[R] Fix single sample prediction. (#7524)

This commit is contained in:
Jiaming Yuan
2021-12-21 14:11:07 +08:00
committed by GitHub
parent e8c1eb99e4
commit eabec370e4
2 changed files with 29 additions and 2 deletions

View File

@@ -157,3 +157,28 @@ test_that("multiclass feature interactions work", {
# sums WRT columns must be close to feature contributions
expect_lt(max(abs(apply(intr, c(1, 2, 3), sum) - aperm(cont, c(3, 1, 2)))), 0.00001)
})
test_that("SHAP single sample works", {
train <- agaricus.train
test <- agaricus.test
booster <- xgboost(
data = train$data,
label = train$label,
max_depth = 2,
nrounds = 4,
objective = "binary:logistic",
)
predt <- predict(
booster,
newdata = train$data[1, , drop = FALSE], predcontrib = TRUE
)
expect_equal(dim(predt), c(1, dim(train$data)[2] + 1))
predt <- predict(
booster,
newdata = train$data[1, , drop = FALSE], predinteraction = TRUE
)
expect_equal(dim(predt), c(1, dim(train$data)[2] + 1, dim(train$data)[2] + 1))
})