Nothing
non_zero_stats_mask_generator <- function(lin_features_n) {
ones <- rep(1, lin_features_n)
lin_features_mask <- t(rje::powerSetMat(lin_features_n))
mask_where_nonzero <- rbind(
ones, ones, ones,
lin_features_mask,
ones,
lin_features_mask
)
zeros <- rep(0, lin_features_n)
mask_where_greater_than_zero <- rbind(
zeros, zeros, zeros,
lin_features_mask,
zeros,
lin_features_mask
)
list(
nonzero = mask_where_nonzero,
greater_than_zero = mask_where_greater_than_zero
)
}
test_that(
paste("small_model_space has a correct structure"),
{
lin_features_n <- 3
data_prepared <- bdsm::economic_growth[, 1:(3+lin_features_n)] %>%
bdsm::feature_standardization(
excluded_cols = c(country, year, gdp)
) %>%
bdsm::feature_standardization(
group_by_col = year,
excluded_cols = country,
scale = FALSE
)
masks <- non_zero_stats_mask_generator(lin_features_n)
expect_true(all(small_model_space$stats[masks$non_zero == 1] != 0))
expect_true(all(small_model_space$stats[masks$greater_than_zero == 1] > 0))
}
)
test_that(
paste("full_model_space has a correct structure"),
{
lin_features_n <- 9
data_prepared <- bdsm::economic_growth[, 1:(3+lin_features_n)] %>%
bdsm::feature_standardization(
excluded_cols = c(country, year, gdp)
) %>%
bdsm::feature_standardization(
group_by_col = year,
excluded_cols = country,
scale = FALSE
)
masks <- non_zero_stats_mask_generator(lin_features_n)
expect_true(all(full_model_space$stats[masks$non_zero == 1] != 0))
expect_true(all(full_model_space$stats[masks$greater_than_zero == 1] > 0))
}
)
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