Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[R] Enable multi-dimensional base_margin #9885

Merged
merged 1 commit into from
Dec 14, 2023
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
6 changes: 3 additions & 3 deletions R-package/R/xgb.DMatrix.R
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,8 @@
#' only care about the relative ordering of data points within each group,
#' so it doesn't make sense to assign weights to individual data points.
#' @param base_margin Base margin used for boosting from existing model.
#'
#' In the case of multi-output models, one can also pass multi-dimensional base_margin.
#' @param missing a float value to represents missing values in data (used only when input is a dense matrix).
#' It is useful when a 0 or some other extreme value represents missing values in data.
#' @param silent whether to suppress printing an informational message after loading from a file.
Expand Down Expand Up @@ -439,9 +441,7 @@ setinfo.xgb.DMatrix <- function(object, name, info, ...) {
return(TRUE)
}
if (name == "base_margin") {
# if (length(info)!=nrow(object))
# stop("The length of base margin must equal to the number of rows in the input data")
.Call(XGDMatrixSetInfo_R, object, name, as.numeric(info))
.Call(XGDMatrixSetInfo_R, object, name, info)
return(TRUE)
}
if (name == "group") {
Expand Down
4 changes: 3 additions & 1 deletion R-package/man/xgb.DMatrix.Rd

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

26 changes: 26 additions & 0 deletions R-package/tests/testthat/test_dmatrix.R
Original file line number Diff line number Diff line change
Expand Up @@ -349,3 +349,29 @@ test_that("xgb.DMatrix: data.frame", {
m <- xgb.DMatrix(df, enable_categorical = TRUE)
expect_equal(getinfo(m, "feature_type"), c("c", "c"))
})

test_that("xgb.DMatrix: can take multi-dimensional 'base_margin'", {
set.seed(123)
x <- matrix(rnorm(100 * 10), nrow = 100)
y <- matrix(rnorm(100 * 2), nrow = 100)
b <- matrix(rnorm(100 * 2), nrow = 100)
model <- xgb.train(
data = xgb.DMatrix(data = x, label = y, nthread = n_threads),
params = list(
objective = "reg:squarederror",
tree_method = "hist",
multi_strategy = "multi_output_tree",
base_score = 0,
nthread = n_threads
),
nround = 1
)
pred_only_x <- predict(model, x, nthread = n_threads, reshape = TRUE)
pred_w_base <- predict(
model,
xgb.DMatrix(data = x, base_margin = b, nthread = n_threads),
nthread = n_threads,
reshape = TRUE
)
expect_equal(pred_only_x, pred_w_base - b, tolerance = 1e-5)
})
Loading