library(testthat) library(recipes) n <- 20 set.seed(1) ex_dat <- data.frame( x1 = exp(rnorm(n, mean = .1)), x2 = 1 / abs(rnorm(n)), x3 = rep(1:2, each = n / 2), x4 = rexp(n) ) test_that("simple log trans", { rec <- recipe(~., data = ex_dat) %>% step_log(x1, x2, x3, x4) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat) exp_res <- as_tibble(lapply(ex_dat, log)) expect_equal(rec_trans, exp_res) }) test_that("alt base", { rec <- recipe(~., data = ex_dat) %>% step_log(x1, x2, x3, x4, base = pi) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat) exp_res <- as_tibble(lapply(ex_dat, log, base = pi)) expect_equal(rec_trans, exp_res) }) test_that("alt offset", { rec <- recipe(~., data = ex_dat) %>% step_log(x1, x2, x3, x4, base = pi, offset = 0.1) rec_trained <- prep(rec, training = ex_dat, verbose = FALSE) rec_trans <- bake(rec_trained, new_data = ex_dat) exp_res <- as_tibble(lapply(ex_dat, function(x) log(x + 0.1, base = pi))) expect_equal(rec_trans, exp_res) }) test_that("signed arg", { ex_with_neg <- data.frame(x = c(-1 * exp(2), -0.5, 0.5, exp(2))) rec <- recipe(ex_with_neg, ~x) %>% step_log(x, signed = TRUE) %>% prep() rec2 <- recipe(ex_with_neg, ~x) %>% step_log(x, offset = 2, signed = TRUE) expect_equal(bake(rec, ex_with_neg), tibble(x = c(-2, 0, 0, 2))) expect_snapshot(prep(rec2)) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { rec <- recipe(~., data = ex_dat) %>% step_log(x1, x2, x3, x4) %>% update_role(x1, x2, x3, x4, 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[, 1:3]), class = "new_data_missing_column") }) test_that("empty printing", { rec <- recipe(mpg ~ ., mtcars) rec <- step_log(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_log(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_log(rec) expect <- tibble(terms = character(), base = double(), 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_log(x1, x2, x3, x4) expect_snapshot(print(rec)) expect_snapshot(prep(rec)) })