library(testthat) library(recipes) n <- 20 set.seed(1) ex_dat <- data.frame( x1 = runif(n, min = -1, max = 1), x2 = runif(n, min = -1, max = 1) ) set.seed(2) ex_dat1 <- data.frame( x1 = runif(n, min = 1, max = 5), x2 = runif(n, min = 1, max = 5) ) get_exp <- function(x, f) { as_tibble(lapply(x, f)) } test_that("simple hyperbolic trans", { for (func in c("sinh", "cosh", "tanh")) { rec <- recipe(~., data = ex_dat) %>% step_hyperbolic(x1, x2, func = func, inverse = FALSE) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat) foo <- get(func) exp_res <- get_exp(ex_dat, foo) expect_equal(rec_trans, exp_res) } for (func in c("sinh", "tanh")) { rec <- recipe(~., data = ex_dat) %>% step_hyperbolic(x1, x2, func = func, inverse = TRUE) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat) foo <- get(paste0("a", func)) exp_res <- get_exp(ex_dat, foo) expect_equal(rec_trans, exp_res) } rec <- recipe(~., data = ex_dat1) %>% step_hyperbolic(x1, x2, func = "cosh", inverse = TRUE) rec_trained <- prep(rec, training = ex_dat1, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat1) exp_res <- get_exp(ex_dat1, "acosh") expect_equal(rec_trans, exp_res) }) test_that("wrong function", { rec <- recipe(mpg ~ ., mtcars) expect_snapshot_error(step_hyperbolic(rec, func = "cos")) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { rec <- recipe(~., data = ex_dat) %>% step_hyperbolic(x1, x2, func = "sinh", inverse = FALSE) %>% update_role(x1, x2, new_role = "potato") %>% update_role_requirements(role = "potato", bake = FALSE) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) expect_error(bake(rec_trained, new_data = ex_dat[, 2, drop = FALSE]), class = "new_data_missing_column") }) test_that("empty printing", { rec <- recipe(mpg ~ ., mtcars) rec <- step_hyperbolic(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_hyperbolic(rec1) rec1 <- prep(rec1, mtcars) rec2 <- prep(rec2, mtcars) baked1 <- bake(rec1, mtcars) baked2 <- bake(rec2, mtcars) expect_identical(baked1, baked2) }) test_that("empty selection tidy method works", { rec <- recipe(mpg ~ ., mtcars) rec <- step_hyperbolic(rec) expect <- tibble( terms = character(), inverse = logical(), func = 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 <- recipe(~., data = ex_dat) %>% step_hyperbolic(x1, x2) expect_snapshot(print(rec)) expect_snapshot(prep(rec)) })