library(recipes) library(textrecipes) test_data <- tibble(text = 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("output is not a list", { data <- tibble(a = rep("a", 20)) rec <- recipe(~., data = data) %>% step_tokenize(a) %>% step_untokenize(a) obj <- rec %>% prep() expect_true(is.factor(bake(obj, new_data = NULL, a)[, 1, drop = TRUE])) expect_equal(dim(tidy(rec, 2)), c(1, 3)) expect_equal(dim(tidy(obj, 2)), c(1, 3)) }) test_that("working as intended", { rec <- rec %>% step_tokenize(text) %>% step_untokenize(text) obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% as.character(), 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" ) ) }) test_that("working as intended", { rec <- rec %>% step_tokenize(text) %>% step_untokenize(text, sep = "-") obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% as.character(), 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" ) ) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { tokenized_test_data <- recipe(~text, data = test_data) %>% step_tokenize(text) %>% prep() %>% bake(new_data = NULL) rec <- recipe(tokenized_test_data) %>% update_role(text, new_role = "predictor") %>% step_untokenize(text) %>% update_role(text, 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_untokenize(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_untokenize(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_untokenize(rec) expect <- tibble(terms = character(), value = character(), id = character()) expect_identical(tidy(rec, number = 1), expect) rec <- prep(rec, mtcars) expect_identical(tidy(rec, number = 1), expect) }) test_that("printing", { rec <- rec %>% step_tokenize(text) %>% step_untokenize(text) expect_snapshot(print(rec)) expect_snapshot(prep(rec)) })