diff --git a/.Rbuildignore b/.Rbuildignore
index 91114bf..804928d 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -1,2 +1,3 @@
^.*\.Rproj$
^\.Rproj\.user$
+copyJar
\ No newline at end of file
diff --git a/DESCRIPTION b/DESCRIPTION
index 0555654..d608011 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,12 +1,19 @@
Package: largeRCRF
Type: Package
-Title: Large Random Competing Risk Forests, Java Implementation Run in R
-Version: 1.0.0.0
-Authors@R: person("Joel", "Therrien", email = "joel@joeltherrien.ca", role = c("aut", "cre"))
+Title: Large Random Competing Risks Forests
+Version: 1.0.1
+Authors@R: c(
+ person("Joel", "Therrien", email = "joel_therrien@sfu.ca", role = c("aut", "cre", "cph")),
+ person("Jiguo", "Cao", email = "jiguo_cao@sfu.ca", role = c("aut", "dgs"))
+ )
Description: This package is used for training competing risk random forests on larger scale datasets.
- It currently only supports training models, running predictions, plotting those predictions (they are curves),
+ It currently supports training models, running predictions, plotting those predictions (they are curves),
and some simple error analysis using concordance measures.
License: GPL-3
+Copyright: All provided source code is copyrighted and owned by Joel Therrien.
+ There are two dependencies (partially provided) used in the Java code; both
+ of which are licensed under the Apache 2.0 License. Please see the NOTICE
+ file for more information.
Encoding: UTF-8
LazyData: true
Imports:
@@ -14,6 +21,6 @@ Imports:
Suggests:
parallel,
testthat
-Depends: R (>= 3.4.2)
+Depends: R (>= 3.4.0)
SystemRequirements: Java JDK 1.8 or higher
RoxygenNote: 6.1.1
diff --git a/NAMESPACE b/NAMESPACE
index f728caa..2a9c930 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -15,8 +15,6 @@ S3method(print,CompetingRiskFunctions.List)
S3method(print,JRandomForest)
S3method(print,ResponseCombiner)
S3method(print,SplitFinder)
-S3method(train,default)
-S3method(train,formula)
export(CR_FunctionCombiner)
export(CR_Response)
export(CR_ResponseCombiner)
diff --git a/NOTICE b/NOTICE
new file mode 100644
index 0000000..3d3f692
--- /dev/null
+++ b/NOTICE
@@ -0,0 +1,44 @@
+# largeRCRF
+Copyright 2018-2019 Joel Therrien
+
+largeRCRF is licensed under the GPL-3 license.
+
+largeRCRF contains in object form some Java classes from the
+Apache Commons CSV project and Jackson JSON processor; none of
+which were modified.
+
+Their copyright notices are displayed below, and the license files
+they provided may be found in the licenses/ subfolder.
+
+
+
+Apache Commons CSV
+Copyright 2005-2017 The Apache Software Foundation
+
+This product includes software developed at
+The Apache Software Foundation (http://www.apache.org/).
+
+
+
+
+
+# Jackson JSON processor
+
+Jackson is a high-performance, Free/Open Source JSON processing library.
+It was originally written by Tatu Saloranta (tatu.saloranta@iki.fi), and has
+been in development since 2007.
+It is currently developed by a community of developers, as well as supported
+commercially by FasterXML.com.
+
+## Licensing
+
+Jackson core and extension components may be licensed under different licenses.
+To find the details that apply to this artifact see the accompanying LICENSE file.
+For more information, including possible other licensing options, contact
+FasterXML.com (http://fasterxml.com).
+
+## Credits
+
+A list of contributors may be found from CREDITS file, which is included
+in some artifacts (usually source distributions); but is always available
+from the source code management (SCM) system project uses.
diff --git a/R/cr_predictions.R b/R/cr_predictions.R
index 6d0f03f..673c89a 100644
--- a/R/cr_predictions.R
+++ b/R/cr_predictions.R
@@ -48,7 +48,7 @@ extractCIF <- function (x, event) {
#' @export
extractCIF.CompetingRiskFunctions <- function(prediction, event){
- fun <- stepfun(prediction$time.interest, c(0, prediction$cif[,event]))
+ fun <- stats::stepfun(prediction$time.interest, c(0, prediction$cif[,event]))
class(fun) <- "function"
attr(fun, "call") <- sys.call()
@@ -70,7 +70,7 @@ extractCHF <- function (x, event) {
#' @export
extractCHF.CompetingRiskFunctions <- function(prediction, event){
- fun <- stepfun(prediction$time.interest, c(0, prediction$chf[,event]))
+ fun <- stats::stepfun(prediction$time.interest, c(0, prediction$chf[,event]))
class(fun) <- "function"
attr(fun, "call") <- sys.call()
@@ -93,7 +93,7 @@ extractSurvivorCurve <- function (x) {
#' @export
extractSurvivorCurve.CompetingRiskFunctions <- function(prediction){
- fun <- stepfun(prediction$time.interest, c(1, prediction$survivorCurve))
+ fun <- stats::stepfun(prediction$time.interest, c(1, prediction$survivorCurve))
class(fun) <- "function"
attr(fun, "call") <- sys.call()
diff --git a/R/loadForest.R b/R/loadForest.R
index d4600a2..ded2cde 100644
--- a/R/loadForest.R
+++ b/R/loadForest.R
@@ -4,10 +4,10 @@
#'
#' Loads a random forest that was saved using \code{\link{saveForest}}.
#'
-#' @param forest The directory created that saved the previous forest.
+#' @param directory The directory created that saved the previous forest.
#' @return A JForest object; see \code{\link{train}} for details.
#' @export
-#' @seealso \code{\link{train}}, \code{\link{saveForest}}, \code{\link{loadForestArg}}
+#' @seealso \code{\link{train}}, \code{\link{saveForest}}
#' @examples
#' # Regression Example
#' x1 <- rnorm(1000)
diff --git a/R/misc.R b/R/misc.R
index c818704..2073041 100644
--- a/R/misc.R
+++ b/R/misc.R
@@ -78,10 +78,10 @@ plot.JMatrixPlottable <- function(mat, add=FALSE, type="s", xlab="Time", ylab=NU
}
- plot(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
+ graphics::plot(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
}
else{
- points(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
+ graphics::points(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
}
}
diff --git a/R/predict.R b/R/predict.R
index aa21ee1..bcd84bd 100644
--- a/R/predict.R
+++ b/R/predict.R
@@ -28,7 +28,8 @@
#' y <- 1 + x1 + x2 + rnorm(1000)
#'
#' data <- data.frame(x1, x2, y)
-#' forest <- train(y ~ x1 + x2, data, ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#' forest <- train(y ~ x1 + x2, data, ntree=100, numberOfSplits = 5,
+#' mtry = 1, nodeSize = 5)
#'
#' # Fix x2 to be 0
#' newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
@@ -48,7 +49,8 @@
#'
#' data <- data.frame(x1, x2)
#'
-#' forest <- train(CR_Response(delta, u) ~ x1 + x2, data, ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+#' forest <- train(CR_Response(delta, u) ~ x1 + x2, data, ntree=100,
+#' numberOfSplits=5, mtry=1, nodeSize=10)
#' newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
#' ypred <- predict(forest, newData)
predict.JRandomForest <- function(forest, newData=NULL, parallel=TRUE, out.of.bag=NULL){
diff --git a/R/regressionComponents.R b/R/regressionComponents.R
index 094d9cf..681ab6f 100644
--- a/R/regressionComponents.R
+++ b/R/regressionComponents.R
@@ -46,15 +46,6 @@ WeightedVarianceSplitFinder <- function(){
#' responseCombiner <- MeanResponseCombiner()
#' # You would then use it in train()
#'
-#' # However; I'll show an internal Java method to make it clear what it does
-#' # Note that you should never have to do the following
-#' x <- 1:3
-#' x <- largeRCRF:::convertRListToJava(Numeric(x))
-#'
-#' # will output a Java object containing 2
-#' output <- rJava::.jcall(responseCombiner$javaObject, "Ljava/lang/Double;", "combine", x)
-#' responseCombiner$convertToRFunction(output)
-#'
MeanResponseCombiner <- function(){
javaObject <- .jnew(.class_MeanResponseCombiner)
javaObject <- .jcast(javaObject, .class_ResponseCombiner)
diff --git a/R/saveForest.R b/R/saveForest.R
index 4b2eb71..af16761 100644
--- a/R/saveForest.R
+++ b/R/saveForest.R
@@ -3,7 +3,7 @@
#' Save Random Forests
#'
#' Saves a random forest for later use, given that the base R
-#' \code{\link{base::save}} function doesn't work for this package.
+#' \code{\link[base]{save}} function doesn't work for this package.
#'
#' @param forest The forest to save.
#' @param directory The directory that should be created to save the trees in.
@@ -24,8 +24,8 @@
#' forest <- train(y ~ x1 + x2, data,
#' ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
#'
-#' saveForest(forest, "trees")
-#' new_forest <- loadForest("trees")
+#' saveForest(forest, "saved_forest")
+#' new_forest <- loadForest("saved_forest")
saveForest <- function(forest, directory, overwrite=FALSE){
check_and_create_directory(directory, overwrite)
diff --git a/R/train.R b/R/train.R
index f0d3186..2cfa379 100644
--- a/R/train.R
+++ b/R/train.R
@@ -14,148 +14,11 @@ getCores <- function(){
return(cores)
}
-#' Train Random Forests
-#'
-#' Trains the random forest. The type of response the random forest can be
-#' trained on varies depending on the \code{splitFinder},
-#' \code{nodeResponseCombiner}, and the \code{forestResponseCombiner}
-#' parameters. Make sure these are compatible with each other, and with the
-#' response you plug in. \code{splitFinder} should work on the responses you are
-#' providing; \code{nodeResponseCombiner} should combine these responses into
-#' some intermediate product, and \code{forestResponseCombiner} combines these
-#' intermediate products into the final output product. Note that
-#' \code{nodeResponseCombiner} and \code{forestResponseCombiner} can be inferred
-#' from the data (so feel free to not specify them), and \code{splitFinder} can
-#' be inferred but you might want to change its default.
-#'
-#' @param responses An R list of the responses. See \code{\link{CR_Response}}
-#' for an example function.
-#' @param data A data.frame containing the columns of the predictors and
-#' responses; not relevant if you're not using the formula version of
-#' \code{train}.
-#' @param covariateData A data.frame containing only the columns of the
-#' covariates you wish to use in your training (not relevant if you're using
-#' the formula version of \code{train}).
-#' @param splitFinder A split finder that's used to score splits in the random
-#' forest training algorithm. See \code{\link{Competing Risk Split Finders}}
-#' or \code{\link{WeightedVarianceSplitFinder}}. If you don't specify one,
-#' this function tries to pick one based on the response. For
-#' \code{\link{CR_Response}} without censor times, it will pick a
-#' \code{\link{LogRankSplitFinder}}; while if censor times were provided it
-#' will pick \code{\link{GrayLogRankSplitFinder}}; for integer or numeric
-#' responses it picks a \code{\link{WeightedVarianceSplitFinder}}.
-#' @param nodeResponseCombiner A response combiner that's used to combine
-#' responses for each terminal node in a tree (regression example; average the
-#' observations in each tree into a single number). See
-#' \code{\link{CompetingRiskResponseCombiner}} or
-#' \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
-#' tries to pick one based on the response. For \code{\link{CR_Response}} it
-#' picks a \code{\link{CompetingRiskResponseCombiner}}; for integer or numeric
-#' responses it picks a \code{\link{MeanResponseCombiner}}.
-#' @param forestResponseCombiner A response combiner that's used to combine
-#' predictions across trees into one final result (regression example; average
-#' the prediction of each tree into a single number). See
-#' \code{\link{CompetingRiskFunctionCombiner}} or
-#' \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
-#' tries to pick one based on the response. For \code{\link{CR_Response}} it
-#' picks a \code{\link{CompetingRiskFunctionCombiner}}; for integer or numeric
-#' responses it picks a \code{\link{MeanResponseCombiner}}.
-#' @param ntree An integer that specifies how many trees should be trained.
-#' @param numberOfSplits A tuning parameter specifying how many random splits
-#' should be tried for a covariate; a value of 0 means all splits will be
-#' tried (with an exception for factors, who might have too many splits to
-#' feasibly compute).
-#' @param mtry A tuning parameter specifying how many covariates will be
-#' randomly chosen to be tried in the splitting process. This value must be at
-#' least 1.
-#' @param nodeSize The algorithm will not attempt to split a node that has
-#' observations less than 2*\code{nodeSize}; this guarantees that any two
-#' sibling terminal nodes together have an average size of at least
-#' \code{nodeSize}; note that it doesn't guarantee that every node is at least
-#' as large as \code{nodeSize}.
-#' @param maxNodeDepth This parameter is analogous to \code{nodeSize} in that it
-#' controls tree length; by default \code{maxNodeDepth} is an extremely high
-#' number and tree depth is controlled by \code{nodeSize}.
-#' @param splitPureNodes This parameter determines whether the algorithm will
-#' split a pure node. If set to FALSE, then before every split it will check
-#' that every response is the same, and if so, not split. If set to TRUE it
-#' forgoes that check and splits it. Prediction accuracy won't change under
-#' any sensible \code{nodeResponseCombiner}; as all terminal nodes from a
-#' split pure node should give the same prediction, so this parameter only
-#' affects performance. If your response is continuous you'll likely
-#' experience faster train times by setting it to TRUE. Default value is TRUE.
-#' @param savePath If set, this parameter will save each tree of the random
-#' forest in this directory as the forest is trained. Use this parameter if
-#' you need to save memory while training. See also \code{\link{loadForest}}
-#' @param savePath.overwrite This parameter controls the behaviour for what
-#' happens if \code{savePath} is pointing to an existing directory. If set to
-#' \code{warn} (default) then \code{train} refuses to proceed. If set to
-#' \code{delete} then all the contents in that folder are deleted for the new
-#' forest to be trained. Note that all contents are deleted, even those files
-#' not related to \code{largeRCRF}. Use only if you're sure it's safe. If set
-#' to \code{merge}, then the files describing the forest (such as its
-#' parameters) are overwritten but the saved trees are not. The algorithm
-#' assumes (without checking) that the existing trees are from a previous run
-#' and starts from where it left off. This option is useful if recovering from
-#' a crash.
-#' @param cores This parameter specifies how many trees will be simultaneously
-#' trained. By default the package attempts to detect how many cores you have
-#' by using the \code{parallel} package and using all of them. You may specify
-#' a lower number if you wish. It is not recommended to specify a number
-#' greater than the number of available cores as this will hurt performance
-#' with no available benefit.
-#' @param randomSeed This parameter specifies a random seed if reproducible,
-#' deterministic forests are desired.
-#' @param displayProgress A logical indicating whether the progress should be
-#' displayed to console; default is \code{TRUE}. Useful to set to FALSE in
-#' some automated situations.
-#' @export
-#' @return A \code{JRandomForest} object. You may call \code{predict} or
-#' \code{print} on it.
-#' @seealso \code{\link{predict.JRandomForest}}
-#' @note If saving memory is a concern, you can replace \code{covariateData} or
-#' \code{data} with an environment containing one element called \code{data}
-#' as the actual dataset. After the data has been imported into Java, but
-#' before the forest training begins, the dataset in the environment is
-#' deleted, freeing up memory in R.
-#' @examples
-#' # Regression Example
-#' x1 <- rnorm(1000)
-#' x2 <- rnorm(1000)
-#' y <- 1 + x1 + x2 + rnorm(1000)
-#'
-#' data <- data.frame(x1, x2, y)
-#' forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
-#'
-#' # Fix x2 to be 0
-#' newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
-#' ypred <- predict(forest, newData)
-#'
-#' plot(ypred ~ newData$x1, type="l")
-#'
-#' # Competing Risk Example
-#' x1 <- abs(rnorm(1000))
-#' x2 <- abs(rnorm(1000))
-#'
-#' T1 <- rexp(1000, rate=x1)
-#' T2 <- rweibull(1000, shape=x1, scale=x2)
-#' C <- rexp(1000)
-#' u <- pmin(T1, T2, C)
-#' delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
-#'
-#' data <- data.frame(x1, x2)
-#'
-#' forest <- train(CR_Response(delta, u) ~ x1 + x2, data,
-#' LogRankSplitFinder(1:2), CR_kResponseCombiner(1:2), CR_FunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
-#' newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
-#' ypred <- predict(forest, newData)
-train <- function(x, ...) UseMethod("train")
-
-
-
-#' @rdname train
-#' @export
-train.default <- function(responses, covariateData, splitFinder = splitFinderDefault(responses), nodeResponseCombiner = nodeResponseCombinerDefault(responses), forestResponseCombiner = forestResponseCombinerDefault(responses), ntree, numberOfSplits, mtry, nodeSize, maxNodeDepth = 100000, splitPureNodes=TRUE, savePath=NULL, savePath.overwrite=c("warn", "delete", "merge"), cores = getCores(), randomSeed = NULL, displayProgress = TRUE){
+train.internal <- function(responses, covariateData, splitFinder,
+ nodeResponseCombiner, forestResponseCombiner, ntree,
+ numberOfSplits, mtry, nodeSize, maxNodeDepth,
+ splitPureNodes, savePath, savePath.overwrite,
+ cores, randomSeed, displayProgress){
# Some quick checks on parameters
ntree <- as.integer(ntree)
@@ -187,6 +50,19 @@ train.default <- function(responses, covariateData, splitFinder = splitFinderDef
if(is.null(savePath.overwrite) | length(savePath.overwrite)==0 | !(savePath.overwrite[1] %in% c("warn", "delete", "merge"))){
stop("savePath.overwrite must be one of c(\"warn\", \"delete\", \"merge\")")
}
+
+ if(is.null(splitFinder)){
+ splitFinder <- splitFinderDefault(responses)
+ }
+
+ if(is.null(nodeResponseCombiner)){
+ nodeResponseCombiner <- nodeResponseCombinerDefault(responses)
+ }
+
+ if(is.null(forestResponseCombiner)){
+ forestResponseCombiner <- forestResponseCombinerDefault(responses)
+ }
+
if(class(nodeResponseCombiner) != "ResponseCombiner"){
@@ -287,9 +163,8 @@ train.default <- function(responses, covariateData, splitFinder = splitFinderDef
}
-
-
- forestObject <- list(call=match.call(), params=params, javaObject=forest.java, covariateList=dataset$covariateList, dataset=dataset$dataset)
+ forestObject <- list(params=params, javaObject=forest.java,
+ covariateList=dataset$covariateList, dataset=dataset$dataset)
class(forestObject) <- "JRandomForest"
return(forestObject)
@@ -297,14 +172,147 @@ train.default <- function(responses, covariateData, splitFinder = splitFinderDef
}
-
-
-#' @rdname train
-#' @export
+#' Train Random Forests
+#'
+#' Trains the random forest. The type of response the random forest can be
+#' trained on varies depending on the \code{splitFinder},
+#' \code{nodeResponseCombiner}, and the \code{forestResponseCombiner}
+#' parameters. Make sure these are compatible with each other, and with the
+#' response you plug in. \code{splitFinder} should work on the responses you are
+#' providing; \code{nodeResponseCombiner} should combine these responses into
+#' some intermediate product, and \code{forestResponseCombiner} combines these
+#' intermediate products into the final output product. Note that
+#' \code{nodeResponseCombiner} and \code{forestResponseCombiner} can be inferred
+#' from the data (so feel free to not specify them), and \code{splitFinder} can
+#' be inferred but you might want to change its default.
+#'
#' @param formula You may specify the response and covariates as a formula
#' instead; make sure the response in the formula is still properly
#' constructed; see \code{responses}
-train.formula <- function(formula, data, ...){
+#' @param data A data.frame containing the columns of the predictors and
+#' responses.
+#' @param splitFinder A split finder that's used to score splits in the random
+#' forest training algorithm. See \code{\link{CompetingRiskSplitFinders}}
+#' or \code{\link{WeightedVarianceSplitFinder}}. If you don't specify one,
+#' this function tries to pick one based on the response. For
+#' \code{\link{CR_Response}} without censor times, it will pick a
+#' \code{\link{LogRankSplitFinder}}; while if censor times were provided it
+#' will pick \code{\link{GrayLogRankSplitFinder}}; for integer or numeric
+#' responses it picks a \code{\link{WeightedVarianceSplitFinder}}.
+#' @param nodeResponseCombiner A response combiner that's used to combine
+#' responses for each terminal node in a tree (regression example; average the
+#' observations in each tree into a single number). See
+#' \code{\link{CR_ResponseCombiner}} or
+#' \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+#' tries to pick one based on the response. For \code{\link{CR_Response}} it
+#' picks a \code{\link{CR_ResponseCombiner}}; for integer or numeric
+#' responses it picks a \code{\link{MeanResponseCombiner}}.
+#' @param forestResponseCombiner A response combiner that's used to combine
+#' predictions across trees into one final result (regression example; average
+#' the prediction of each tree into a single number). See
+#' \code{\link{CR_FunctionCombiner}} or
+#' \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+#' tries to pick one based on the response. For \code{\link{CR_Response}} it
+#' picks a \code{\link{CR_FunctionCombiner}}; for integer or numeric
+#' responses it picks a \code{\link{MeanResponseCombiner}}.
+#' @param ntree An integer that specifies how many trees should be trained.
+#' @param numberOfSplits A tuning parameter specifying how many random splits
+#' should be tried for a covariate; a value of 0 means all splits will be
+#' tried (with an exception for factors, who might have too many splits to
+#' feasibly compute).
+#' @param mtry A tuning parameter specifying how many covariates will be
+#' randomly chosen to be tried in the splitting process. This value must be at
+#' least 1.
+#' @param nodeSize The algorithm will not attempt to split a node that has
+#' observations less than 2*\code{nodeSize}; this guarantees that any two
+#' sibling terminal nodes together have an average size of at least
+#' \code{nodeSize}; note that it doesn't guarantee that every node is at least
+#' as large as \code{nodeSize}.
+#' @param maxNodeDepth This parameter is analogous to \code{nodeSize} in that it
+#' controls tree length; by default \code{maxNodeDepth} is an extremely high
+#' number and tree depth is controlled by \code{nodeSize}.
+#' @param splitPureNodes This parameter determines whether the algorithm will
+#' split a pure node. If set to FALSE, then before every split it will check
+#' that every response is the same, and if so, not split. If set to TRUE it
+#' forgoes that check and splits it. Prediction accuracy won't change under
+#' any sensible \code{nodeResponseCombiner}; as all terminal nodes from a
+#' split pure node should give the same prediction, so this parameter only
+#' affects performance. If your response is continuous you'll likely
+#' experience faster train times by setting it to TRUE. Default value is TRUE.
+#' @param savePath If set, this parameter will save each tree of the random
+#' forest in this directory as the forest is trained. Use this parameter if
+#' you need to save memory while training. See also \code{\link{loadForest}}
+#' @param savePath.overwrite This parameter controls the behaviour for what
+#' happens if \code{savePath} is pointing to an existing directory. If set to
+#' \code{warn} (default) then \code{train} refuses to proceed. If set to
+#' \code{delete} then all the contents in that folder are deleted for the new
+#' forest to be trained. Note that all contents are deleted, even those files
+#' not related to \code{largeRCRF}. Use only if you're sure it's safe. If set
+#' to \code{merge}, then the files describing the forest (such as its
+#' parameters) are overwritten but the saved trees are not. The algorithm
+#' assumes (without checking) that the existing trees are from a previous run
+#' and starts from where it left off. This option is useful if recovering from
+#' a crash.
+#' @param cores This parameter specifies how many trees will be simultaneously
+#' trained. By default the package attempts to detect how many cores you have
+#' by using the \code{parallel} package and using all of them. You may specify
+#' a lower number if you wish. It is not recommended to specify a number
+#' greater than the number of available cores as this will hurt performance
+#' with no available benefit.
+#' @param randomSeed This parameter specifies a random seed if reproducible,
+#' deterministic forests are desired.
+#' @param displayProgress A logical indicating whether the progress should be
+#' displayed to console; default is \code{TRUE}. Useful to set to FALSE in
+#' some automated situations.
+#' @export
+#' @return A \code{JRandomForest} object. You may call \code{predict} or
+#' \code{print} on it.
+#' @seealso \code{\link{predict.JRandomForest}}
+#' @note If saving memory is a concern, you can replace \code{covariateData} or
+#' \code{data} with an environment containing one element called \code{data}
+#' as the actual dataset. After the data has been imported into Java, but
+#' before the forest training begins, the dataset in the environment is
+#' deleted, freeing up memory in R.
+#' @examples
+#' # Regression Example
+#' x1 <- rnorm(1000)
+#' x2 <- rnorm(1000)
+#' y <- 1 + x1 + x2 + rnorm(1000)
+#'
+#' data <- data.frame(x1, x2, y)
+#' forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(),
+#' MeanResponseCombiner(), MeanResponseCombiner(), ntree=100,
+#' numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#'
+#' # Fix x2 to be 0
+#' newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
+#' ypred <- predict(forest, newData)
+#'
+#' plot(ypred ~ newData$x1, type="l")
+#'
+#' # Competing Risk Example
+#' x1 <- abs(rnorm(1000))
+#' x2 <- abs(rnorm(1000))
+#'
+#' T1 <- rexp(1000, rate=x1)
+#' T2 <- rweibull(1000, shape=x1, scale=x2)
+#' C <- rexp(1000)
+#' u <- pmin(T1, T2, C)
+#' delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
+#'
+#' data <- data.frame(x1, x2)
+#'
+#' forest <- train(CR_Response(delta, u) ~ x1 + x2, data,
+#' LogRankSplitFinder(1:2), CR_ResponseCombiner(1:2),
+#' CR_FunctionCombiner(1:2), ntree=100, numberOfSplits=5,
+#' mtry=1, nodeSize=10)
+#' newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
+#' ypred <- predict(forest, newData)
+train <- function(formula, data, splitFinder = NULL, nodeResponseCombiner = NULL,
+ forestResponseCombiner = NULL, ntree, numberOfSplits, mtry,
+ nodeSize, maxNodeDepth = 100000, splitPureNodes=TRUE, savePath=NULL,
+ savePath.overwrite=c("warn", "delete", "merge"), cores = getCores(),
+ randomSeed = NULL, displayProgress = TRUE){
# Having an R copy of the data loaded at the same time can be wasteful; we
# also allow users to provide an environment of the data which gets removed
@@ -343,10 +351,10 @@ train.formula <- function(formula, data, ...){
}
# Includes responses which we may need to later cut out
- mf <- model.frame(formula=formula, data=data, na.action=na.pass)
+ mf <- stats::model.frame(formula=formula, data=data, na.action=stats::na.pass)
if(is.null(responses)){
- responses <- model.response(mf)
+ responses <- stats::model.response(mf)
}
# remove any response variables
@@ -356,13 +364,25 @@ train.formula <- function(formula, data, ...){
if(!is.null(env)){
env$data <- mf
rm(data)
- forest <- train.default(responses, env, ...)
+ forest <- train.internal(responses, env, splitFinder = splitFinder,
+ nodeResponseCombiner = nodeResponseCombiner,
+ forestResponseCombiner = forestResponseCombiner,
+ ntree = ntree, numberOfSplits = numberOfSplits,
+ mtry = mtry, nodeSize = nodeSize, maxNodeDepth = maxNodeDepth,
+ splitPureNodes = splitPureNodes, savePath = savePath,
+ savePath.overwrite = savePath.overwrite, cores = cores,
+ randomSeed = randomSeed, displayProgress = displayProgress)
} else{
- forest <- train.default(responses, mf, ...)
+ forest <- train.internal(responses, mf, splitFinder = splitFinder,
+ nodeResponseCombiner = nodeResponseCombiner,
+ forestResponseCombiner = forestResponseCombiner,
+ ntree = ntree, numberOfSplits = numberOfSplits,
+ mtry = mtry, nodeSize = nodeSize, maxNodeDepth = maxNodeDepth,
+ splitPureNodes = splitPureNodes, savePath = savePath,
+ savePath.overwrite = savePath.overwrite, cores = cores,
+ randomSeed = randomSeed, displayProgress = displayProgress)
}
-
-
forest$call <- match.call()
forest$formula <- formula
diff --git a/R/zzz.R b/R/zzz.R
index 9edb824..dee42b0 100644
--- a/R/zzz.R
+++ b/R/zzz.R
@@ -1,6 +1,11 @@
.onLoad <- function(libname, pkgname) {
- # rJava needs to be initialized with the path to the class files
- .jpackage(pkgname, lib.loc=libname, morePaths = "inst/java/")
+ # rJava expects a folder called 'java' to be present in the root of the
+ # package directory; but this isn't true when devtools::test() is run (instead
+ # it's in the inst folder which won't be present if the package was actually
+ # loaded from the R library). Thus with morePaths we make sure it loads up the
+ # jar in this situation.
+ .jpackage(pkgname, lib.loc=libname, morePaths="inst/java/largeRCRF-1.0-SNAPSHOT.jar")
+
}
#' @import rJava
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diff --git a/java/OBTAINING.md b/java/OBTAINING.md
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index 0000000..f1be1e4
--- /dev/null
+++ b/java/OBTAINING.md
@@ -0,0 +1,5 @@
+The Java source code for this package can be obtained at https://github.com/jatherrien/largeRCRF-Java, and is also licensed under the GPL-3 license. You can include it with your modifications into the R package by following these steps:
+
+* Delete all the contents of `inst/java/`
+* Build the Java code in its own separate directory using `mvn clean package` (make sure you have Maven installed)
+* Copy the `target/largeRCRF-1.0-SNAPSHOT.jar` file produced in the Java directory into `inst/java/`
\ No newline at end of file
diff --git a/licenses/csvCommons.txt b/licenses/csvCommons.txt
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index 0000000..d645695
--- /dev/null
+++ b/licenses/csvCommons.txt
@@ -0,0 +1,202 @@
+
+ Apache License
+ Version 2.0, January 2004
+ http://www.apache.org/licenses/
+
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+ 1. Definitions.
+
+ "License" shall mean the terms and conditions for use, reproduction,
+ and distribution as defined by Sections 1 through 9 of this document.
+
+ "Licensor" shall mean the copyright owner or entity authorized by
+ the copyright owner that is granting the License.
+
+ "Legal Entity" shall mean the union of the acting entity and all
+ other entities that control, are controlled by, or are under common
+ control with that entity. For the purposes of this definition,
+ "control" means (i) the power, direct or indirect, to cause the
+ direction or management of such entity, whether by contract or
+ otherwise, or (ii) ownership of fifty percent (50%) or more of the
+ outstanding shares, or (iii) beneficial ownership of such entity.
+
+ "You" (or "Your") shall mean an individual or Legal Entity
+ exercising permissions granted by this License.
+
+ "Source" form shall mean the preferred form for making modifications,
+ including but not limited to software source code, documentation
+ source, and configuration files.
+
+ "Object" form shall mean any form resulting from mechanical
+ transformation or translation of a Source form, including but
+ not limited to compiled object code, generated documentation,
+ and conversions to other media types.
+
+ "Work" shall mean the work of authorship, whether in Source or
+ Object form, made available under the License, as indicated by a
+ copyright notice that is included in or attached to the work
+ (an example is provided in the Appendix below).
+
+ "Derivative Works" shall mean any work, whether in Source or Object
+ form, that is based on (or derived from) the Work and for which the
+ editorial revisions, annotations, elaborations, or other modifications
+ represent, as a whole, an original work of authorship. For the purposes
+ of this License, Derivative Works shall not include works that remain
+ separable from, or merely link (or bind by name) to the interfaces of,
+ the Work and Derivative Works thereof.
+
+ "Contribution" shall mean any work of authorship, including
+ the original version of the Work and any modifications or additions
+ to that Work or Derivative Works thereof, that is intentionally
+ submitted to Licensor for inclusion in the Work by the copyright owner
+ or by an individual or Legal Entity authorized to submit on behalf of
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+
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diff --git a/licenses/jackson.txt b/licenses/jackson.txt
new file mode 100644
index 0000000..6acf754
--- /dev/null
+++ b/licenses/jackson.txt
@@ -0,0 +1,8 @@
+This copy of Jackson JSON processor databind module is licensed under the
+Apache (Software) License, version 2.0 ("the License").
+See the License for details about distribution rights, and the
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diff --git a/licenses/largeRCRF.txt b/licenses/largeRCRF.txt
new file mode 100644
index 0000000..f288702
--- /dev/null
+++ b/licenses/largeRCRF.txt
@@ -0,0 +1,674 @@
+ GNU GENERAL PUBLIC LICENSE
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diff --git a/man/MeanResponseCombiner.Rd b/man/MeanResponseCombiner.Rd
index 19cb8e1..113f804 100644
--- a/man/MeanResponseCombiner.Rd
+++ b/man/MeanResponseCombiner.Rd
@@ -18,13 +18,4 @@ regression.
responseCombiner <- MeanResponseCombiner()
# You would then use it in train()
-# However; I'll show an internal Java method to make it clear what it does
-# Note that you should never have to do the following
-x <- 1:3
-x <- largeRCRF:::convertRListToJava(Numeric(x))
-
-# will output a Java object containing 2
-output <- rJava::.jcall(responseCombiner$javaObject, "Ljava/lang/Double;", "combine", x)
-responseCombiner$convertToRFunction(output)
-
}
diff --git a/man/loadForest.Rd b/man/loadForest.Rd
index ceaa29c..e571378 100644
--- a/man/loadForest.Rd
+++ b/man/loadForest.Rd
@@ -7,7 +7,7 @@
loadForest(directory)
}
\arguments{
-\item{forest}{The directory created that saved the previous forest.}
+\item{directory}{The directory created that saved the previous forest.}
}
\value{
A JForest object; see \code{\link{train}} for details.
@@ -29,5 +29,5 @@ saveForest(forest, "trees")
new_forest <- loadForest("trees")
}
\seealso{
-\code{\link{train}}, \code{\link{saveForest}}, \code{\link{loadForestArg}}
+\code{\link{train}}, \code{\link{saveForest}}
}
diff --git a/man/predict.JRandomForest.Rd b/man/predict.JRandomForest.Rd
index 83f3297..adf4272 100644
--- a/man/predict.JRandomForest.Rd
+++ b/man/predict.JRandomForest.Rd
@@ -40,7 +40,8 @@ x2 <- rnorm(1000)
y <- 1 + x1 + x2 + rnorm(1000)
data <- data.frame(x1, x2, y)
-forest <- train(y ~ x1 + x2, data, ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+forest <- train(y ~ x1 + x2, data, ntree=100, numberOfSplits = 5,
+ mtry = 1, nodeSize = 5)
# Fix x2 to be 0
newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
@@ -60,7 +61,8 @@ delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
data <- data.frame(x1, x2)
-forest <- train(CR_Response(delta, u) ~ x1 + x2, data, ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+forest <- train(CR_Response(delta, u) ~ x1 + x2, data, ntree=100,
+ numberOfSplits=5, mtry=1, nodeSize=10)
newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
ypred <- predict(forest, newData)
}
diff --git a/man/saveForest.Rd b/man/saveForest.Rd
index 0efd402..2c8913c 100644
--- a/man/saveForest.Rd
+++ b/man/saveForest.Rd
@@ -18,7 +18,7 @@ default.}
}
\description{
Saves a random forest for later use, given that the base R
-\code{\link{base::save}} function doesn't work for this package.
+\code{\link[base]{save}} function doesn't work for this package.
}
\examples{
# Regression Example
@@ -30,8 +30,8 @@ data <- data.frame(x1, x2, y)
forest <- train(y ~ x1 + x2, data,
ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
-saveForest(forest, "trees")
-new_forest <- loadForest("trees")
+saveForest(forest, "saved_forest")
+new_forest <- loadForest("saved_forest")
}
\seealso{
\code{\link{train}}, \code{\link{loadForest}}
diff --git a/man/train.Rd b/man/train.Rd
index 1b08007..faa2542 100644
--- a/man/train.Rd
+++ b/man/train.Rd
@@ -2,33 +2,24 @@
% Please edit documentation in R/train.R
\name{train}
\alias{train}
-\alias{train.default}
-\alias{train.formula}
\title{Train Random Forests}
\usage{
-train(x, ...)
-
-\method{train}{default}(responses, covariateData,
- splitFinder = splitFinderDefault(responses),
- nodeResponseCombiner = nodeResponseCombinerDefault(responses),
- forestResponseCombiner = forestResponseCombinerDefault(responses),
- ntree, numberOfSplits, mtry, nodeSize, maxNodeDepth = 1e+05,
- splitPureNodes = TRUE, savePath = NULL,
+train(formula, data, splitFinder = NULL, nodeResponseCombiner = NULL,
+ forestResponseCombiner = NULL, ntree, numberOfSplits, mtry, nodeSize,
+ maxNodeDepth = 1e+05, splitPureNodes = TRUE, savePath = NULL,
savePath.overwrite = c("warn", "delete", "merge"),
cores = getCores(), randomSeed = NULL, displayProgress = TRUE)
-
-\method{train}{formula}(formula, data, ...)
}
\arguments{
-\item{responses}{An R list of the responses. See \code{\link{CR_Response}}
-for an example function.}
+\item{formula}{You may specify the response and covariates as a formula
+instead; make sure the response in the formula is still properly
+constructed; see \code{responses}}
-\item{covariateData}{A data.frame containing only the columns of the
-covariates you wish to use in your training (not relevant if you're using
-the formula version of \code{train}).}
+\item{data}{A data.frame containing the columns of the predictors and
+responses.}
\item{splitFinder}{A split finder that's used to score splits in the random
-forest training algorithm. See \code{\link{Competing Risk Split Finders}}
+forest training algorithm. See \code{\link{CompetingRiskSplitFinders}}
or \code{\link{WeightedVarianceSplitFinder}}. If you don't specify one,
this function tries to pick one based on the response. For
\code{\link{CR_Response}} without censor times, it will pick a
@@ -39,19 +30,19 @@ responses it picks a \code{\link{WeightedVarianceSplitFinder}}.}
\item{nodeResponseCombiner}{A response combiner that's used to combine
responses for each terminal node in a tree (regression example; average the
observations in each tree into a single number). See
-\code{\link{CompetingRiskResponseCombiner}} or
+\code{\link{CR_ResponseCombiner}} or
\code{\link{MeanResponseCombiner}}. If you don't specify one, this function
tries to pick one based on the response. For \code{\link{CR_Response}} it
-picks a \code{\link{CompetingRiskResponseCombiner}}; for integer or numeric
+picks a \code{\link{CR_ResponseCombiner}}; for integer or numeric
responses it picks a \code{\link{MeanResponseCombiner}}.}
\item{forestResponseCombiner}{A response combiner that's used to combine
predictions across trees into one final result (regression example; average
the prediction of each tree into a single number). See
-\code{\link{CompetingRiskFunctionCombiner}} or
+\code{\link{CR_FunctionCombiner}} or
\code{\link{MeanResponseCombiner}}. If you don't specify one, this function
tries to pick one based on the response. For \code{\link{CR_Response}} it
-picks a \code{\link{CompetingRiskFunctionCombiner}}; for integer or numeric
+picks a \code{\link{CR_FunctionCombiner}}; for integer or numeric
responses it picks a \code{\link{MeanResponseCombiner}}.}
\item{ntree}{An integer that specifies how many trees should be trained.}
@@ -113,14 +104,6 @@ deterministic forests are desired.}
\item{displayProgress}{A logical indicating whether the progress should be
displayed to console; default is \code{TRUE}. Useful to set to FALSE in
some automated situations.}
-
-\item{formula}{You may specify the response and covariates as a formula
-instead; make sure the response in the formula is still properly
-constructed; see \code{responses}}
-
-\item{data}{A data.frame containing the columns of the predictors and
-responses; not relevant if you're not using the formula version of
-\code{train}.}
}
\value{
A \code{JRandomForest} object. You may call \code{predict} or
@@ -153,7 +136,9 @@ x2 <- rnorm(1000)
y <- 1 + x1 + x2 + rnorm(1000)
data <- data.frame(x1, x2, y)
-forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(),
+ MeanResponseCombiner(), MeanResponseCombiner(), ntree=100,
+ numberOfSplits = 5, mtry = 1, nodeSize = 5)
# Fix x2 to be 0
newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
@@ -174,7 +159,9 @@ delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
data <- data.frame(x1, x2)
forest <- train(CR_Response(delta, u) ~ x1 + x2, data,
-LogRankSplitFinder(1:2), CR_kResponseCombiner(1:2), CR_FunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+ LogRankSplitFinder(1:2), CR_ResponseCombiner(1:2),
+ CR_FunctionCombiner(1:2), ntree=100, numberOfSplits=5,
+ mtry=1, nodeSize=10)
newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
ypred <- predict(forest, newData)
}
diff --git a/tests/testthat/test_adding_new_trees.R b/tests/testthat/test_adding_new_trees.R
index 08a1172..c3bcf92 100644
--- a/tests/testthat/test_adding_new_trees.R
+++ b/tests/testthat/test_adding_new_trees.R
@@ -22,7 +22,9 @@ test_that("Can add trees on existing forest", {
test_that("Test adding trees on saved forest - using delete", {
- expect_false(file.exists("trees")) # Folder shouldn't exist yet
+ if(file.exists("trees")){ # folder could exist from a previous failed test; delete it
+ unlink("trees", recursive=TRUE)
+ }
trainingData <- data.frame(x=rnorm(100))
trainingData$T <- rexp(100) + abs(trainingData$x)
@@ -45,7 +47,9 @@ test_that("Test adding trees on saved forest - using delete", {
test_that("Test adding trees on saved forest - using merge", {
- expect_false(file.exists("trees")) # Folder shouldn't exist yet
+ if(file.exists("trees")){ # folder could exist from a previous failed test; delete it
+ unlink("trees", recursive=TRUE)
+ }
trainingData <- data.frame(x=rnorm(100))
trainingData$T <- rexp(100) + abs(trainingData$x)
diff --git a/tests/testthat/test_saving_offline.R b/tests/testthat/test_saving_offline.R
index 123d157..1823d34 100644
--- a/tests/testthat/test_saving_offline.R
+++ b/tests/testthat/test_saving_offline.R
@@ -2,7 +2,9 @@ context("Make sure we can save forests while training")
test_that("Can save a random forest while training, and use it afterward", {
- expect_false(file.exists("trees")) # Folder shouldn't exist yet
+ if(file.exists("trees")){ # folder could exist from a previous failed test; delete it
+ unlink("trees", recursive=TRUE)
+ }
x1 <- rnorm(1000)
x2 <- rnorm(1000)