Nothing
context("Unit tests for PLR, callable score")
library("mlr3learners")
lgr::get_logger("mlr3")$set_threshold("warn")
score_fct = function(y, d, l_hat, m_hat, g_hat, smpls) {
v_hat = d - m_hat
u_hat = y - l_hat
v_hatd = v_hat * d
psi_a = -v_hat * v_hat
psi_b = v_hat * u_hat
psis = list(psi_a = psi_a, psi_b = psi_b)
return(psis)
}
on_cran = !identical(Sys.getenv("NOT_CRAN"), "true")
if (on_cran) {
test_cases = expand.grid(
learner = "regr.lm",
dml_procedure = "dml1",
n_folds = c(3),
n_rep = c(2),
stringsAsFactors = FALSE)
} else {
test_cases = expand.grid(
learner = c("regr.lm", "regr.glmnet"),
dml_procedure = c("dml1", "dml2"),
n_folds = c(2, 3),
n_rep = c(1, 2),
stringsAsFactors = FALSE)
}
test_cases[".test_name"] = apply(test_cases, 1, paste, collapse = "_")
patrick::with_parameters_test_that("Unit tests for PLR, callable score:",
.cases = test_cases, {
n_rep_boot = 498
set.seed(3141)
double_mlplr_obj = DoubleMLPLR$new(
data = data_plr$dml_data,
ml_l = lrn(learner),
ml_m = lrn(learner),
dml_procedure = dml_procedure,
n_folds = n_folds,
score = "partialling out")
double_mlplr_obj$fit()
theta_obj = double_mlplr_obj$coef
se_obj = double_mlplr_obj$se
t_obj = double_mlplr_obj$t_stat
pval_obj = double_mlplr_obj$pval
ci_obj = double_mlplr_obj$confint(level = 0.95, joint = FALSE)
set.seed(3141)
double_mlplr_obj_score = DoubleMLPLR$new(
data = data_plr$dml_data,
ml_l = lrn(learner),
ml_m = lrn(learner),
dml_procedure = dml_procedure,
n_folds = n_folds,
score = score_fct)
double_mlplr_obj_score$fit()
theta_obj_score = double_mlplr_obj_score$coef
se_obj_score = double_mlplr_obj_score$se
t_obj_score = double_mlplr_obj_score$t_stat
pval_obj_score = double_mlplr_obj_score$pval
ci_obj_score = double_mlplr_obj_score$confint(level = 0.95, joint = FALSE)
expect_equal(theta_obj_score, theta_obj, tolerance = 1e-8)
expect_equal(se_obj_score, se_obj, tolerance = 1e-8)
}
)
Any scripts or data that you put into this service are public.
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.