test_data <- list( c("not", "eat", "them", "here", "or", "there."), c("not", "eat", "them", "anywhere.") ) test_that("ngram works with varrying number of `n`", { expect_equal( cpp11_ngram(test_data, n = 1L, n_min = 1, delim = "_"), test_data ) expect_equal( cpp11_ngram(test_data, n = 2L, n_min = 2L, delim = "_"), list( c("not_eat", "eat_them", "them_here", "here_or", "or_there."), c("not_eat", "eat_them", "them_anywhere.") ) ) expect_equal( cpp11_ngram(test_data, n = 3L, n_min = 3L, delim = "_"), list( c("not_eat_them", "eat_them_here", "them_here_or", "here_or_there."), c("not_eat_them", "eat_them_anywhere.") ) ) expect_snapshot( error = TRUE, cpp11_ngram(test_data, n = 0L, n_min = 0L, delim = "_") ) expect_snapshot( error = TRUE, cpp11_ngram(test_data, n = -1L, n_min = -1L, delim = "_") ) }) test_that("tokenlist_ngram works with n_min and n", { tknlist <- list( c("a", "b", "c", "d", "e"), c("a", "b"), c("a"), character(0) ) expect_equal( cpp11_ngram(tknlist, 1, 1, " "), tknlist ) expect_equal( cpp11_ngram(tknlist, 2, 2, " "), list( c("a b", "b c", "c d", "d e"), c("a b"), character(0), character(0) ) ) expect_equal( cpp11_ngram(tknlist, 3, 3, " "), list( c("a b c", "b c d", "c d e"), character(0), character(0), character(0) ) ) expect_equal( cpp11_ngram(tknlist, 2, 1, " "), list( c("a", "b", "c", "d", "e", "a b", "b c", "c d", "d e"), c("a", "b", "a b"), c("a"), character(0) ) ) expect_equal( cpp11_ngram(tknlist, 3, 1, " "), list( c("a", "b", "c", "d", "e", "a b", "b c", "c d", "d e", "a b c", "b c d", "c d e"), c("a", "b", "a b"), c("a"), character(0) ) ) expect_equal( cpp11_ngram(tknlist, 3, 2, " "), list( c("a b", "b c", "c d", "d e", "a b c", "b c d", "c d e"), c("a b"), character(0), character(0) ) ) }) test_that("ngram works with delim", { expect_equal( cpp11_ngram(test_data, n = 3L, n_min = 3L, delim = ""), list( c("noteatthem", "eatthemhere", "themhereor", "hereorthere."), c("noteatthem", "eatthemanywhere.") ) ) expect_equal( cpp11_ngram(test_data, n = 3L, n_min = 3L, delim = " "), list( c("not eat them", "eat them here", "them here or", "here or there."), c("not eat them", "eat them anywhere.") ) ) }) test_that("ngram returns length zero vectors when length(x) < n", { expect_equal( cpp11_ngram(list(c("a", "b")), n = 3L, n_min = 3L, delim = "_"), list(character()) ) expect_equal( cpp11_ngram(list(c("a")), n = 3L, n_min = 3L, delim = "_"), list(character()) ) expect_equal( cpp11_ngram(list(character()), n = 3L, n_min = 3L, delim = "_"), list(character()) ) }) library(recipes) library(textrecipes) test_tibble <- tibble(text = c( "not eat them here or there.", "not eat them anywhere." )) rec <- recipe(~., data = test_tibble) test_that("ngramming is done correctly", { rec <- rec %>% step_tokenize(text) %>% step_ngram(text, num_tokens = 3, min_num_tokens = 3) obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% vctrs::field("tokens"), list( c("not_eat_them", "eat_them_here", "them_here_or", "here_or_there"), c("not_eat_them", "eat_them_anywhere") ) ) expect_equal(dim(tidy(rec, 2)), c(1, 2)) expect_equal(dim(tidy(obj, 2)), c(1, 2)) }) test_that("`n` argument works", { rec <- rec %>% step_tokenize(text) %>% step_ngram(text, num_tokens = 2, min_num_tokens = 2) obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% vctrs::field("tokens"), list( c("not_eat", "eat_them", "them_here", "here_or", "or_there"), c("not_eat", "eat_them", "them_anywhere") ) ) }) test_that("ngramming works with min_num_tokens", { rec <- rec %>% step_tokenize(text) %>% step_ngram(text, num_tokens = 3, min_num_tokens = 1) obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% vctrs::field("tokens"), list( c( "not", "eat", "them", "here", "or", "there", "not_eat", "eat_them", "them_here", "here_or", "or_there", "not_eat_them", "eat_them_here", "them_here_or", "here_or_there" ), c( "not", "eat", "them", "anywhere", "not_eat", "eat_them", "them_anywhere", "not_eat_them", "eat_them_anywhere" ) ) ) expect_equal(dim(tidy(rec, 2)), c(1, 2)) expect_equal(dim(tidy(obj, 2)), c(1, 2)) }) test_that("`delim` argument works", { rec <- rec %>% step_tokenize(text) %>% step_ngram(text, delim = " ", num_tokens = 3, min_num_tokens = 3) obj <- rec %>% prep() expect_equal( bake(obj, new_data = NULL) %>% pull(text) %>% vctrs::field("tokens"), list( c("not eat them", "eat them here", "them here or", "here or there"), c("not eat them", "eat them anywhere") ) ) }) test_that("tunable", { rec <- recipe(~., data = mtcars) %>% step_ngram(all_predictors()) rec_param <- tunable.step_ngram(rec$steps[[1]]) expect_equal(rec_param$name, c("num_tokens")) expect_true(all(rec_param$source == "recipe")) expect_true(is.list(rec_param$call_info)) expect_equal(nrow(rec_param), 1) expect_equal( names(rec_param), c("name", "call_info", "source", "component", "component_id") ) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { tokenized_test_data <- recipe(~text, data = test_tibble) %>% step_tokenize(text) %>% prep() %>% bake(new_data = NULL) rec <- recipe(tokenized_test_data) %>% update_role(text, new_role = "predictor") %>% step_ngram(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_ngram(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_ngram(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_ngram(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("printing", { rec <- rec %>% step_tokenize(text) %>% step_ngram(text) expect_snapshot(print(rec)) expect_snapshot(prep(rec)) }) test_that("tunable is setup to works with extract_parameter_set_dials", { skip_if_not_installed("dials") rec <- recipe(~., data = mtcars) %>% step_ngram( all_predictors(), num_tokens = hardhat::tune() ) params <- extract_parameter_set_dials(rec) expect_s3_class(params, "parameters") expect_identical(nrow(params), 1L) })