## test tidy and glance methods from rstanarm_tidiers.R stopifnot(require("testthat"), require("broom.mixed"), require("broom")) if (suppressPackageStartupMessages(require(rstanarm, quietly = TRUE))) { load(system.file("extdata", "rstanarm_example.rda", package = "broom.mixed")) ## fit <- stan_glmer(mpg ~ wt + (1|cyl) + (1+wt|gear), data = mtcars, ## iter = 200, chains = 2) context("rstanarm tidiers") test_that("tidy works on rstanarm fits", { td1 <- tidy(fit) td2 <- tidy(fit, effects = "ran_vals") td3 <- tidy(fit, effects = "ran_pars") td4 <- tidy(fit, effects = "auxiliary") expect_equal(colnames(td1), c("term", "estimate", "std.error")) }) test_that("tidy with multiple 'effects' selections works on rstanarm fits", { td1 <- tidy(fit, effects = c("ran_vals", "auxiliary")) expect_true(all(c("sigma", "mean_PPD") %in% td1$term)) expect_equal(colnames(td1), c("term", "estimate", "std.error", "level", "group")) }) test_that("conf.int works on rstanarm fits", { td1 <- tidy(fit, conf.int = TRUE, conf.level = 0.8) td2 <- tidy(fit, effects = "ran_vals", conf.int = TRUE, conf.level = 0.5) td3 <- tidy(fit, conf.int = TRUE, conf.level = 0.95) nms <- c("level", "group", "term", "estimate", "std.error", "conf.low", "conf.high") expect_equal(colnames(td2), nms) expect_true(all(td3$conf.low < td1$conf.low)) expect_true(all(td3$conf.high > td1$conf.high)) }) test_that("glance works on rstanarm fits", { skip_on_cran() g1 <- glance(fit) g2 <- glance(fit, looic = TRUE, cores = 1, k_threshold = 0.7) expect_equal(colnames(g1), c("algorithm", "pss", "nobs", "sigma")) expect_equal(colnames(g2), c(colnames(g1), "looic", "elpd_loo", "p_loo")) }) test_that("exponentiation", { td1 <- tidy(fit2, conf.int = TRUE) td1e <- tidy(fit2, conf.int = TRUE, exponentiate = TRUE) expect_equal(td1e$estimate, exp(td1$estimate)) expect_equal(td1e$conf.low, exp(td1$conf.low)) expect_equal(td1e$conf.high, exp(td1$conf.high)) expect_equal(td1e$std.error, exp(td1$estimate)*td1$std.error) }) } ## rstanarm available