context("Test initialization")
## initialize_esvd is correct
test_that("initialize_esvd works", {
# load("tests/assets/synthetic_data.RData")
load("../assets/synthetic_data.RData")
res <- initialize_esvd(dat = dat,
covariates = covariates,
metadata_individual = metadata[,"individual"],
case_control_variable = "case_control_1",
k = 5,
lambda = 0.1,
offset_variables = NULL,
verbose = 0)
expect_true(inherits(res, "eSVD"))
expect_true(is.list(res))
expect_true(all(sort(names(res)) == sort(c("dat", "covariates",
"fit_Init", "latest_Fit", "param",
"case_control", "individual"))))
expect_true(sum(abs(res$dat - dat)) <= 1e-4)
expect_true(sum(abs(res$covariates - covariates)) <= 1e-4)
})
#########
## .initialize_coefficient is correct
test_that(".initialize_coefficient works for sparse matrices", {
# load("tests/assets/synthetic_data.RData")
load("../assets/synthetic_data.RData")
res <- .initialize_coefficient(bool_intercept = F,
covariates = covariates,
dat = dat,
lambda = 0.1,
offset_variables = "Log_UMI")
expect_true(all(dim(res) == c(ncol(dat), ncol(covariates))))
expect_true(all(res[,"Intercept"] == 0))
expect_true(all(res[,"Log_UMI"] == 1))
})
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