largeRCRF/tests/testthat/test_saving_offline.R

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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
x1 <- rnorm(1000)
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,
savePath="trees")
expect_true(file.exists("trees")) # Something should have been saved
# try making a little prediction to verify it works
newData <- data.frame(x1=seq(from=-3, to=3, by=0.5), x2=0)
predictions <- predict(forest, newData)
# Also make sure we can load the forest too
newforest <- load_forest("trees")
predictions <- predict(newforest, newData)
unlink("trees", recursive=TRUE)
})