library(textrecipes)
library(recipes)
test_data <- tibble(
text1 = c(
"I would not eat them here or there.",
"I would not eat them anywhere.",
"I would not eat green eggs and ham.",
"I do not like them, Sam-I-am."
),
text2 = c(
"I would not eat them here or there.",
"I would not eat them anywhere.",
"I would not eat green eggs and ham.",
"I do not like them, Sam-I-am."
)
)
rec <- recipe(~., data = test_data)
test_that("merging is done correctly", {
rec <- rec %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2)
obj <- rec %>%
prep()
baked_data <- bake(obj, new_data = NULL)
rec2 <- recipe(~., data = test_data) %>%
step_tokenize(text1, text2) %>%
prep() %>%
bake(new_data = NULL)
expect_equal(
lengths(vctrs::field(baked_data$tokenmerge, "tokens")),
lengths(vctrs::field(rec2$text1, "tokens")) +
lengths(vctrs::field(rec2$text2, "tokens"))
)
expect_equal(dim(recipes:::tidy.recipe(rec, 1)), c(2, 3))
expect_equal(dim(recipes:::tidy.recipe(obj, 1)), c(2, 3))
})
test_that("it complains when the selected column isn't a tokenlist", {
rec <- rec %>%
step_tokenmerge(text1, text2)
expect_snapshot(
error = TRUE,
prep(rec)
)
})
test_that("check_name() is used", {
dat <- test_data
dat$tokenmerge <- dat$text1
rec <- recipe(~., data = dat) %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2)
expect_snapshot(
error = TRUE,
prep(rec, training = dat)
)
})
# Infrastructure ---------------------------------------------------------------
test_that("bake method errors when needed non-standard role columns are missing", {
tokenized_test_data <- recipe(~ text1 + text2, data = test_data) %>%
step_tokenize(text1, text2) %>%
prep() %>%
bake(new_data = NULL)
rec <- recipe(tokenized_test_data) %>%
update_role(text1, text2, new_role = "predictor") %>%
step_tokenmerge(text1, text2) %>%
update_role(text1, new_role = "potato") %>%
update_role_requirements(role = "potato", bake = FALSE)
trained <- prep(rec, training = tokenized_test_data, verbose = FALSE)
expect_error(bake(trained, new_data = tokenized_test_data[, -1]),
class = "new_data_missing_column"
)
})
test_that("empty printing", {
rec <- recipe(mpg ~ ., mtcars)
rec <- step_tokenmerge(rec)
expect_snapshot(rec)
rec <- prep(rec, mtcars)
expect_snapshot(rec)
})
test_that("empty selection prep/bake is a no-op", {
rec1 <- recipe(mpg ~ ., mtcars)
rec2 <- step_tokenmerge(rec1)
rec1 <- prep(rec1, mtcars)
rec2 <- prep(rec2, mtcars)
baked1 <- bake(rec1, mtcars)
baked2 <- bake(rec2, mtcars)
expect_identical(baked1, baked1)
})
test_that("empty selection tidy method works", {
rec <- recipe(mpg ~ ., mtcars)
rec <- step_tokenmerge(rec)
expect <- tibble(terms = character(), id = character())
expect_identical(tidy(rec, number = 1), expect)
rec <- prep(rec, mtcars)
expect_identical(tidy(rec, number = 1), expect)
})
test_that("keep_original_cols works", {
new_names <- c("tokenmerge")
rec <- recipe(~., data = test_data) %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2, keep_original_cols = FALSE)
rec <- prep(rec)
res <- bake(rec, new_data = NULL)
expect_equal(
colnames(res),
new_names
)
rec <- recipe(~., data = test_data) %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2, keep_original_cols = TRUE)
rec <- prep(rec)
res <- bake(rec, new_data = NULL)
expect_equal(
colnames(res),
c("text1", "text2", new_names)
)
})
test_that("keep_original_cols - can prep recipes with it missing", {
rec <- recipe(~., data = test_data) %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2)
rec$steps[[2]]$keep_original_cols <- NULL
expect_snapshot(
rec <- prep(rec)
)
expect_error(
bake(rec, new_data = test_data),
NA
)
})
test_that("printing", {
rec <- rec %>%
step_tokenize(text1, text2) %>%
step_tokenmerge(text1, text2)
expect_snapshot(print(rec))
expect_snapshot(prep(rec))
})
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.