842016 rs190927209 rs182486789 rs186775156 rs147386658 rs191654613 rs184164133 rs113100602 rs59920380 rs2801306 rs185567283 rs190287373 rs13050923 rs148678687 rs8129897 rs2801304 rs144276313 rs112736108 rs141308707 rs8128737 rs2801303 rs143537158 rs2801302 rs188467961 rs181082421 rs112052314 rs185735287 rs191700627 rs2489817 rs9305755 rs142576605 rs8133220 rs3875442 rs117812015 rs181813275 rs140053630 rs187088283 chr21:14626848:I rs2481807 rs151246533 rs191915924 rs183433866 rs186649249 rs2981636 rs189731078 rs182398239 rs188058024 rs192964899 chr21:14627454:D rs183350972 rs2742152 rs145390449 rs2742153 rs193092661 rs2801301 rs184925484 rs142656004 rs146670109 rs2821788 rs2801300 rs142054797 rs188121234 rs148188011 rs35908161 rs191485145 rs150302845 rs78049048 rs117845536 rs117951466 rs142673165 rs184057639 rs189487830 rs145996147 rs181534018 rs139943040 rs13047635 rs144749761 rs186716877 rs148538959 rs190431527 rs181735382 rs186306669 rs2261645 rs151037946 rs189597360 rs2261650 rs2775547 rs35617063 rs140982906 rs144968125 rs2775548 rs141780905 rs12481730 rs182122072 chr21:14631344:D rs186211393 rs145497957 rs191134450 rs183449361 rs2801298 rs35565939 rs192186741 rs2742154 rs2801297 chr21:14631649:I rs148850995 rs2801296 rs183263621 rs2489819 rs187982989 rs4297972 rs8131398 rs2742155 rs149591636 rs147243281 rs2742156 rs2775549 rs142899106 rs151091991 rs140185040 rs150335481 rs192607984 rs183725426 rs146415669 rs2801295 rs189620193 rs192704119 rs115873510 rs138745178 rs184908482 rs148904283 rs7281064 rs148045007 rs189836954 rs181596370 rs4239813 rs2775550 rs185967489 rs4816723 rs9981561 rs189258060 rs140929956 rs182001751 rs185932613 rs4575804 rs191039687 rs182806555 rs2997023 rs138022838 rs186615906 rs190523740 rs139091762 rs147454767 rs60975486 rs2775551 rs9982702 rs141990923 rs182959825 rs187637122 rs191000766 rs2775552 rs184239112 rs2261601 rs187449171 rs146366113 rs139845014 rs192740656 rs145459595 rs184618861 rs186917242 rs191816501 rs184290384 rs2257385 rs147834748 rs189109658 rs2821790 rs181727800 rs148365212 rs185723088 rs139731673 chr21:14638138:I rs189030115 rs180985723 rs186070036 rs111929913 rs140598453 rs144564785 rs190188857 rs113405933 rs9984752 rs2742158 rs181407839 rs151055182 rs140990632 rs59122961 rs186084438 rs190660165 rs183683755 rs189125619 rs190679658 rs2260810 rs73338996 rs182761575 rs138747926 rs186791464 rs142246566 rs2821791 rs191654816 rs144349899 rs2260853 rs144498058 rs183988349 rs9712799 rs187230100 rs193170180 rs149918105 rs2260895 rs141100153 rs185443883 rs2996938 rs143970416 chr21:14642813:D rs190546694 rs2742159 rs112033346 chr21:14643208:I rs2775553 rs2260932 rs2775554 rs184433502 rs35685218 rs146806385 rs181093163 rs2742161 rs62214024 rs62214025 rs185747418 rs190507806 rs182075172 rs186906454 rs139804235 rs192238440 rs184080595 rs184884484 rs189748082 rs142755980 rs182408424 rs187091351 rs192759894 rs183602416 rs144183272 rs146540221 rs149775997 rs149007156 rs188538327 rs147077223 chr21:14646148:D rs193251809 chr21:14646297:D chr21:14646323:D rs184929772 rs2821793 rs2742170 rs146965309 rs116390014 rs188135555 rs191496004 rs184067868 rs146241777 rs189769313 rs61613075 rs181425976 rs186943306 rs2821794 rs189992928 rs2260328 rs2821795 rs2260321 rs186322932 rs145714232 rs189599491 rs147714424 rs2260320 rs142575473 rs182127053 rs185203596 rs149060232 rs71321661 rs183215527 rs145597086 chr21:14649231:D rs188480849 rs192923611 rs183269910 rs187986932 rs2821796 rs192614229 rs2981639 rs189349559 rs73891573 rs139731133 rs192817474 rs184797946 rs190103189 rs2801284 rs181603948 rs2801283 rs2775557 rs184433861 rs62211557 chr21:14651796:I rs189259950 rs145266704 rs182011061 rs2742180 rs141121025 rs186072547 rs150860920 rs73891574 rs2260139 rs115725006 rs3869758 rs140982759 rs149862850 rs190798953 rs181126353 rs186435870 rs2260104 rs191727891 rs182967588 rs151161924 rs187639092 rs2775558 rs191013222 rs183371504 rs187708219 rs192375482 rs184776511 rs187889685 rs113826430 rs191826067 chr21:14654544:D rs56690973 rs148868235 rs143563783 rs2775559 rs2775560 rs184298634 rs189123789 rs181730766 rs2801281 rs4036513 rs185595965 rs189324087 rs180962622 rs186205306 rs139186876 rs111266035 rs117734249 rs146415615 rs148621206 rs142070512 rs112212035 rs11088570 rs112938762 rs61309118 rs147626419 rs9977466 rs146611773 rs185900175 chr21:14656626:I rs864194 rs149342475 rs55743413 rs190666593 rs865859 rs148155255 rs183259278 rs142439745 rs145959451 rs139527977 rs149654400 rs188860135 chr21:14657412:D rs145466289 rs846172 rs28413672 rs846173 rs142205596 rs145997352 rs112938592 rs28716525 chr21:14658501:D rs182511516 rs188025945 rs140501962 rs150400169 rs2258300 rs2775561 rs113398383 rs139025018 rs2258303 rs191669918 rs183995947 rs187241604 rs146365790 rs148209607 rs141227355 rs150718815 rs192162719 rs185582171 rs139056027 chr21:14660088:D rs2258432 rs190305638 rs193290327 rs184321964 rs188288854 rs140611216 rs34915238 rs185756611 rs188952558 rs181642555 rs2821797 rs187107562 rs191934582 rs9979007 rs9983913 rs151032090 rs184892714 rs2801272 rs138991298 rs140722611 rs2258527 rs145786811 rs189752427 rs182416009 rs187094651 chr21:14662346:D rs191806222 rs2801271 rs183373373 rs188829430 rs118066229 rs193096658 rs143368443 rs185711742 rs188143042 rs191507442 rs183890379 rs188611509 rs181566646 rs9983431 rs186745463 rs190254913 rs181949722 rs150765735 rs2989123 rs186334956 chr21:14664374:D rs189609000 chr21:14664403:D rs149934849 rs114861148 rs182135365 rs141300397 rs143544788 rs185215791 rs2821798 rs191156375 rs12482794 rs183463619 rs188202316 rs151086224 rs150245535 rs193167905 rs12483325 rs143564228 rs145761393 rs2742182 rs183721900 rs148487197 rs187801676 rs192619143 rs141711689 rs150565173 rs2742183 rs13048107 rs143746926 rs11910927 chr21:14666692:D rs139554343 rs149988102 rs2775562 rs149220532 rs186969729 rs192535622 rs7275943 rs142040374 rs145899499 rs184922724 rs2742184 rs189856090 rs62213461 rs141135098 rs182070239 rs116787324 rs184440994 rs35618584 rs189269491 rs182017743 rs149547264 rs139637804 rs185076258 rs191053147 rs147785238 rs181138550 rs186644875 rs191289263 rs182975301 rs148853168 rs187652660 rs1148737 rs191021354 rs183379656 rs187461049 rs192747960 rs2801270 rs2821799 rs147993651 rs184639760 rs188182018 rs192776237 rs184306602 rs189129535 rs62213463 rs181738397 rs6517696 rs60378503 chr21:14671196:D rs147528709 rs184751943 rs189050508 rs180792644 rs147730305 rs140193171 rs186083655 rs149912372 rs144886426 rs191380281 rs112651188 rs138729904 rs181424292 rs185906714 chr21:14672413:D rs148040869 rs190674991 rs111348913 rs147459526 rs140181759 rs183266589 rs189146700 rs192056071 rs182774849 rs7364034 rs187752589 rs142413781 rs191676403 chr21:14673353:I rs182545748 rs187246432 rs192173305 rs139518160 rs1148735 rs7280495 rs185271357 rs2801266 rs143124759 rs61635767 rs145595100 rs112700376 rs193139737 chr21:14674584:D rs184455835 rs1148734 rs189183884 rs181116074 rs144079931 rs185762936 rs34591145 rs140011785 rs188962780 rs144792383 rs181532865 rs186921242 rs192260101 rs184092896 rs185907541 rs189761937 rs182424499 rs186915393 rs191816183 rs183501751 rs139862633 rs2259172 rs188394221 rs193251348 rs146659777 rs185718008 rs2259176 rs188226005 rs191535979 rs12482175 rs2259207 rs183873079 rs145590554 rs188537723 rs1148733 rs2742188 rs61000532 rs114687501 rs2801265 rs186773105 rs190166594 rs138406136 rs182347209 rs143808515 rs187332511 rs114729601 rs190987984 rs182102113 rs1296961 rs139723251 rs185123281 rs142970310 rs146203572 rs189929929 rs183219703 rs2821801 rs148690059 chr21:14679783:I rs142235189 rs188625115 rs191728157 rs183971297 rs1296962 rs187781124 rs192564542 rs183631348 rs8127676 rs149002322 rs1296963 rs186799756 rs138490128 rs1296964 rs1296965 rs192902656 rs184928652 rs190167962 rs181622960 rs139481175 rs184399921 rs149671035 rs189177515 chr21:14681600:D rs181894221 rs145194357 rs115287248 chr21:14681922:D rs185071717 rs8129020 rs2775731 rs140430592 rs138456225 rs189879856 rs28630667 rs138977866 rs181241119 chr21:14682638:I rs112334440 rs148226309 rs141127583 rs186478970 rs2821802 chr21:14683189:D rs149724565 rs145736109 rs191508497 rs183296980 rs148536338 rs187540556 rs190841384 rs2489798 rs3989231 rs183552558 rs1296966 rs140537242 rs186748561 rs192447014 rs184794290 rs1296967 rs187857904 rs1296968 rs192936441 rs184185972 rs137938956 rs1296969 rs181850718 rs184825048 rs189369219 rs180761481 rs186145574 rs191013724 rs181284434 chr21:14685587:I rs111650591 rs3119504 rs190788982 rs150782104 rs2742192 rs183309844 rs146542714 rs2775808 chr21:14686180:D rs186517464 rs2989192 rs192370770 rs182401129 rs187885310 rs12482365 rs141209276 rs146947571 rs116045355 chr21:14687498:D rs192702937 rs2801256 rs148042987 rs142577902 rs182683037 rs187316450 rs192216577 rs184413427 rs116903588 rs190248575 rs193262298 chr21:14688148:D rs3126353 rs2821803 rs2821804 rs150069774 rs184119648 rs2747321 rs1296972 rs113816396 rs148200869 rs150367149 rs138147542 rs185826380 rs142512150 rs146003082 rs188975706 rs181504306 rs187018963 rs142091320 rs144668215 rs191810432 rs2259605 rs147942237 rs149701805 rs184245351 rs185925021 rs143447873 rs191170020 rs138089321 rs141157356 rs144775666 rs141461664 rs182457700 rs138217255 rs113138623 chr21:14690518:D rs1296973 rs147255725 rs191744898 rs2821806 rs182741741 rs188668320 rs117361957 rs140048719 rs193091909 rs117317018 rs1296974 rs146438828 rs146761741 rs185840359 rs189100934 rs191527976 chr21:14691527:I rs183863571 rs188527707 rs181296992 rs139071887 rs139412076 rs148428804 rs186751423 rs190409782 rs2775587 rs139796077 rs3117270 rs182039569 rs146742805 rs115443266 rs146476363 rs187592025 rs190978310 rs142033730 rs59435256 rs61376373 rs76817341 rs3119488 rs180722887 rs2259403 rs144465687 rs185112943 rs189921982 rs151013938 rs183445942 rs144412394 rs116975558 rs3119493 rs188336080 rs192010145 rs147035650 chr21:14694048:D rs138166854 rs61412467 rs183778961 rs188931254 rs192559717 rs183620187 rs2747319 rs191755799 rs2775590 chr21:14694913:I rs117369169 rs2262650 rs185029067 rs150714402 rs138995657 rs189905411 rs144392083 rs151065177 rs140909831 rs2747318 rs145859469 rs142968202 rs148013603 rs141611371 rs116015632 rs147402033 rs114618234 rs149931221 rs148747101 rs2474073 rs140712867 rs116644595 rs3117268 rs149491242 rs141715879 rs150570734 rs2801299 rs149809881 rs146336121 rs181702359 rs185232491 rs144214601 rs146625803 rs142392255 rs10222140 rs140771560 rs138724845 rs141092350 rs189171624 rs146934439 rs138188876 rs144032009 rs181888170 rs146324687 rs185061792 rs2747313 rs71237737 rs9984405 rs189872239 rs149862475 rs145870554 rs181212587 rs145577660 rs3126355 rs116992825 rs28819249 rs191260404 rs183509742 rs3117267 rs146253572 rs3126357 rs57447031 rs187532924 rs148706233 rs150896757 rs111800763 chr21:14700259:D rs191036748 rs183546582 rs145091165 rs144950266 rs61249511 rs186742314 rs151218303 rs191541992 rs138069700 rs142570398 rs2747308 rs2747307 rs144141697 rs118157311 rs115685186 rs184441834 rs7276553 rs192729795 rs7510514 rs185092629 rs189119645 rs140978018 chr21:14702897:I chr21:14702903:D rs148320484 rs58152400 rs59462904 rs188057346 rs180756740 rs186005179 chr21:14703500:I rs56413131 rs189680020 rs60885359 rs2747302 rs181465944 rs3117265 rs2261930 rs186069459 rs190779179 rs183305251 rs117198800 rs186350499 chr21:14705442:D chr21:14705448:D rs2747294 rs9977804 rs182647209 rs187606930 rs192905734 rs182673763 rs141601248 rs187310508 rs192204739 rs149615401 chr21:14707227:D rs184407193 chr21:14707360:I rs189181025 rs193104272 rs184473729 chr21:14707942:I rs189347617 chr21:14709032:D rs149935660 rs181244798 rs3117263 rs148931666 chr21:14709843:I rs117812082 rs3126365 rs185818058 rs188766168 rs142503637 rs145936154 rs149251497 rs181497468 rs186130322 rs192100940 rs11910476 rs11909026 rs11909027 rs11909658 rs186046126 rs11910498 rs140805901 rs190912099 rs182452140 rs11909716 rs3926822 rs3926823 rs3117262 rs145398526 rs2989179 rs2821807 rs182732366 rs142150616 rs188379694 rs193246772 rs148224834 rs185703449 rs189377032 rs191325176 rs150726847 rs2831407 rs143773001 rs144433492 rs2821808 rs141091628 rs183856888 rs146878524 rs140646948 rs188523248 rs145834635 rs148862823 rs2821809 rs147970725 chr21:14714999:I rs61496694 rs3126371 rs113229331 rs142796776 rs113064995 rs181288782 rs139303780 rs3126372 rs150019633 rs144290313 rs184525698 rs2474059 rs190148475 rs182323280 rs4297973 rs4263197 rs187319073 rs4508691 rs192374964 rs180715780 rs138906578 rs185102857 rs189911943 rs182686101 rs188605277 rs148022595 rs191715444 rs2821811 rs3126374 rs183766605 rs17239865 rs143566941 rs3119497 rs9305782 rs150051214 rs113494652 rs192549231 rs149184347 rs183616710 rs142411801 rs186974969 rs147584245 rs3117260 rs140099928 rs60306339 rs11088593 chr21:14718920:D chr21:14718924:D rs3119498 rs191745068 rs184907109 rs190154023 rs181563585 rs185336548 rs190211887 rs116902445 rs139466149 rs117281973 rs141852502 rs140021869 rs2821813 rs181883424 rs185057898 rs148816039 rs189857340 rs151004921 rs181123445 rs3875506 rs3875507 rs186251542 rs138639471 rs191492266 rs138335683 rs144248175 rs2821815 rs183258728 rs141597315 rs188672566 rs8129679 rs147538055 rs140032899 rs2775721 rs11909325 rs9982443 rs186729270 rs191532219 rs2792477 rs143435077 rs146763243 rs184566672 rs187835226 rs192926051 rs184980882 rs189113337 rs192441059 rs184806869 rs140323710 chr21:14724691:D chr21:14724759:D chr21:14724787:D rs189421791 chr21:14724926:I rs180749386 rs186124876 rs189385955 rs148107428 rs8175228 rs2821816 rs138681317 rs142998608 rs181598252 rs138551819 rs143974837 rs114673230 rs186719977 rs190768892 rs2481813 rs186346926 rs191094190 rs116543827 chr21:14727330:D rs117523947 rs62213530 rs144095066 rs182373726 rs187867018 rs143263930 rs192691778 rs183422793 rs187301968 rs3119499 rs3119500 rs146196188 rs191979348 rs139400301 rs115843694 rs3126378 chr21:14730001:D rs184400219 rs151010821 rs59285427 rs59224812 rs189178931 rs147657517 rs193257264 rs184339733 rs143381065 chr21:14730896:D rs3126379 rs141681045 rs55921341 rs114308459 rs189624260 rs151206773 rs139675968 rs181225947 rs145402339 chr21:14731928:D rs185806494 chr21:14731990:D rs147700002 rs188757892 rs150202230 rs145855273 rs181492565 rs186128222 rs190835295 rs73891585 rs184229992 rs185907230 rs9974433 rs138380390 rs191148147 rs142959881 rs182664020 rs186892066 rs116049166 rs145318663 rs141619699 rs4482575 rs150516562 rs139619473 rs182724350 rs4328713 rs73891586 rs139637649 rs2775743 rs193085373 rs185827227 rs187526503 rs145254564 rs115448827 rs2982809 rs142271840 rs140450247 rs117555565 rs141330395 rs2821819 rs137924317 rs192610700 rs2989187 rs148181537 rs141162716 rs147422195 rs138229674 chr21:14734760:D rs113296044 rs183852474 rs17842435 rs146630973 rs9977359 rs3126383 rs140552959 rs9305789 rs188515076 rs181281778 rs184511849 rs190393715 rs182025240 rs146939113 rs138203290 rs187268412 rs143775024 rs9984508 rs2260242 rs2821821 rs141268815 rs180711406 rs3126387 rs142740962 chr21:14736741:D rs185100798 rs145877856 rs2821822 rs142941292 rs2474054 rs151164521 rs147552240 rs141961379 rs9976486 rs148112609 rs182680098 rs187318116 rs2792501 rs191999652 rs114065335 rs140010301 rs9979497 rs74313241 rs188914044 rs193107791 rs183607720 rs150035783 rs186962452 rs191741015 rs145376494 rs145084692 rs2821824 rs184288972 rs2334442 rs2747259 rs2821825 rs140417843 rs2334445 rs2257459 rs189677268 rs181668599 rs3117259 rs2821826 rs185219656 rs150694172 rs2775756 rs144836185 rs149665773 chr21:14739982:I rs111228154 rs182031361 rs2821827 rs185046950 rs62213534 rs189853197 rs181118009 rs186394955 rs191242898 rs183494972 rs2982800 rs28715391 rs2989188 rs2775757 rs186725560 rs79214693 rs28512411 rs144808566 rs138865014 rs182355432 rs2257872 rs117789304 rs188109062 rs192719214 rs2821828 rs185284220 rs149568816 rs2481815 rs139382916 rs143184084 rs2747349 rs2265260 rs78613372 rs139001868 rs149887923 rs2821829 rs190150597 rs3117258 rs60273509 rs2821830 rs3117257 rs3117273 rs184803522 rs146417235 rs28369165 rs9974314 rs146763543 rs8129495 rs189415592 rs180717303 rs146349090 rs73153658 rs74846832 rs185989294 rs142613681 rs150993799 rs189663612 rs139574181 rs144672344 rs2747343 rs2747251 rs181455395 rs2747250 rs186916760 rs190762494 rs145406633 rs149229365 rs138459404 rs9982420 rs3843783 rs183295830 rs3843784 rs9980593 rs186329274 rs2747249 rs149525682 rs112335608 rs182630675 rs187784336 rs192895321 rs28499315 rs183142354 rs4450709 rs188577987 rs2747247 rs2747246 rs191976923 rs184386264 rs55923962 rs140657062 chr21:14746049:D rs2474042 rs35025613 rs35515279 rs150579531 rs1976779 rs36070698 rs2747244 rs3117255 rs189324677 rs142292256 chr21:14746838:D chr21:14746889:I rs2747243 rs181230826 chr21:14747016:D rs186473011 rs2747342 rs188757679 rs2747242 rs2747341 rs2747241 rs11088611 rs60743884 rs181475674 rs186114697 chr21:14747373:I rs191034820 rs12627446 rs4818286 rs3853865 rs150951638 rs2982791 rs182313715 rs141150101 rs138227780 chr21:14748548:D rs148321843 rs2775758 rs2747340 rs146148307 rs9981147 rs2747339 rs144764815 rs186022679 rs148561183 rs114533489 rs144277639 rs2747338 chr21:14749184:D rs141109983 rs190893648 rs182941895 rs2747238 rs3117271 rs8131117 rs186887072 rs11910995 rs145672791 rs138353738 rs61481436 chr21:14750462:I rs190136459 rs182719755 rs148301630 rs187527662 rs2775760 chr21:14750773:D rs139341484 rs193244115 rs145594338 rs139610192 rs71201709 rs2775761 rs145482583 rs138315066 rs2775762 rs2747236 rs8130043 rs28373797 rs6517735 rs187771971 rs28637606 rs192205442 rs7281196 rs7279480 rs7283912 rs112753136 rs116627383 rs184520496 rs188500879 rs2775763 rs144092016 rs146472623 rs181434761 rs141033397 rs184509809 rs189207500 rs113532266 rs9974910 rs2775764 rs116979268 rs182298036 rs138536520 rs144055938 rs2747336 rs146904592 rs187080997 rs9975303 rs9977626 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3.2 5.3 2.3 3 -6.5 3 5.5 1.8 3 -7.7 3.8 6.7 2.2 3 -7.7 2.6 6.9 2.3 3 -6 2.2 5 1.5 3 -6.9 3.2 5.7 2.3 3 -5.6 2.8 4.9 2 3 -7.7 2.8 6.7 2 3 -6.3 2.7 4.9 1.8 3 -6.7 3.3 5.7 2.1 3 -7.2 3.2 6 1.8 3 -6.2 2.8 4.8 1.8 3 -6.1 3 4.9 1.8 3 -6.4 2.8 5.6 2.1 3 -7.2 3 5.8 1.6 3 -7.4 2.8 6.1 1.9 3 -7.9 3.8 6.4 2 3 -6.4 2.8 5.6 2.2 3 -6.3 2.8 5.1 1.5 3 -6.1 2.6 5.6 1.4 3 -7.7 3 6.1 2.3 3 -6.3 3.4 5.6 2.4 3 -6.4 3.1 5.5 1.8 3 -6 3 4.8 1.8 3 -6.9 3.1 5.4 2.1 3 -6.7 3.1 5.6 2.4 3 -6.9 3.1 5.1 2.3 3 -5.8 2.7 5.1 1.9 3 -6.8 3.2 5.9 2.3 3 -6.7 3.3 5.7 2.5 3 -6.7 3 5.2 2.3 3 -6.3 2.5 5 1.9 3 -6.5 3 5.2 2 3 -6.2 3.4 5.4 2.3 3 -5.9 3 5.1 1.8 3 diff --git a/test_data/surv.dat b/test_data/surv.dat deleted file mode 100644 index c59b8bbcf..000000000 --- a/test_data/surv.dat +++ /dev/null @@ -1,138 +0,0 @@ -trt celltype time status karno diagtime age prior -1 1 72 1 60 7 69 0 -1 1 411 1 70 5 64 10 -1 1 228 1 60 3 38 0 -1 1 126 1 60 9 63 10 -1 1 118 1 70 11 65 10 -1 1 10 1 20 5 49 0 -1 1 82 1 40 10 69 10 -1 1 110 1 80 29 68 0 -1 1 314 1 50 18 43 0 -1 1 100 0 70 6 70 0 -1 1 42 1 60 4 81 0 -1 1 8 1 40 58 63 10 -1 1 144 1 30 4 63 0 -1 1 25 0 80 9 52 10 -1 1 11 1 70 11 48 10 -1 2 30 1 60 3 61 0 -1 2 384 1 60 9 42 0 -1 2 4 1 40 2 35 0 -1 2 54 1 80 4 63 10 -1 2 13 1 60 4 56 0 -1 2 123 0 40 3 55 0 -1 2 97 0 60 5 67 0 -1 2 153 1 60 14 63 10 -1 2 59 1 30 2 65 0 -1 2 117 1 80 3 46 0 -1 2 16 1 30 4 53 10 -1 2 151 1 50 12 69 0 -1 2 22 1 60 4 68 0 -1 2 56 1 80 12 43 10 -1 2 21 1 40 2 55 10 -1 2 18 1 20 15 42 0 -1 2 139 1 80 2 64 0 -1 2 20 1 30 5 65 0 -1 2 31 1 75 3 65 0 -1 2 52 1 70 2 55 0 -1 2 287 1 60 25 66 10 -1 2 18 1 30 4 60 0 -1 2 51 1 60 1 67 0 -1 2 122 1 80 28 53 0 -1 2 27 1 60 8 62 0 -1 2 54 1 70 1 67 0 -1 2 7 1 50 7 72 0 -1 2 63 1 50 11 48 0 -1 2 392 1 40 4 68 0 -1 2 10 1 40 23 67 10 -1 3 8 1 20 19 61 10 -1 3 92 1 70 10 60 0 -1 3 35 1 40 6 62 0 -1 3 117 1 80 2 38 0 -1 3 132 1 80 5 50 0 -1 3 12 1 50 4 63 10 -1 3 162 1 80 5 64 0 -1 3 3 1 30 3 43 0 -1 3 95 1 80 4 34 0 -1 4 177 1 50 16 66 10 -1 4 162 1 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-2 2 95 1 70 1 61 0 -2 2 80 1 50 17 71 0 -2 2 51 1 30 87 59 10 -2 2 29 1 40 8 67 0 -2 3 24 1 40 2 60 0 -2 3 18 1 40 5 69 10 -2 3 83 0 99 3 57 0 -2 3 31 1 80 3 39 0 -2 3 51 1 60 5 62 0 -2 3 90 1 60 22 50 10 -2 3 52 1 60 3 43 0 -2 3 73 1 60 3 70 0 -2 3 8 1 50 5 66 0 -2 3 36 1 70 8 61 0 -2 3 48 1 10 4 81 0 -2 3 7 1 40 4 58 0 -2 3 140 1 70 3 63 0 -2 3 186 1 90 3 60 0 -2 3 84 1 80 4 62 10 -2 3 19 1 50 10 42 0 -2 3 45 1 40 3 69 0 -2 3 80 1 40 4 63 0 -2 4 52 1 60 4 45 0 -2 4 164 1 70 15 68 10 -2 4 19 1 30 4 39 10 -2 4 53 1 60 12 66 0 -2 4 15 1 30 5 63 0 -2 4 43 1 60 11 49 10 -2 4 340 1 80 10 64 10 -2 4 133 1 75 1 65 0 -2 4 111 1 60 5 64 0 -2 4 231 1 70 18 67 10 -2 4 378 1 80 4 65 0 -2 4 49 1 30 3 37 0 diff --git a/test_data/surv_gwa.dat b/test_data/surv_gwa.dat deleted file mode 100644 index e9dd1693b..000000000 --- a/test_data/surv_gwa.dat +++ /dev/null @@ -1,132 +0,0 @@ - trt celltype time status karno diagtime age prior rs193112405 rs184331912 rs188055132 rs75530065 rs185467816 rs147722345 rs143418343 rs6423598 rs181638396 chr21.10017040.D rs186837157 rs192176468 chr21.10026774.D rs183788068 rs186543034 rs189811625 chr21.10031582.D chr21.10031757.D chr21.10087971.D rs142854777 chr21.10090352.I chr21.10094190.D chr21.10110750.D rs182476108 chr21.10116734.D chr21.10130544.D chr21.10131620.D rs186991562 rs192727565 chr21.10132145.I rs77270112 chr21.10139404.I chr21.10140741.I chr21.10144929.I chr21.10148322.D chr21.10151317.D chr21.10154118.D chr21.10175412.I rs74700993 rs146234826 rs188455819 chr21.10185007.D rs142263319 rs193180963 rs140909560 rs184636539 rs189473881 rs138661895 chr21.10204041.D rs139124670 rs140777501 chr21.10205704.I rs141493607 rs150848991 rs78756897 rs145250409 rs147604003 chr21.10214665.D rs1920863 rs148119854 rs183658892 rs145115763 rs188418766 rs139476943 rs78808861 rs181358577 rs147627422 rs186691549 rs2677974 rs78819176 chr21.10390631.D chr21.10396879.I chr21.10397212.D rs189931772 chr21.10400983.D chr21.10401193.D rs146901603 chr21.10401575.D chr21.10402526.D rs138358406 rs3932366 rs182146582 rs186432207 rs4117943 chr21.10404352.D rs2948884 rs141729039 chr21.10405723.D rs141393143 chr21.10409569.D rs141320268 rs150763443 rs142130925 chr21.10423770.I rs182123160 rs149250590 rs185371345 chr21.10425689.D rs191309004 chr21.10431011.I chr21.10434436.D chr21.10437883.I chr21.10438289.D rs182876375 rs140731505 chr21.10438824.D rs67020078 rs191531082 rs142927916 rs182904698 rs146034649 chr21.10442053.D rs187583733 chr21.10443103.D chr21.10445174.I rs150697835 chr21.10446361.I chr21.10446927.D rs3879248 rs192571911 rs183531571 rs187532543 rs143058203 rs145762942 rs192786618 chr21.10452384.D rs184711106 rs143146659 chr21.10459192.D chr21.10460068.D chr21.10463151.D chr21.10463797.D rs4117824 rs10908023 chr21.10465776.D rs190033950 chr21.10467350.D chr21.10469319.D rs2677962 chr21.10471241.D rs146335593 chr21.10472761.D chr21.10473575.I rs181442703 rs138623100 rs4096633 rs3927281 rs142377862 chr21.10477027.D rs189331114 rs79310551 rs181985670 rs138350674 rs186519007 rs190707895 rs77236540 rs75392022 rs181043854 rs150085693 rs142297188 rs186329979 rs141353341 rs146890849 rs191465932 rs182770049 rs140715724 rs143045267 rs187461713 rs190618201 rs183184093 rs189220754 chr21.10490746.I rs192306979 rs184492565 rs187816113 rs191831677 rs184424885 rs146324052 rs4562432 rs141908759 rs188984140 rs4117850 chr21.10494037.D rs140553351 rs181700031 rs185511602 rs143165131 chr21.10495426.D rs190815582 rs180725506 rs141512182 rs186154089 rs4506328 rs78824354 rs139877286 rs191079477 rs138223583 chr21.10503271.D chr21.10504868.I chr21.10506211.D rs147600741 chr21.10506941.D chr21.10506948.D chr21.10507885.I chr21.10508376.D rs141971181 rs4271065 rs145269263 chr21.10514168.D chr21.10514517.I rs137883464 rs144093636 rs139009206 rs148035049 rs147229929 rs2773059 rs145923605 rs181127295 rs185609664 rs4913085 rs147794629 rs190463453 chr21.10520184.D chr21.10520875.D rs183058282 rs149393805 chr21.10521895.D rs140388788 rs186996805 rs139465224 rs143982040 rs146505824 rs192327350 rs182423742 rs138478015 rs187953332 rs191535743 rs182609601 rs4542028 rs187312724 rs146223382 rs192137174 chr21.10530838.I rs185288442 chr21.10531033.I rs150683654 rs149610243 rs190256731 rs193276666 rs144405492 chr21.10534548.I chr21.10534826.D chr21.10536027.I chr21.10538151.I rs4085051 rs139989565 rs144599702 rs139618513 rs185675639 rs188101768 rs76791591 rs181002293 rs146671224 chr21.10543119.D rs149787565 rs185459315 rs188563210 rs143857361 chr21.10545903.D chr21.10550220.I rs181504843 rs187026301 rs144169403 chr21.10551967.D rs141034087 rs148462864 rs139903548 chr21.10553510.I chr21.10553864.D rs191865336 chr21.10559748.I chr21.10560314.D rs183971195 chr21.10562560.D chr21.10563293.I rs187354501 rs189799557 rs182467799 rs186985702 rs137875821 rs191841866 rs141617427 rs183324035 chr21.10568410.D rs140966839 chr21.10569087.D chr21.10570228.D rs143626888 chr21.10570941.D rs188584385 rs192975911 rs185652853 chr21.10574059.D chr21.10574330.D rs189509125 rs191104765 rs71212026 rs143409954 rs139137409 rs183652682 rs4913158 chr21.10577895.D rs142769023 rs188407758 rs151293717 chr21.10579687.D chr21.10582598.D rs138324088 rs146151473 rs71258113 rs76521161 rs145238102 rs4913164 rs181472974 rs150439262 rs186478060 rs190176109 rs78576860 chr21.10594094.D chr21.10595056.I rs181870662 chr21.10595600.I rs140772829 rs144823533 rs186420299 rs77019293 chr21.10597488.I rs140061905 rs191041090 rs143000965 rs71251619 rs71251618 rs146414624 rs180696253 rs185407401 rs79143205 rs76839037 rs189967141 rs183225668 chr21.10599655.D rs188148810 rs191830314 rs138489489 rs79923108 rs183441145 rs139011488 rs71239708 rs140582973 rs145810432 rs187570595 rs192570903 rs71237802 rs183523635 chr21.10603093.D rs186578262 rs146918369 chr21.10606359.D chr21.10607790.D chr21.10609042.I rs192455723 rs184848572 chr21.10612904.D rs1810830 rs147200251 rs149208774 chr21.10615515.D rs189770816 rs181604341 chr21.10620753.I rs184562209 rs189364413 chr21.10627097.I rs79340257 rs71226158 chr21.10629615.D chr21.10629646.D rs141914927 rs79424858 rs186553365 rs191002013 rs181070258 rs4913101 rs143598424 rs186311872 rs4532698 rs191226557 rs138468783 rs182769865 chr21.10635624.D rs143356582 rs71247604 rs141402484 rs5016802 rs187446359 rs77193218 rs4534213 rs190606174 chr21.10642081.D chr21.10643410.I rs183181010 rs187917117 rs149515435 rs142893237 rs142759975 rs146057114 rs192702417 chr21.10708170.I rs28780449 rs111449816 rs57293975 chr21.10739833.D rs188092199 rs28795669 rs28812596 rs192733501 rs140408002 rs28866187 rs28862275 rs181735845 rs184913137 rs190398277 rs180716211 rs28786141 rs186021407 rs189739843 rs181105297 rs185604455 rs190459463 rs148086124 rs145175213 rs138944075 rs149418981 rs187177710 rs142766148 rs191986294 rs143284426 rs182661923 rs142002047 rs191571788 rs182657951 rs74520056 rs187346586 rs77950462 rs191968354 rs184570533 rs190501195 rs193123138 rs148489054 rs141613248 rs28837727 rs28763706 rs189107007 rs28848634 rs180999260 rs28863933 rs185457605 rs28773558 rs138609933 rs188547409 rs181384077 rs186807089 rs28778303 rs192166921 rs183812293 rs28785515 rs187652913 rs28707103 rs28736645 rs28971384 rs58181221 rs28472744 rs187016008 rs191837155 rs183560964 rs28451740 rs28606561 rs876054 rs28649627 rs146059987 rs188296049 rs28556701 rs149848151 rs148973299 rs28696714 rs193187551 rs185515914 chr21.10869503.D rs190821694 rs140255136 rs28562733 rs28569428 rs28714619 rs28397726 rs1395681 rs183639912 rs28786170 rs28824844 rs62212668 rs28579986 rs28578587 rs28742951 rs148328293 rs28404632 rs76494352 rs546413 rs28402924 rs548168 rs2031547 rs28582221 chr21.10885062.I rs549081 rs28415718 rs4089306 rs62212710 rs1828008 rs3879324 rs188401776 rs62212716 rs181261360 chr21.10888366.I rs28401703 rs28454112 rs57412273 chr21.10889846.D rs60489732 rs62212744 rs62212745 rs143514119 rs113679407 rs570355 rs28753910 rs62212750 rs62212751 rs113577713 rs62212752 rs62212753 rs28391760 rs28703713 rs180740683 rs185403057 rs567582 rs28543372 rs150002135 rs144294368 rs662617 rs138691268 rs28544501 rs28373707 rs138079095 rs189965144 rs182916309 rs188421830 rs28675995 rs28378309 rs57464554 rs28408675 rs28642265 rs28466888 chr21.10898370.D rs28430511 rs28450410 rs1948955 rs183690565 rs28564184 rs28407663 rs187557928 rs57836349 rs28804695 rs146480196 rs28796035 chr21.10903517.D rs4116312 rs303311 rs28497961 rs28455795 rs28454907 rs28616746 rs183519178 rs186575079 chr21.10906922 chr21.10906947 chr21.10906989 rs12627379 chr21.10908825 chr21.10908878 chr21.10908882 chr21.10908903 rs192799812 chr21.10910291 chr21.10910347 rs184756520 rs189867622 rs7276771 chr21.10914364 rs1960857 chr21.10916322 chr21.10916412 rs145032541 rs181511314 chr21.10920041 chr21.10920067 rs212146 chr21.10920176 rs185347636 chr21.10921934 chr21.10921939 chr21.10921964 chr21.10921974 rs138443027 rs137865643 rs9980995 rs212148 rs6582808 rs189357998 chr21.10926011.D rs181861403 rs462788 rs12626403 rs186548982 rs116936888 rs143217781 rs189805314 rs4913855 chr21.10934065 rs1828006 rs181071321 rs186162793 rs1925904 rs191457134 rs183290842 rs11184124 rs146695077 rs190602047 rs183177405 rs8130398 rs8130420 chr21.10942790 chr21.10942798 rs187950352 chr21.10944277.I rs116180341 chr21.10944640.D chr21.10944658 rs391305 rs184524075 rs140905490 rs187845381 rs210523 rs59736382 rs184283077 rs189018325 rs150136890 rs192311381 rs11184130 rs117144955 rs145711372 rs111362032 rs6582920 rs210527 chr21.10946278.D rs12373943 rs61032621 rs148685401 rs151187299 rs140347494 rs189470549 rs10433267 rs186147569 rs143823631 rs210530 rs149735443 rs210532 rs144087840 rs138322922 rs189456872 rs115913424 rs139268143 rs210535 rs112300607 chr21.10951256 chr21.10951273 rs181214187 chr21.10951477 chr21.10951724.D rs185602724 rs149309428 rs190493769 rs182899395 rs142773156 rs186100996 rs147676043 rs142602387 rs146909729 rs212129 chr21.10952944 rs192359468 rs210537 rs182467583 rs212130 rs71319776 rs187790084 rs62212564 rs192464916 rs144882033 rs212103 rs182653993 rs187333665 rs28639848 rs191957354 rs210513 rs144528749 rs147274400 rs112729690 rs8130327 rs150472 rs147886611 rs112969404 rs117705336 rs150067825 rs193274750 rs145131105 rs185663601 rs212108 rs11184132 rs189389484 chr21.10958584.I rs180995750 rs138011727 rs143616233 rs147204198 chr21.10959771 chr21.10959790 chr21.10959806 rs8132579 rs212113 rs117639691 rs7276537 rs147450542 chr21.10960197.D rs7276865 rs185286527 rs140866704 rs188585749 rs145435631 rs148825765 rs143465607 rs181420187 rs56906468 rs112594628 rs142308972 rs145917295 rs191712481 rs184003680 rs187389102 rs212116 rs191010265 rs143225625 rs117389256 rs142247570 rs117881152 rs143576225 rs9637244 rs138824223 rs212124 rs182300008 rs147849843 chr21.10966014.D rs187003751 rs145008734 rs76666605 rs191825679 rs8131970 rs141945721 rs8129392 rs182935743 rs188572426 rs4041802 rs139887920 rs11184137 rs147164544 rs469683 rs142712407 rs150971566 rs192969616 rs185644919 rs7278631 rs188794128 chr21.10969047 rs191128347 chr21.10969129 rs183671097 rs464928 rs188438407 rs115886065 rs149206603 rs117978931 chr21.10970003 chr21.10970008 chr21.10970017 chr21.10970059 rs181128337 rs7283837 rs184923918 rs147079479 rs190212371 rs181912473 chr21.10973693 chr21.10973708 rs187195483 rs191064493 rs117670948 rs240448 rs180713784 rs7277070 rs113013540 rs469705 rs7281381 rs364256 rs364274 chr21.10975864.D rs185388070 rs113721199 rs469965 rs189960607 rs118125504 rs182618062 rs61410333 rs148665504 rs469977 rs4041795 rs188136703 rs191821809 rs11184142 rs140858859 rs9647255 rs469945 rs364268 rs188922920 rs149296495 rs364263 rs192594984 rs73891519 rs150032377 rs1848212 rs143051545 rs184801805 rs186613124 chr21.10982525.I rs11184144 rs143888318 rs149345216 rs191450376 rs469819 rs184879820 rs189577409 rs140135336 rs181626357 rs469943 rs185223785 rs8132959 rs189342728 rs469980 rs469672 rs181854915 rs186538784 rs469947 chr21.10986447.I rs469952 rs469868 rs145015640 rs10451847 rs111538593 rs10451849 rs469820 rs139590092 rs186345925 rs191249299 rs468929 rs183558853 rs141315155 rs140690803 rs188291697 rs143822533 rs190644755 rs469691 rs112483221 rs364221 rs364245 rs469673 rs114096029 rs469874 rs1857959 rs13050278 rs469877 rs187950604 rs403418 rs449386 rs381935 rs191106870 rs411968 rs463608 rs115356732 rs464713 rs13050694 rs182604365 rs469341 rs410293 rs469893 rs188117839 rs192743541 rs73891520 rs114731627 rs115288428 rs140306562 rs149677250 rs469689 rs184984882 rs148489523 rs189010191 rs142607668 rs146490198 rs464688 rs184900307 rs189474336 rs180745717 rs116564611 rs469863 rs186045641 rs143328381 rs4913663 rs464491 rs189572868 rs437041 rs436905 rs149542058 rs145985250 rs139922585 rs185641198 rs190495873 rs182903132 rs150274342 rs186090774 rs141747962 rs594417 rs192008867 rs147095789 rs7283805 chr21.10995178.D rs182689376 rs423414 rs187521954 rs141895651 rs7279957 rs145516119 rs140144181 rs192782851 rs8133298 rs145663063 rs182960083 rs462309 rs118073093 rs461516 rs364232 rs140373464 chr21.10999230.D rs7277716 rs469812 rs59576271 rs143462157 rs61084007 rs187335170 rs6582926 rs138830603 rs143065247 rs6582927 rs191962117 rs11184152 rs184599583 chr21.11000381.D rs60625009 rs189361764 rs469842 rs469841 rs193059411 rs469840 rs469658 rs240444 rs143189337 chr21.11002588.D chr21.11003371.I rs185825946 rs150185430 rs189145151 rs113695285 rs141728758 rs150600581 rs188589492 chr21.11010256.I rs140475850 rs148337458 rs138460259 chr21.11016840.D rs114575989 rs115131964 chr21.11021302.D rs117043747 chr21.11026289.I rs455762 rs185944621 rs191980806 chr21.11030381.I rs77128141 rs12481873 rs183799046 rs187641037 rs3904069 chr21.11045894.I chr21.11048994.I chr21.11070937.I rs283396 rs2768843 rs454606 rs138551646 rs112968361 rs139388367 rs1752238 rs1752242 rs190768211 rs182302206 rs187008829 rs190336245 rs369213 rs146313518 rs378705 rs150665331 rs9983833 rs147594937 rs140259163 rs193195491 rs185552507 rs189080151 rs138175005 rs12151972 rs137974038 rs183663118 rs139953652 rs142442599 rs364756 rs146474494 rs148396519 rs464378 rs188430154 rs678383 rs459176 rs144528664 rs10433017 rs181101907 rs2775419 chr21.11133362.D rs189946604 rs56250247 rs182181875 rs186988369 rs150530010 rs138556468 chr21.11136891.D rs144175957 rs148979894 rs469778 rs139588952 rs9979260 rs55955008 rs138598038 rs9325317 rs180765836 rs9325318 rs150143659 rs209058 chr21.11169016.D rs189986194 chr21.11173095.I rs10433252 rs28443184 rs188460901 rs191403548 rs114725485 rs114680809 rs463458 rs183718022 chr21.14347024.D chr21.14347574.I chr21.14355898.D rs188648995 rs192584207 rs113487739 rs184795879 chr21.14369604.D rs147351096 rs186598211 rs142672313 rs191432078 rs183977005 rs10432791 rs189855736 rs4390833 rs181498414 rs185343393 rs10432885 rs190104290 rs149449224 rs181884295 rs186564758 chr21.14372482.I rs189837940 rs180901320 rs116914571 rs143879130 rs148679037 rs186202533 rs146240564 rs139342321 rs191490213 rs112588930 rs10439683 rs183313010 rs10439625 rs145710739 chr21.14373464.I rs186872887 rs190622047 rs146799810 rs137972555 rs10451765 rs187937495 rs138412111 rs191096893 rs4464353 rs75257100 rs114214740 rs460008 rs28606451 rs139270410 chr21.14375344.I rs145258713 rs182882972 rs62221794 rs148539284 rs13313847 rs187841153 rs145191037 rs192871948 rs464292 rs184917925 rs144332786 rs381081 rs192338711 rs148956214 rs184740290 rs189514121 chr21.14381788.D rs3106034 rs180744990 rs10432893 rs144986594 chr21.14382918.I chr21.14383027.I rs10432795 rs144558244 rs62221802 rs148884130 rs186180980 rs143347286 chr21.14383818.D rs142869440 rs467849 rs139206697 rs10439689 rs189276081 rs181233825 rs62221803 rs186505249 rs151105675 rs75033932 rs190477133 rs2821570 rs150244669 rs138913663 rs12162584 rs143506245 rs190947732 rs142679091 rs182454167 rs187808644 rs192491412 rs183270493 rs187187797 rs192002035 rs141229385 rs11088650 rs139620993 rs184602736 rs147946967 rs10854422 rs147731353 rs141217770 rs55820557 rs56382574 chr21.14388433.D rs139853653 rs189366704 chr21.14388903.I rs193234262 rs185678364 rs113284029 rs189412978 rs3875619 rs181051522 rs143858306 rs184692688 rs188577602 rs75184279 rs3865594 rs146659364 chr21.14390007.I rs181418614 rs185949049 rs190636505 rs140509926 rs77139230 rs74712201 rs144779273 rs148630207 rs8128297 rs140878107 rs3929954 rs143234452 rs4432552 rs187414758 rs3119428 rs651650 rs28778315 rs28888776 rs182618941 rs138453364 rs12483449 rs12481833 rs60844204 rs57156449 rs142570921 rs75007102 chr21.14392907.D rs73337087 rs139758391 rs28685051 rs58642418 rs151263162 rs461410 chr21.14394585.I rs141410698 rs182788456 rs10439695 rs187457862 rs192977718 rs139487858 rs185667331 rs608597 rs458166 rs12165300 rs10432906 rs137966384 rs145895318 rs11088703 rs150940466 rs192552734 rs10439699 rs149912299 rs183664725 rs7282217 rs188434614 rs148042464 chr21.14398906.D rs239273 rs55914100 rs239274 rs11910526 rs181108185 rs184134010 rs149391956 rs55994275 rs150998850 rs190228675 rs11088738 rs13052573 rs181737391 rs187222612 rs429359 rs56659648 rs192021744 rs467572 rs139629314 rs2821590 rs457801 rs145728285 rs150505245 rs180778776 rs80095759 rs144083206 rs3859716 rs11911122 rs138734883 rs28558190 rs71262365 rs139555909 rs149722537 rs185239692 rs189994453 rs182631454 rs187333743 rs28673345 rs191629961 rs183468155 rs112517723 chr21.14405328.D rs188912382 rs7510270 rs4818486 rs193121102 rs468075 rs11088760 rs11088761 rs184800518 chr21.14406187.I rs186624589 rs191468094 rs146950582 rs59083747 rs10211900 rs183815898 rs189612269 chr21.14406915.I rs4586717 chr21.14406996.I rs141413406 rs57764991 rs10211961 rs193046088 rs185263172 rs138142198 rs9983189 rs138794573 rs10432919 rs4352293 rs181887320 chr21.14408371.D rs3875688 rs3868219 rs143993922 rs462971 rs3875690 rs3875693 rs464027 rs461310 rs468830 rs10432803 rs9981763 rs186556295 rs139793943 rs188262724 rs180886496 rs186331370 rs191242991 rs117502033 rs183551997 rs66558909 rs149850557 rs186656431 rs142026412 rs11911881 rs145096695 rs58168442 rs11911449 rs464570 rs58875536 rs57064287 rs191128592 rs147891213 rs140523251 rs111616776 rs8134656 rs58594272 rs188161438 rs140638419 rs149462070 rs192642213 rs140614973 rs3875702 rs151067097 rs57481796 rs58724675 rs185033110 rs2821604 rs189959416 rs141774409 rs2821616 rs73338914 rs58153040 rs144222357 rs8130835 rs145542603 rs56357574 rs8127086 chr21.14419830.I rs184724387 rs189494764 rs180732481 rs71258148 rs186035852 rs142318256 rs141594945 rs189568787 rs181221061 rs2821628 rs4511806 rs73151890 rs186754289 rs190315989 rs2821630 rs9647221 rs186125983 rs3869828 rs2821632 chr21.14423406.I rs4818621 rs3119469 rs190986339 rs10439727 rs144730348 rs1054927 rs4423687 rs146926046 rs187556872 rs192801143 chr21.14425640.D rs3119474 chr21.14425969.D rs3965750 rs182975989 rs2821637 rs188264277 rs191986057 rs2821639 rs62218398 rs138088002 rs141002153 rs184585273 rs138859579 rs2821642 rs8128371 rs28853576 rs4047150 rs4047151 rs4047152 chr21.14428859.I rs4047153 rs185823597 rs145337706 rs149142815 rs189132897 rs10211936 chr21.14431178.I rs59660041 rs142861413 rs147435645 rs55938602 rs7409976 rs180910115 rs117486011 chr21.14433101.D rs28473588 rs151292709 rs184587698 rs3875785 rs188609897 rs9979391 rs181445438 rs2821671 rs185789359 rs2821672 rs11088941 rs150533159 rs139534182 rs145444518 rs73338933 rs144128537 rs10439633 rs190642385 rs74439461 rs182072656 rs187675193 rs11088945 rs190585876 rs138124614 rs139389267 rs2821675 rs182879265 rs187032694 rs190328004 chr21.14438521.D rs62218444 rs2821677 rs113382118 rs187465451 rs192315967 rs185380655 rs189096035 rs139990033 rs149713859 rs192195313 rs184573568 chr21.14439225.I rs148881433 rs3119383 rs138249186 rs6516553 rs6516554 rs9978919 rs181148346 rs184140232 rs239285 rs188935856 rs181882084 rs239286 rs4431020 rs192351184 rs180757009 rs4116589 rs4116590 rs79540682 chr21.14442363.D chr21.14442366.D rs7279541 rs145840774 rs151080030 rs189980185 rs117662523 rs182644026 rs138907784 rs9305187 rs191418323 rs183737372 rs9983287 rs144328213 rs188667939 rs149083899 rs76479775 rs193233147 rs184045481 rs149397916 rs186629044 rs7280569 rs140099090 rs191476367 rs183821559 rs151006485 rs188571343 rs62218451 rs192830056 rs149558164 rs147376535 rs185363678 rs139113158 rs148613422 rs140335205 MERGED_DEL_2_103188 rs190093958 rs182319235 rs140975127 rs186562968 rs188275306 rs9305206 rs9983822 rs9983831 rs9975480 rs138589411 rs185571036 chr21.14448104.I rs191512826 rs183122545 rs8175174 rs186911071 rs8175175 rs191756930 rs183233610 rs187779359 rs143207334 rs191112932 rs146267291 rs117322945 rs182245424 rs187862010 rs192865985 rs184906934 rs1736248 rs190200044 rs149088208 rs192995142 rs116316690 rs184734721 rs189528584 rs146909525 rs180764471 rs148228100 rs185232894 rs1736236 rs181305490 rs186533805 rs2775436 rs182926975 rs186111557 rs190968066 rs183377057 rs2981651 rs187797796 rs190939266 rs183261424 rs187991906 rs79974977 rs2821698 rs145749498 rs184620002 rs187613552 rs147659486 rs192474855 rs185722612 rs142342323 rs2457303 rs180880899 rs184730019 rs4107530 rs181434032 rs2821704 rs190626321 rs181844414 rs146902643 rs187407300 rs190846660 chr21.14457186.I rs182613414 rs4588271 rs190156229 rs3852952 rs182796095 rs187483972 rs141607737 rs192331679 rs142395744 rs112294355 rs148697818 rs112909330 rs113431179 chr21.14460162.I chr21.14461261.D rs145397871 rs147704929 rs140713167 rs188802767 rs192574317 rs184446667 rs188273514 rs181148222 rs184138303 rs188929525 rs181564217 rs2775446 rs192034428 rs182496315 rs3969311 rs190004592 rs182666071 rs185707223 rs4553904 rs183487443 rs188956114 rs193063819 rs184193150 rs146593310 rs186628851 rs62213074 rs191472362 rs2663568 rs188585575 rs193042147 rs185082730 rs2775449 rs190372633 rs144610377 rs3119398 chr21.14469493.D rs2663571 rs2663572 rs147267446 rs4273295 rs2775452 chr21.14470442.D rs190320100 rs183393315 chr21.14471869.I rs2775455 rs3875273 rs192058420 rs4089429 rs187773269 rs140551510 rs111436648 rs182256808 rs146940654 chr21.14473641.D rs186752109 rs192656197 rs2775456 rs185041460 rs189968233 rs148236125 rs193155864 rs150428426 rs146049677 rs184746450 rs140034938 rs148556771 rs77052677 rs189516480 rs139075495 rs145156471 rs147550345 rs180750050 rs141971624 rs146132712 rs185239573 rs145674435 rs189602174 rs181250870 rs148870781 rs143568914 rs148037960 rs7277188 rs62213083 rs145055424 rs62213084 rs182012933 rs186123967 rs190978170 rs28397804 rs139429955 rs149645278 rs183405088 rs186621412 rs191211267 rs182780805 rs111614077 rs148771844 rs239288 rs117506319 rs192831099 rs184609434 rs4817137 rs192480886 rs2476797 rs145048638 rs189169457 rs143639036 rs17004457 rs117697446 rs180920611 rs184591249 rs189912169 rs181443392 rs150695596 rs3119409 rs190657122 rs139235732 rs181860549 rs187390133 rs190613568 rs182902365 rs187860181 rs191324228 rs182807074 rs1736346 rs192343229 rs147160909 rs184738521 rs1736342 rs144427053 rs189098106 rs192194588 rs3106026 rs189286522 rs181161038 rs184151294 rs188748734 rs150430600 chr21.14488129.D rs56411412 rs181574191 rs187034577 rs190716551 rs182219814 rs186010502 rs190018998 rs111527253 rs1736332 rs190486134 rs139378997 rs183738798 rs188669412 rs193232065 rs143194329 rs184042196 rs187851488 rs147500365 rs191288027 rs183832275 rs150747428 rs188599394 rs1736318 rs2821745 rs2821747 chr21.14492940.I rs182369738 rs187422423 rs188109585 rs180916873 rs150202212 rs185574721 chr21.14496437.D rs147880637 rs141828118 rs190338381 rs147114606 rs183119497 rs112940785 rs141810578 rs146285682 rs186906034 rs145239503 rs147864223 rs4095313 rs141553847 rs183866853 rs187787367 rs57742807 rs191141385 rs182266100 rs186744789 rs191604610 rs184928323 rs149523898 rs190237009 rs147477018 rs192914733 rs185531699 rs4577363 rs189534389 rs180765785 rs139698234 rs149849730 rs183709319 rs145891380 rs146612076 rs140274157 rs143499439 rs147969966 rs188419177 rs181288338 chr21.14507303.D rs186358630 rs191668859 rs181784731 rs138662199 rs186136713 chr21.14507601.I rs190799408 rs142795485 rs183395103 rs186615247 rs147395256 rs138132215 rs190977637 rs183086838 rs142289176 rs188025621 rs139740690 rs193045557 rs144532916 rs55716585 rs187613910 rs149902085 rs192471703 rs185077116 rs188099153 rs147774855 rs141407593 rs143678254 rs180894564 rs3869673 rs3869674 chr21.14514819.D rs141170670 rs189666895 rs181500572 rs185799837 rs149082291 rs190646815 rs145703070 rs1736288 chr21.14517542.D rs181857662 rs186276947 rs115677414 rs114029460 rs3875303 rs190884912 rs3875305 rs2821757 rs191097584 rs2663606 rs182803802 rs113238040 rs187491369 rs144770018 rs142091957 rs192339843 rs147391209 rs139433656 rs184752892 rs145065568 rs188838104 rs192610936 rs147567206 rs184218609 rs189586176 rs191630147 rs184143226 rs188765432 rs181580957 rs186129763 rs190481432 rs74334099 rs79288346 rs191194044 rs149746340 rs145545118 rs182673313 rs3969269 rs4065896 rs138347823 rs1736283 rs190496728 rs183108999 rs147375252 rs188769269 rs193065823 rs184197199 rs187580024 rs2821761 rs183843445 rs188613825 rs145054772 rs191985453 rs185093687 rs190376782 rs182066186 rs187669086 rs1736274 rs143263362 rs180926325 rs185586884 rs190158067 chr21.14527584.D rs182797460 MERGED_DEL_2_103191 rs149728710 rs186699278 rs192068573 rs183642551 rs189100543 rs189587437 rs182279999 rs145574435 rs186761997 rs191620460 chr21.14529751.D rs185047923 rs148527492 rs142874263 rs2457306 rs142371446 rs188371872 rs146903841 rs147964822 rs193158810 rs2663597 rs185418256 rs150446617 rs189546038 rs182007784 rs183723935 rs148837332 rs116862476 chr21.14532931.I rs4095300 rs58200470 rs62213154 rs60286108 rs181253569 rs186557007 rs79804351 rs239276 rs182050838 rs141373541 rs150760074 rs187085389 rs190817229 rs140693248 rs183414832 rs186624613 rs189900537 rs182792099 rs148999145 rs118004875 rs188305044 rs151078921 chr21.14538052.I chr21.14538202.D rs76630209 rs192846055 rs74517167 rs185191572 rs187628917 rs192488579 rs144648076 rs185091105 chr21.14539236.D rs62213159 rs147268810 rs188095054 rs180928800 rs140778990 rs184618885 rs144741677 rs189939400 rs181398176 rs2821774 rs185815255 rs3875347 rs150059165 rs190661436 rs181864894 chr21.14542825.I chr21.14542845.I rs186271990 rs145432741 rs149185413 rs189559332 rs143766302 chr21.14544821.D rs2821777 chr21.14545784.I rs2989118 rs140143880 rs186060473 rs191360199 rs150371096 rs183170764 rs145918238 rs187500233 rs138828785 rs192156056 rs183243583 rs143063421 rs187947330 rs9977580 rs148507024 rs192220393 rs3108642 chr21.14551501.D rs3963543 rs192900068 rs146835105 rs139727392 rs184154184 rs188755445 rs181579167 rs186127694 rs190544990 rs143268835 rs182249672 rs186047413 rs150936592 rs190964105 rs142221365 rs182496459 rs147056346 rs185729502 rs138236829 chr21.14561502.I rs190492667 rs149594676 rs142236525 rs139672931 rs151094510 rs183116196 rs141998092 rs147857622 chr21.14566534.D rs187615360 rs193240793 chr21.14566672.D rs141315840 chr21.14568449.D rs138720314 rs184074975 rs141984906 rs138460255 rs187855519 rs143085000 rs192336761 rs183838328 rs147775200 rs141391185 rs188611968 chr21.14574278.I rs149097929 rs138900227 rs2257792 rs2257744 rs184278135 rs190148403 rs182385502 rs143943788 rs79617902 rs2265257 rs187183346 rs114121994 rs147341995 rs189285854 rs180922793 rs146733034 rs846169 rs846171 chr21.14584173.D rs3016809 rs77902230 rs146543707 rs186939460 rs149150009 rs79902248 rs147080723 rs138484371 rs191785975 rs142747883 rs147390836 rs183868589 rs149467454 rs143882272 rs188815157 rs148683747 rs189585088 chr21.14587355.D rs142223497 rs146584953 rs140927265 rs182275693 rs115909329 rs186769676 rs145719924 rs147124925 rs191636615 rs138474960 rs184149895 rs144022851 rs146953310 rs188475159 rs192915656 rs185539761 rs190466511 rs182015732 rs147999217 rs183732192 rs2266558 rs188453282 rs141695691 rs181279111 rs186360941 rs150497680 rs141839768 rs191670642 rs181791311 rs187266580 rs190825551 rs183423261 rs114385774 rs146286292 rs139279316 rs144114261 rs146004159 rs148735904 rs142347047 chr21.14594091.I rs186639835 rs183088389 rs151245902 rs9978668 rs188032850 rs2847443 rs193050378 rs185076814 rs55776382 rs118147647 rs147754407 rs142653112 rs188801532 rs2821785 rs138894876 rs149049034 rs73891564 rs2775535 rs192497217 rs185112084 rs117025425 rs2260392 rs2821786 rs188114906 rs115285358 rs146267037 rs180911882 rs184748921 rs189674927 rs181518963 rs2996961 rs2801236 rs142683806 rs2260387 rs28475316 rs111936991 rs139574055 rs3965725 rs139856595 rs145331817 rs28825212 rs142594194 chr21.14597264.I rs144937112 rs2775536 rs186709972 rs140574779 rs140295897 rs8129446 rs137885229 chr21.14597887.I chr21.14597899.D rs3965726 rs189117568 rs181729055 rs144193810 rs141278469 rs139949799 rs147235440 rs140756773 chr21.14598574.D rs2262527 rs148555527 rs142904377 rs114218649 rs2265747 rs140262512 rs2847442 rs7281092 rs186297848 rs189567969 rs182645090 rs146419700 rs2847441 rs186189574 chr21.14599531.D rs150162880 rs8134859 rs118043152 rs138627324 rs143527157 rs138126421 rs143910245 chr21.14599940.D rs2155796 rs140689045 rs28875914 rs150828315 rs139394764 rs191110114 rs150062263 rs146594458 rs140150636 rs2847439 rs183434990 rs115992859 rs144030776 rs187514970 rs192179023 rs28812870 rs183248363 rs143012417 rs151144565 rs58556470 chr21.14601276.I rs192621714 rs2775537 rs28818026 rs2775538 rs144652981 rs148089053 rs142004045 rs146167043 rs184235378 rs7280939 rs146371303 rs9984084 rs2775539 rs145457206 rs148837300 rs145286248 rs7277437 rs189613767 rs192694529 rs2775540 rs184893924 rs188780340 rs181582450 rs186136280 rs189230856 rs182518502 rs148246890 rs2742196 rs2775541 rs138145345 rs78671482 rs185924852 rs191223461 rs182795285 rs146064797 rs113488781 rs148570997 rs2847438 rs150753326 rs2266522 rs2775542 rs2847437 rs190503430 rs2489811 rs145559206 rs2266579 rs117199162 rs148889106 rs183112383 rs143697925 rs2509602 rs187613794 rs141309661 rs142238641 rs193073818 rs145921656 rs2472734 rs184232047 rs2996983 rs187439084 rs148421069 rs192726503 rs183856609 rs188620086 rs143525930 rs191789468 rs147128986 rs184274987 rs140338470 rs189089780 rs59639171 rs28735039 rs182097062 rs185702172 rs189013029 rs111344358 rs180979537 chr21.14606638.D rs57808550 rs146786630 rs2261012 rs185605320 rs2996994 rs148156980 rs186076144 rs191863489 rs183663581 rs189106252 rs2996997 rs2260980 rs2996998 rs143513541 rs182125801 rs186771342 rs191636497 rs147178536 rs184155978 rs142716849 rs188191687 rs2258878 rs2996999 rs2801317 rs2334420 rs193164646 rs60994736 rs2258883 rs2258921 rs3895609 rs4098522 rs2775543 rs2775544 rs59305888 rs59218139 rs117689343 rs190734430 rs139238173 rs141780513 rs182017395 rs145854043 rs183732092 rs57413546 rs188449320 rs181080808 rs2801316 rs150708361 rs185729838 rs191433044 rs137951476 rs149536219 rs139912365 rs143343242 rs146249016 rs2801315 rs2847447 rs182055248 rs140961128 rs9977764 rs149845660 rs147965998 rs2847446 rs192220071 rs147076227 rs138484199 rs114446539 rs143523340 rs183423038 rs186636813 rs141648943 rs145945206 rs189730713 rs73891569 rs182395065 rs188325323 rs192853418 rs185206676 rs188522342 rs192496076 rs184919460 rs141852088 rs2259079 rs188119020 rs191479581 rs2259085 rs142254469 rs147882544 rs184627412 rs189758967 rs181414313 rs186926545 rs189115735 rs2259093 rs181733778 rs2259138 rs186300708 rs2259144 rs189582002 rs149065854 rs182273369 rs186077839 rs191370839 rs144561550 rs2801314 rs138531267 rs2775545 rs145607826 rs148028007 rs183199791 rs8127759 rs188654447 rs192184321 rs183260584 rs187970592 rs73891571 rs2847445 rs192596819 rs139921329 rs184406130 rs145427084 rs2257425 rs2257427 rs142390309 rs7279955 rs189332429 rs192904813 rs184777783 rs188786601 rs144712746 rs2775546 rs146663890 rs115511342 rs181593109 rs60314052 rs145541830 rs138068289 rs186148691 rs2847444 rs189251125 rs112465320 rs148257291 rs143106977 rs9980988 rs182270658 rs139854559 rs186055593 rs143798027 rs190973805 rs150620133 rs183098986 rs149855141 rs139731628 rs2801312 rs146705782 rs186397886 rs140297761 rs116046950 rs190515824 rs182945499 rs187628890 rs8129774 rs150932177 rs74557379 rs62213981 rs141368199 rs192488526 rs146987344 rs184082763 rs143914154 rs148310299 rs187688573 rs150912918 rs144366947 rs192365958 rs2801309 rs142211526 rs113971599 rs141460135 rs184749096 rs146970651 rs2334427 rs150232205 rs2259468 rs144688074 rs2259427 rs2489815 rs191798099 rs2481805 rs141670447 rs2997017 rs189105638 rs150544750 rs182394446 rs118057988 rs8129823 rs185574374 rs2259379 rs116858167 rs189312058 rs180945961 chr21.14621400.I rs117248540 rs149093797 rs2821787 rs185413571 rs149394451 rs144797387 rs190171972 rs181407640 rs9636987 rs141207517 rs3852958 rs2801308 rs2259342 rs117793173 rs186080345 rs145567159 rs2801307 rs4816719 rs191588313 rs183892967 rs9983663 rs188842016 rs190927209 rs182486789 rs186775156 rs147386658 rs191654613 rs184164133 rs113100602 rs59920380 rs2801306 rs185567283 rs190287373 rs13050923 rs148678687 rs8129897 rs2801304 rs144276313 rs112736108 rs141308707 rs8128737 rs2801303 rs143537158 rs2801302 rs188467961 rs181082421 rs112052314 rs185735287 rs191700627 rs2489817 rs9305755 rs142576605 rs8133220 rs3875442 rs117812015 rs181813275 rs140053630 rs187088283 chr21.14626848.I rs2481807 rs151246533 rs191915924 rs183433866 rs186649249 rs2981636 rs189731078 rs182398239 rs188058024 rs192964899 chr21.14627454.D rs183350972 rs2742152 rs145390449 rs2742153 rs193092661 rs2801301 rs184925484 rs142656004 rs146670109 rs2821788 rs2801300 rs142054797 rs188121234 rs148188011 rs35908161 rs191485145 rs150302845 rs78049048 rs117845536 rs117951466 rs142673165 rs184057639 rs189487830 rs145996147 rs181534018 rs139943040 rs13047635 rs144749761 rs186716877 rs148538959 rs190431527 rs181735382 rs186306669 rs2261645 rs151037946 rs189597360 rs2261650 rs2775547 rs35617063 rs140982906 rs144968125 rs2775548 rs141780905 rs12481730 rs182122072 chr21.14631344.D rs186211393 rs145497957 rs191134450 rs183449361 rs2801298 rs35565939 rs192186741 rs2742154 rs2801297 chr21.14631649.I rs148850995 rs2801296 rs183263621 rs2489819 rs187982989 rs4297972 rs8131398 rs2742155 rs149591636 rs147243281 rs2742156 rs2775549 rs142899106 rs151091991 rs140185040 rs150335481 rs192607984 rs183725426 rs146415669 rs2801295 rs189620193 rs192704119 rs115873510 rs138745178 rs184908482 rs148904283 rs7281064 rs148045007 rs189836954 rs181596370 rs4239813 rs2775550 rs185967489 rs4816723 rs9981561 rs189258060 rs140929956 rs182001751 rs185932613 rs4575804 rs191039687 rs182806555 rs2997023 rs138022838 rs186615906 rs190523740 rs139091762 rs147454767 rs60975486 rs2775551 rs9982702 rs141990923 rs182959825 rs187637122 rs191000766 rs2775552 rs184239112 rs2261601 rs187449171 rs146366113 rs139845014 rs192740656 rs145459595 rs184618861 rs186917242 rs191816501 rs184290384 rs2257385 rs147834748 rs189109658 rs2821790 rs181727800 rs148365212 rs185723088 rs139731673 chr21.14638138.I rs189030115 rs180985723 rs186070036 rs111929913 rs140598453 rs144564785 rs190188857 rs113405933 rs9984752 rs2742158 rs181407839 rs151055182 rs140990632 rs59122961 rs186084438 rs190660165 rs183683755 rs189125619 rs190679658 rs2260810 rs73338996 rs182761575 rs138747926 rs186791464 rs142246566 rs2821791 rs191654816 rs144349899 rs2260853 rs144498058 rs183988349 rs9712799 rs187230100 rs193170180 rs149918105 rs2260895 rs141100153 rs185443883 rs2996938 rs143970416 chr21.14642813.D rs190546694 rs2742159 rs112033346 chr21.14643208.I rs2775553 rs2260932 rs2775554 rs184433502 rs35685218 rs146806385 rs181093163 rs2742161 rs62214024 rs62214025 rs185747418 rs190507806 rs182075172 rs186906454 rs139804235 rs192238440 rs184080595 rs184884484 rs189748082 rs142755980 rs182408424 rs187091351 rs192759894 rs183602416 rs144183272 rs146540221 rs149775997 rs149007156 rs188538327 rs147077223 chr21.14646148.D rs193251809 chr21.14646297.D chr21.14646323.D rs184929772 rs2821793 rs2742170 rs146965309 rs116390014 rs188135555 rs191496004 rs184067868 rs146241777 rs189769313 rs61613075 rs181425976 rs186943306 rs2821794 rs189992928 rs2260328 rs2821795 rs2260321 rs186322932 rs145714232 rs189599491 rs147714424 rs2260320 rs142575473 rs182127053 rs185203596 rs149060232 rs71321661 rs183215527 rs145597086 chr21.14649231.D rs188480849 rs192923611 rs183269910 rs187986932 rs2821796 rs192614229 rs2981639 rs189349559 rs73891573 rs139731133 rs192817474 rs184797946 rs190103189 rs2801284 rs181603948 rs2801283 rs2775557 rs184433861 rs62211557 chr21.14651796.I rs189259950 rs145266704 rs182011061 rs2742180 rs141121025 rs186072547 rs150860920 rs73891574 rs2260139 rs115725006 rs3869758 rs140982759 rs149862850 rs190798953 rs181126353 rs186435870 rs2260104 rs191727891 rs182967588 rs151161924 rs187639092 rs2775558 rs191013222 rs183371504 rs187708219 rs192375482 rs184776511 rs187889685 rs113826430 rs191826067 chr21.14654544.D rs56690973 rs148868235 rs143563783 rs2775559 rs2775560 rs184298634 rs189123789 rs181730766 rs2801281 rs4036513 rs185595965 rs189324087 rs180962622 rs186205306 rs139186876 rs111266035 rs117734249 rs146415615 rs148621206 rs142070512 rs112212035 rs11088570 rs112938762 rs61309118 rs147626419 rs9977466 rs146611773 rs185900175 chr21.14656626.I rs864194 rs149342475 rs55743413 rs190666593 rs865859 rs148155255 rs183259278 rs142439745 rs145959451 rs139527977 rs149654400 rs188860135 chr21.14657412.D rs145466289 rs846172 rs28413672 rs846173 rs142205596 rs145997352 rs112938592 rs28716525 chr21.14658501.D rs182511516 rs188025945 rs140501962 rs150400169 rs2258300 rs2775561 rs113398383 rs139025018 rs2258303 rs191669918 rs183995947 rs187241604 rs146365790 rs148209607 rs141227355 rs150718815 rs192162719 rs185582171 rs139056027 chr21.14660088.D rs2258432 rs190305638 rs193290327 rs184321964 rs188288854 rs140611216 rs34915238 rs185756611 rs188952558 rs181642555 rs2821797 rs187107562 rs191934582 rs9979007 rs9983913 rs151032090 rs184892714 rs2801272 rs138991298 rs140722611 rs2258527 rs145786811 rs189752427 rs182416009 rs187094651 chr21.14662346.D rs191806222 rs2801271 rs183373373 rs188829430 rs118066229 rs193096658 rs143368443 rs185711742 rs188143042 rs191507442 rs183890379 rs188611509 rs181566646 rs9983431 rs186745463 rs190254913 rs181949722 rs150765735 rs2989123 rs186334956 chr21.14664374.D rs189609000 chr21.14664403.D rs149934849 rs114861148 rs182135365 rs141300397 rs143544788 rs185215791 rs2821798 rs191156375 rs12482794 rs183463619 rs188202316 rs151086224 rs150245535 rs193167905 rs12483325 rs143564228 rs145761393 rs2742182 rs183721900 rs148487197 rs187801676 rs192619143 rs141711689 rs150565173 rs2742183 rs13048107 rs143746926 rs11910927 chr21.14666692.D rs139554343 rs149988102 rs2775562 rs149220532 rs186969729 rs192535622 rs7275943 rs142040374 rs145899499 rs184922724 rs2742184 rs189856090 rs62213461 rs141135098 rs182070239 rs116787324 rs184440994 rs35618584 rs189269491 rs182017743 rs149547264 rs139637804 rs185076258 rs191053147 rs147785238 rs181138550 rs186644875 rs191289263 rs182975301 rs148853168 rs187652660 rs1148737 rs191021354 rs183379656 rs187461049 rs192747960 rs2801270 rs2821799 rs147993651 rs184639760 rs188182018 rs192776237 rs184306602 rs189129535 rs62213463 rs181738397 rs6517696 rs60378503 chr21.14671196.D rs147528709 rs184751943 rs189050508 rs180792644 rs147730305 rs140193171 rs186083655 rs149912372 rs144886426 rs191380281 rs112651188 rs138729904 rs181424292 rs185906714 chr21.14672413.D rs148040869 rs190674991 rs111348913 rs147459526 rs140181759 rs183266589 rs189146700 rs192056071 rs182774849 rs7364034 rs187752589 rs142413781 rs191676403 chr21.14673353.I rs182545748 rs187246432 rs192173305 rs139518160 rs1148735 rs7280495 rs185271357 rs2801266 rs143124759 rs61635767 rs145595100 rs112700376 rs193139737 chr21.14674584.D rs184455835 rs1148734 rs189183884 rs181116074 rs144079931 rs185762936 rs34591145 rs140011785 rs188962780 rs144792383 rs181532865 rs186921242 rs192260101 rs184092896 rs185907541 rs189761937 rs182424499 rs186915393 rs191816183 rs183501751 rs139862633 rs2259172 rs188394221 rs193251348 rs146659777 rs185718008 rs2259176 rs188226005 rs191535979 rs12482175 rs2259207 rs183873079 rs145590554 rs188537723 rs1148733 rs2742188 rs61000532 rs114687501 rs2801265 rs186773105 rs190166594 rs138406136 rs182347209 rs143808515 rs187332511 rs114729601 rs190987984 rs182102113 rs1296961 rs139723251 rs185123281 rs142970310 rs146203572 rs189929929 rs183219703 rs2821801 rs148690059 chr21.14679783.I rs142235189 rs188625115 rs191728157 rs183971297 rs1296962 rs187781124 rs192564542 rs183631348 rs8127676 rs149002322 rs1296963 rs186799756 rs138490128 rs1296964 rs1296965 rs192902656 rs184928652 rs190167962 rs181622960 rs139481175 rs184399921 rs149671035 rs189177515 chr21.14681600.D rs181894221 rs145194357 rs115287248 chr21.14681922.D rs185071717 rs8129020 rs2775731 rs140430592 rs138456225 rs189879856 rs28630667 rs138977866 rs181241119 chr21.14682638.I rs112334440 rs148226309 rs141127583 rs186478970 rs2821802 chr21.14683189.D rs149724565 rs145736109 rs191508497 rs183296980 rs148536338 rs187540556 rs190841384 rs2489798 rs3989231 rs183552558 rs1296966 rs140537242 rs186748561 rs192447014 rs184794290 rs1296967 rs187857904 rs1296968 rs192936441 rs184185972 rs137938956 rs1296969 rs181850718 rs184825048 rs189369219 rs180761481 rs186145574 rs191013724 rs181284434 chr21.14685587.I rs111650591 rs3119504 rs190788982 rs150782104 rs2742192 rs183309844 rs146542714 rs2775808 chr21.14686180.D rs186517464 rs2989192 rs192370770 rs182401129 rs187885310 rs12482365 rs141209276 rs146947571 rs116045355 chr21.14687498.D rs192702937 rs2801256 rs148042987 rs142577902 rs182683037 rs187316450 rs192216577 rs184413427 rs116903588 rs190248575 rs193262298 chr21.14688148.D rs3126353 rs2821803 rs2821804 rs150069774 rs184119648 rs2747321 rs1296972 rs113816396 rs148200869 rs150367149 rs138147542 rs185826380 rs142512150 rs146003082 rs188975706 rs181504306 rs187018963 rs142091320 rs144668215 rs191810432 rs2259605 rs147942237 rs149701805 rs184245351 rs185925021 rs143447873 rs191170020 rs138089321 rs141157356 rs144775666 rs141461664 rs182457700 rs138217255 rs113138623 chr21.14690518.D rs1296973 rs147255725 rs191744898 rs2821806 rs182741741 rs188668320 rs117361957 rs140048719 rs193091909 rs117317018 rs1296974 rs146438828 rs146761741 rs185840359 rs189100934 rs191527976 chr21.14691527.I rs183863571 rs188527707 rs181296992 rs139071887 rs139412076 rs148428804 rs186751423 rs190409782 rs2775587 rs139796077 rs3117270 rs182039569 rs146742805 rs115443266 rs146476363 rs187592025 rs190978310 rs142033730 rs59435256 rs61376373 rs76817341 rs3119488 rs180722887 rs2259403 rs144465687 rs185112943 rs189921982 rs151013938 rs183445942 rs144412394 rs116975558 rs3119493 rs188336080 rs192010145 rs147035650 chr21.14694048.D rs138166854 rs61412467 rs183778961 rs188931254 rs192559717 rs183620187 rs2747319 rs191755799 rs2775590 chr21.14694913.I rs117369169 rs2262650 rs185029067 rs150714402 rs138995657 rs189905411 rs144392083 rs151065177 rs140909831 rs2747318 rs145859469 rs142968202 rs148013603 rs141611371 rs116015632 rs147402033 rs114618234 rs149931221 rs148747101 rs2474073 rs140712867 rs116644595 rs3117268 rs149491242 rs141715879 rs150570734 rs2801299 rs149809881 rs146336121 rs181702359 rs185232491 rs144214601 rs146625803 rs142392255 rs10222140 rs140771560 rs138724845 rs141092350 rs189171624 rs146934439 rs138188876 rs144032009 rs181888170 rs146324687 rs185061792 rs2747313 rs71237737 rs9984405 rs189872239 rs149862475 rs145870554 rs181212587 rs145577660 rs3126355 rs116992825 rs28819249 rs191260404 rs183509742 rs3117267 rs146253572 rs3126357 rs57447031 rs187532924 rs148706233 rs150896757 rs111800763 chr21.14700259.D rs191036748 rs183546582 rs145091165 rs144950266 rs61249511 rs186742314 rs151218303 rs191541992 rs138069700 rs142570398 rs2747308 rs2747307 rs144141697 rs118157311 rs115685186 rs184441834 rs7276553 rs192729795 rs7510514 rs185092629 rs189119645 rs140978018 chr21.14702897.I chr21.14702903.D rs148320484 rs58152400 rs59462904 rs188057346 rs180756740 rs186005179 chr21.14703500.I rs56413131 rs189680020 rs60885359 rs2747302 rs181465944 rs3117265 rs2261930 rs186069459 rs190779179 rs183305251 rs117198800 rs186350499 chr21.14705442.D chr21.14705448.D rs2747294 rs9977804 rs182647209 rs187606930 rs192905734 rs182673763 rs141601248 rs187310508 rs192204739 rs149615401 chr21.14707227.D rs184407193 chr21.14707360.I rs189181025 rs193104272 rs184473729 chr21.14707942.I rs189347617 chr21.14709032.D rs149935660 rs181244798 rs3117263 rs148931666 chr21.14709843.I rs117812082 rs3126365 rs185818058 rs188766168 rs142503637 rs145936154 rs149251497 rs181497468 rs186130322 rs192100940 rs11910476 rs11909026 rs11909027 rs11909658 rs186046126 rs11910498 rs140805901 rs190912099 rs182452140 rs11909716 rs3926822 rs3926823 rs3117262 rs145398526 rs2989179 rs2821807 rs182732366 rs142150616 rs188379694 rs193246772 rs148224834 rs185703449 rs189377032 rs191325176 rs150726847 rs2831407 rs143773001 rs144433492 rs2821808 rs141091628 rs183856888 rs146878524 rs140646948 rs188523248 rs145834635 rs148862823 rs2821809 rs147970725 chr21.14714999.I rs61496694 rs3126371 rs113229331 rs142796776 rs113064995 rs181288782 rs139303780 rs3126372 rs150019633 rs144290313 rs184525698 rs2474059 rs190148475 rs182323280 rs4297973 rs4263197 rs187319073 rs4508691 rs192374964 rs180715780 rs138906578 rs185102857 rs189911943 rs182686101 rs188605277 rs148022595 rs191715444 rs2821811 rs3126374 rs183766605 rs17239865 rs143566941 rs3119497 rs9305782 rs150051214 rs113494652 rs192549231 rs149184347 rs183616710 rs142411801 rs186974969 rs147584245 rs3117260 rs140099928 rs60306339 rs11088593 chr21.14718920.D chr21.14718924.D rs3119498 rs191745068 rs184907109 rs190154023 rs181563585 rs185336548 rs190211887 rs116902445 rs139466149 rs117281973 rs141852502 rs140021869 rs2821813 rs181883424 rs185057898 rs148816039 rs189857340 rs151004921 rs181123445 rs3875506 rs3875507 rs186251542 rs138639471 rs191492266 rs138335683 rs144248175 rs2821815 rs183258728 rs141597315 rs188672566 rs8129679 rs147538055 rs140032899 rs2775721 rs11909325 rs9982443 rs186729270 rs191532219 rs2792477 rs143435077 rs146763243 rs184566672 rs187835226 rs192926051 rs184980882 rs189113337 rs192441059 rs184806869 rs140323710 chr21.14724691.D chr21.14724759.D chr21.14724787.D rs189421791 chr21.14724926.I rs180749386 rs186124876 rs189385955 rs148107428 rs8175228 rs2821816 rs138681317 rs142998608 rs181598252 rs138551819 rs143974837 rs114673230 rs186719977 rs190768892 rs2481813 rs186346926 rs191094190 rs116543827 chr21.14727330.D rs117523947 rs62213530 rs144095066 rs182373726 rs187867018 rs143263930 rs192691778 rs183422793 rs187301968 rs3119499 rs3119500 rs146196188 rs191979348 rs139400301 rs115843694 rs3126378 chr21.14730001.D rs184400219 rs151010821 rs59285427 rs59224812 rs189178931 rs147657517 rs193257264 rs184339733 rs143381065 chr21.14730896.D rs3126379 rs141681045 rs55921341 rs114308459 rs189624260 rs151206773 rs139675968 rs181225947 rs145402339 chr21.14731928.D rs185806494 chr21.14731990.D rs147700002 rs188757892 rs150202230 rs145855273 rs181492565 rs186128222 rs190835295 rs73891585 rs184229992 rs185907230 rs9974433 rs138380390 rs191148147 rs142959881 rs182664020 rs186892066 rs116049166 rs145318663 rs141619699 rs4482575 rs150516562 rs139619473 rs182724350 rs4328713 rs73891586 rs139637649 rs2775743 rs193085373 rs185827227 rs187526503 rs145254564 rs115448827 rs2982809 rs142271840 rs140450247 rs117555565 rs141330395 rs2821819 rs137924317 rs192610700 rs2989187 rs148181537 rs141162716 rs147422195 rs138229674 chr21.14734760.D rs113296044 rs183852474 rs17842435 rs146630973 rs9977359 rs3126383 rs140552959 rs9305789 rs188515076 rs181281778 rs184511849 rs190393715 rs182025240 rs146939113 rs138203290 rs187268412 rs143775024 rs9984508 rs2260242 rs2821821 rs141268815 rs180711406 rs3126387 rs142740962 chr21.14736741.D rs185100798 rs145877856 rs2821822 rs142941292 rs2474054 rs151164521 rs147552240 rs141961379 rs9976486 rs148112609 rs182680098 rs187318116 rs2792501 rs191999652 rs114065335 rs140010301 rs9979497 rs74313241 rs188914044 rs193107791 rs183607720 rs150035783 rs186962452 rs191741015 rs145376494 rs145084692 rs2821824 rs184288972 rs2334442 rs2747259 rs2821825 rs140417843 rs2334445 rs2257459 rs189677268 rs181668599 rs3117259 rs2821826 rs185219656 rs150694172 rs2775756 rs144836185 rs149665773 chr21.14739982.I rs111228154 rs182031361 rs2821827 rs185046950 rs62213534 rs189853197 rs181118009 rs186394955 rs191242898 rs183494972 rs2982800 rs28715391 rs2989188 rs2775757 rs186725560 rs79214693 rs28512411 rs144808566 rs138865014 rs182355432 rs2257872 rs117789304 rs188109062 rs192719214 rs2821828 rs185284220 rs149568816 rs2481815 rs139382916 rs143184084 rs2747349 rs2265260 rs78613372 rs139001868 rs149887923 rs2821829 rs190150597 rs3117258 rs60273509 rs2821830 rs3117257 rs3117273 rs184803522 rs146417235 rs28369165 rs9974314 rs146763543 rs8129495 rs189415592 rs180717303 rs146349090 rs73153658 rs74846832 rs185989294 rs142613681 rs150993799 rs189663612 rs139574181 rs144672344 rs2747343 rs2747251 rs181455395 rs2747250 rs186916760 rs190762494 rs145406633 rs149229365 rs138459404 rs9982420 rs3843783 rs183295830 rs3843784 rs9980593 rs186329274 rs2747249 rs149525682 rs112335608 rs182630675 rs187784336 rs192895321 rs28499315 rs183142354 rs4450709 rs188577987 rs2747247 rs2747246 rs191976923 rs184386264 rs55923962 rs140657062 chr21.14746049.D rs2474042 rs35025613 rs35515279 rs150579531 rs1976779 rs36070698 rs2747244 rs3117255 rs189324677 rs142292256 chr21.14746838.D chr21.14746889.I rs2747243 rs181230826 chr21.14747016.D rs186473011 rs2747342 rs188757679 rs2747242 rs2747341 rs2747241 rs11088611 rs60743884 rs181475674 rs186114697 chr21.14747373.I rs191034820 rs12627446 rs4818286 rs3853865 rs150951638 rs2982791 rs182313715 rs141150101 rs138227780 chr21.14748548.D rs148321843 rs2775758 rs2747340 rs146148307 rs9981147 rs2747339 rs144764815 rs186022679 rs148561183 rs114533489 rs144277639 rs2747338 chr21.14749184.D rs141109983 rs190893648 rs182941895 rs2747238 rs3117271 rs8131117 rs186887072 rs11910995 rs145672791 rs138353738 rs61481436 chr21.14750462.I rs190136459 rs182719755 rs148301630 rs187527662 rs2775760 chr21.14750773.D rs139341484 rs193244115 rs145594338 rs139610192 rs71201709 rs2775761 rs145482583 rs138315066 rs2775762 rs2747236 rs8130043 rs28373797 rs6517735 rs187771971 rs28637606 rs192205442 rs7281196 rs7279480 rs7283912 rs112753136 rs116627383 rs184520496 rs188500879 rs2775763 rs144092016 rs146472623 rs181434761 rs141033397 rs184509809 rs189207500 rs113532266 rs9974910 rs2775764 rs116979268 rs182298036 rs138536520 rs144055938 rs2747336 rs146904592 rs187080997 rs9975303 rs9977626 rs143942821 rs148645071 rs59511947 rs28498218 rs180711688 rs2747335 rs9975537 rs114270029 rs144135012 rs2747334 rs9980096 rs149727072 rs2747332 rs148966460 rs2747331 rs147654536 rs185088197 rs190091547 rs182676994 rs142352460 rs187304965 rs191693070 rs2747330 rs188632623 rs8128313 rs193258388 chr21.14753954.I rs62214589 rs9983546 rs3119502 rs186957548 rs13048079 rs191735577 rs11909711 rs142389843 rs184277493 rs2747328 rs150001478 rs189935345 chr21.14754994.I rs2775768 rs181524751 rs185326805 rs2260868 rs2747326 rs190195219 rs145952130 rs138388171 rs182588933 rs185042748 rs3126399 rs3117284 chr21.14756388.D chr21.14756404.D rs3126400 rs12627112 rs12627113 rs188289094 rs181109606 rs185352146 rs9979106 rs191478061 rs2792526 rs145135135 rs137932371 rs144679818 rs2821831 rs2257596 chr21.14757095.I rs150371480 rs183253799 rs140515206 rs143059410 rs2821832 rs8130271 rs191938525 rs151116003 rs183523035 rs186721569 chr21.14757738.I rs191327034 rs140031882 rs115847200 rs9305799 rs2260986 rs2821833 rs138797601 rs2821835 rs150845439 rs182356562 rs73891598 rs2821837 rs144209040 rs187828781 rs192915965 rs185149019 rs190391410 chr21.14759366.I rs192421603 rs2747378 rs184800843 rs9980515 rs2821838 rs189407635 rs144434062 rs151169090 rs180718837 rs185110768 rs56268645 rs181572045 rs186690232 rs2775777 rs2775779 rs191993517 rs183119062 rs186330845 rs141329912 rs143571347 rs3119503 rs191079137 rs182107685 rs41493147 rs188044272 chr21.14761080.I chr21.14761081.I rs192671570 rs150033838 rs2747377 rs144317384 rs142548874 rs147592875 rs141938999 rs183395663 rs2792536 chr21.14761871.D rs6517744 rs2747376 chr21.14761964.D rs191970126 rs2775792 rs2775793 rs2747374 rs184387881 rs141956196 rs146315277 chr21.14762702.D rs141975181 rs2792539 rs117923882 rs189166029 rs192499824 rs184317789 rs189595796 rs77493854 rs147758717 rs181202049 rs142652617 chr21.14763998.I chr21.14764001.D rs151018362 rs28612905 rs184794016 rs145696933 rs188747909 rs181478498 rs186112707 rs2747369 rs141516153 rs191017252 rs7275755 rs2775797 rs185882417 rs139017104 rs149885075 rs191131049 rs148702186 rs143497898 rs146712384 rs2775805 rs145673882 rs117385802 rs150203671 rs2775806 rs56014511 rs138447939 rs144026881 rs147372039 rs182655873 rs67768089 chr21.14766746.I rs188123749 rs190136649 rs182718218 rs187516577 rs2747227 rs192435625 chr21.14767226.D rs146761171 rs144112248 rs185800962 rs188865645 rs3871533 rs142347043 rs2821847 rs2747365 rs138567699 rs192602901 rs184397454 rs118172513 rs150256419 rs149472139 rs188501066 rs181433219 rs184491700 rs139459438 rs189199747 rs2257224 rs181999216 rs114443460 rs144154767 rs2257392 rs3871601 rs3117282 rs145391730 rs2747226 rs142600428 rs187254164 rs58617638 rs2747364 rs192014839 rs140559785 rs57929077 rs180710438 chr21.14769214.D rs141527828 rs28709745 rs137885224 rs185964270 rs190087808 rs2747363 rs2821849 rs141272786 rs28625421 rs2747225 rs187297694 rs190388608 rs147656063 rs183517946 rs73891600 rs2775817 rs188902210 chr21.14770207.D rs115442074 rs193102599 rs137864287 rs141647587 rs184469754 rs2474034 rs3126377 rs2747362 rs143899865 rs8127875 rs186942362 chr21.14771327.D rs191716578 rs184268438 rs188751697 rs3117281 rs193041346 rs185206745 rs77585460 rs2821850 rs190441907 rs182322701 rs117698891 rs139432052 chr21.14772308.I rs146461627 rs149031878 rs185024521 rs188267367 rs180928135 rs56736676 rs60648635 rs185333651 rs57815640 chr21.14772694.I rs2821851 rs191232885 rs2775824 rs183484696 rs2257225 rs2257396 rs138856231 rs2257226 rs186978993 rs2257227 rs192260301 rs148513668 rs146162973 rs116797278 rs184033384 rs186688894 rs58431634 rs2821852 rs191306277 rs28391176 rs2747267 rs2821853 rs182340305 rs187014245 rs3117280 rs192712358 rs185266617 rs138221790 rs9977272 rs35578925 rs190146242 rs193232767 chr21.14774643.D rs2747355 rs184602029 rs2821855 chr21.14774730.D rs2334511 rs189384625 rs180711106 rs185102782 rs189839802 rs2747265 rs142791946 rs140200828 rs58922691 rs181439997 chr21.14775387.I rs9976646 rs148566185 rs2747354 rs111347264 rs35867755 rs3126392 rs142231558 rs7410107 rs138567780 rs2775829 rs148885433 rs3126394 rs57085847 rs7409915 rs191697131 rs183098231 rs2747261 rs144941893 rs186316062 rs35376278 chr21.14776463.I rs113227650 rs141747191 rs7409854 rs192893081 rs16998190 rs147550293 rs183121793 rs111361156 rs3126395 rs3126396 rs188355634 rs9808653 rs2821856 rs3126397 rs113066632 rs73891602 rs9305812 rs192835456 rs2747232 rs112146711 rs111923202 rs9680515 rs2258752 rs61226447 rs4143371 rs184372362 rs142692571 rs3126398 rs187555157 rs192701497 chr21.14779576.D rs117766671 rs183598132 rs189318559 rs3975218 rs116894217 rs3975216 rs116301423 rs2747314 rs184628786 rs2747352 rs117556362 rs143405312 rs73893703 rs189894779 rs2747351 rs143240925 rs186104253 rs3117279 rs150705759 rs191023280 rs182048816 rs186018227 rs7275952 rs139907904 rs2821859 rs148944666 rs151029442 rs190674341 chr21.14781183.I rs182919098 rs139397369 rs147077693 rs187820437 rs190119855 rs7510475 rs421437 rs147976866 rs114963118 rs17468376 rs446549 rs146229598 rs182886405 rs145269347 chr21.14782217.I rs147878930 rs2334512 rs111652401 rs187518160 rs138529360 rs7283729 rs192441083 rs184792806 rs7510079 rs189136617 rs7281607 rs437907 rs115983105 rs116389299 rs28525057 rs149191193 rs381113 rs141569010 rs149538855 rs73328622 rs432575 rs11910829 rs192183190 chr21.14784323.D rs139846751 rs111994205 rs117658011 rs151114611 rs9974571 rs431782 rs140673172 rs184502463 rs143254325 rs7282092 rs3119480 chr21.14784961.D rs189381928 rs431133 rs181426879 rs35409684 rs445201 rs189202171 rs181672234 rs368599 chr21.14785450.D chr21.14785466.D rs187055788 rs455947 rs464653 rs139672648 rs464023 rs192331198 rs464618 rs146609343 rs3119481 rs72629052 rs149910485 rs73893705 rs143172889 rs73893706 rs3132415 rs4281983 rs190081393 rs409639 rs409638 chr21.14787123.I rs440529 rs9979375 rs57427667 rs138708000 chr21.14787594.D rs190380379 rs149358346 rs146393371 rs150632183 rs183730197 rs146113359 rs148774608 rs150964395 rs75544661 rs188604126 rs149676695 rs9985012 rs193254237 rs141391456 rs34246386 rs186948176 rs147606730 rs457592 rs184274236 rs374529 rs60666091 rs2334513 rs111259012 chr21.14790362.D rs2249727 rs2334514 rs188741750 rs191998437 rs461083 rs3132414 rs458404 rs185297569 rs9979946 rs149416343 rs3933307 chr21.14791103.I rs190375270 rs182572477 rs185898773 rs188271598 rs180918708 rs185324876 rs190129067 rs183229429 rs461086 rs9975754 rs4818308 rs147649438 rs456254 rs187156947 rs191934857 rs184180298 rs148947147 rs186701662 rs3933308 rs191292939 rs138196233 rs4305344 rs182335969 rs2821866 rs186993023 rs193006809 rs147387571 rs139433846 rs185141315 rs145078653 rs190387414 rs17004466 rs73893708 rs193061897 rs457025 rs185582287 rs189376361 rs460913 rs146590867 rs141208185 rs149000102 rs180693315 rs461346 rs185084337 rs56257201 chr21.14793618.D rs4621243 chr21.14793774.D rs459040 rs144635807 rs188524912 rs141270340 rs142362912 rs9978362 rs151239387 rs138598620 rs461916 rs4239818 rs143484714 rs181564504 rs186682621 rs141175223 rs191991571 rs71320473 rs3126403 rs183525747 rs186305031 rs456965 rs145776146 rs191049125 chr21.14795233.I rs182288346 rs147670446 rs142592336 rs459504 rs186950150 rs464957 rs464722 rs459330 rs150112722 rs465733 rs149273688 rs2821867 rs142631707 rs191125028 rs457434 rs16998778 rs147660661 rs183385974 rs188077756 rs193037170 rs184359158 chr21.14797145.D rs140164893 rs187543028 rs145365314 rs192681958 rs183591135 rs137876059 rs189588410 rs181200277 rs142382423 rs184776783 rs464102 rs189610987 rs181613937 rs144523767 rs186282946 rs191004684 rs148040501 rs141883317 rs182038691 rs4497947 rs463974 rs463942 rs147459656 rs466850 rs190933613 rs182640654 rs60004840 rs455513 rs144031463 rs188090635 rs7279701 rs191182474 rs140792180 rs58998916 rs57955401 rs55788937 rs187497714 rs111833455 rs150381022 rs143673917 rs467453 rs143113349 rs147449620 rs60038430 rs139878437 rs143843411 rs11911645 chr21.14799324.I rs140858415 rs143295107 rs117320838 rs459706 rs151020039 rs145909659 rs192427511 rs184797487 rs188862412 rs143071673 rs73893711 rs192585890 rs149575151 rs459731 rs140161332 rs142251672 rs459866 rs16998777 rs143256235 rs117595238 rs184364077 rs59682 rs139024578 rs3117277 rs3117276 rs8130356 rs8130357 rs8128906 rs8132033 rs459496 rs189833380 rs8128214 rs141897209 rs138826327 rs144341559 rs148416241 rs181413611 rs184476282 rs189189456 rs455637 rs458728 rs181675146 rs187252118 rs7283648 rs191986419 rs180672323 rs186133872 rs191376286 rs60107550 rs7278457 rs1782852 rs182648598 rs185775618 rs144244701 rs3132405 rs190386699 rs456949 rs140613805 rs182935098 rs145613131 rs149208882 rs188872160 rs142754190 rs139049052 rs182812504 rs9977363 rs62213765 rs139590801 rs144308714 rs140951763 rs150270148 rs149009520 rs142734366 rs147976464 rs141655845 rs187716244 rs150511374 rs116468484 rs141872600 rs1782925 rs139340082 rs145289864 rs191709980 rs459109 rs459388 rs143010873 rs457227 rs141831475 rs139301270 rs184059334 rs7277018 rs145641053 rs188749690 rs76882735 rs459902 rs192002425 rs140758215 rs185173158 rs458445 rs145549950 rs190614700 rs144009551 rs460785 rs182291704 rs140991188 rs186014195 rs188261010 rs59720550 rs2775576 rs180922321 rs468971 rs469007 rs3119482 chr21.14809473.I rs138127852 rs1003588 rs146601501 rs185331886 rs138718232 rs144683196 rs17239886 rs142020342 rs190140454 rs143377497 rs182878607 rs186941935 rs148893239 rs457023 rs146950319 rs147608581 rs1693798 rs189152819 rs142214114 rs146526819 rs191297601 rs3119483 rs182339287 rs150395166 rs138157157 rs187000615 rs148626482 rs55727286 rs142282941 chr21.14811990.D rs191927304 rs141266317 rs115701303 rs138995289 rs150871169 chr21.14812340.I rs138289867 rs185239033 rs467745 rs3119484 rs147140784 rs4314072 rs469301 rs467811 rs144943643 rs190116476 rs143838835 rs148138333 rs150246469 rs468174 rs193230917 rs185438117 rs189384248 chr21.14813521.D rs148454275 rs22232 rs24344 rs180700601 rs469184 rs183794706 rs1739068 rs9983389 rs188508760 rs1693720 rs150719335 rs181419057 rs186882174 rs13433424 rs191477050 rs182048535 rs468668 rs146912090 rs145868091 rs186313047 rs148852494 rs191056648 rs182276644 rs186940225 rs143426652 -1 1 72 1 60 7 69 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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