[R] Move all DMatrix fields to function arguments (#9862)
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@@ -23,14 +23,20 @@ Get information of an xgb.DMatrix object
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The \code{name} field can be one of the following:
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\itemize{
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\item \code{label}: label XGBoost learn from ;
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\item \code{weight}: to do a weight rescale ;
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\item \code{base_margin}: base margin is the base prediction XGBoost will boost from ;
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\item \code{nrow}: number of rows of the \code{xgb.DMatrix}.
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\item \code{label}
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\item \code{weight}
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\item \code{base_margin}
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\item \code{label_lower_bound}
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\item \code{label_upper_bound}
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\item \code{group}
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\item \code{feature_type}
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\item \code{feature_name}
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\item \code{nrow}
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}
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See the documentation for \link{xgb.DMatrix} for more information about these fields.
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\code{group} can be setup by \code{setinfo} but can't be retrieved by \code{getinfo}.
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Note that, while 'qid' cannot be retrieved, it's possible to get the equivalent 'group'
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for a DMatrix that had 'qid' assigned.
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}
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\examples{
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data(agaricus.train, package='xgboost')
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@@ -22,13 +22,15 @@ setinfo(object, ...)
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Set information of an xgb.DMatrix object
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}
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\details{
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The \code{name} field can be one of the following:
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See the documentation for \link{xgb.DMatrix} for possible fields that can be set
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(which correspond to arguments in that function).
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\itemize{
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\item \code{label}: label XGBoost learn from ;
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\item \code{weight}: to do a weight rescale ;
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\item \code{base_margin}: base margin is the base prediction XGBoost will boost from ;
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\item \code{group}: number of rows in each group (to use with \code{rank:pairwise} objective).
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Note that the following fields are allowed in the construction of an \code{xgb.DMatrix}
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but \bold{aren't} allowed here:\itemize{
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\item data
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\item missing
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\item silent
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\item nthread
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}
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}
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\examples{
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@@ -6,11 +6,18 @@
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\usage{
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xgb.DMatrix(
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data,
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info = list(),
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label = NULL,
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weight = NULL,
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base_margin = NULL,
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missing = NA,
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silent = FALSE,
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feature_names = colnames(data),
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nthread = NULL,
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...
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group = NULL,
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qid = NULL,
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label_lower_bound = NULL,
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label_upper_bound = NULL,
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feature_weights = NULL
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)
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}
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\arguments{
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@@ -19,17 +26,35 @@ a \code{dgRMatrix} object,
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a \code{dsparseVector} object (only when making predictions from a fitted model, will be
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interpreted as a row vector), or a character string representing a filename.}
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\item{info}{a named list of additional information to store in the \code{xgb.DMatrix} object.
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See \code{\link{setinfo}} for the specific allowed kinds of}
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\item{label}{Label of the training data.}
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\item{weight}{Weight for each instance.
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Note that, for ranking task, weights are per-group. In ranking task, one weight
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is assigned to each group (not each data point). This is because we
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only care about the relative ordering of data points within each group,
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so it doesn't make sense to assign weights to individual data points.}
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\item{base_margin}{Base margin used for boosting from existing model.}
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\item{missing}{a float value to represents missing values in data (used only when input is a dense matrix).
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It is useful when a 0 or some other extreme value represents missing values in data.}
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\item{silent}{whether to suppress printing an informational message after loading from a file.}
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\item{feature_names}{Set names for features.}
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\item{nthread}{Number of threads used for creating DMatrix.}
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\item{...}{the \code{info} data could be passed directly as parameters, without creating an \code{info} list.}
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\item{group}{Group size for all ranking group.}
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\item{qid}{Query ID for data samples, used for ranking.}
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\item{label_lower_bound}{Lower bound for survival training.}
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\item{label_upper_bound}{Upper bound for survival training.}
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\item{feature_weights}{Set feature weights for column sampling.}
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}
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\description{
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Construct xgb.DMatrix object from either a dense matrix, a sparse matrix, or a local file.
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