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# matrix_utils.R: utilities for matrix conversion
#
# This file defines the to_matrix() function, which can be used to convert
# data.frame or other types of matrix-like objects to matrix for use in
# mlpack bindings(IO_SetParamMat/UMat).
#
# This file also defines the to_matirx_with_info() function, which can be used
# to construct dataset information vector from the given dataset for use in
# mlpack bindings(IO_SetParamMatWithInfo).
#
#
# mlpack is free software; you may redistribute it and/or modify it under the
# terms of the 3-clause BSD license. You should have received a copy of the
# 3-clause BSD license along with mlpack. If not, see
# http://www.opensource.org/licenses/BSD-3-Clause for more information.
# Given some matrix-like x (which should be either a matrix or
# data.frame), convert it into a matrix.
to_matrix <- function(x) {
if (!is.matrix(x) && !is.data.frame(x)) {
stop("Input must be either a `matrix` or `data.frame` not `",
class(x)[1], "`.", call. = FALSE)
}
if (is.matrix(x)) {
return(x)
} else if (is.data.frame(x)) {
y <- data.matrix(x) # requires R 4.0.0 for factor conversion.
return(y)
}
}
# Determine column classes
mark_categorical_variable = function(x) {
d <- sapply(x, class) %in% c("factor", "character", "logical")
d
}
# Given some matrix-like x (which should be either a matrix or
# data.frame), convert it into a matrix.
to_matrix_with_info <- function(x) {
# Handle transformation
transformed_x <- to_matrix(x)
# Figure out categoricals
info <- mark_categorical_variable(x)
# Return needed data.
return(list("info" = info, "data" = transformed_x))
}
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