tests/testthat/test_base_resample_subsample.R

In guillermozbta/mir: Machine Learning in R

context("resample_subsample")

test_that("subsampling instance works", {
  rin = makeResampleInstance(makeResampleDesc("Subsample", iters = 2, split = 0.25), size = 20)
  iters = rin$desc$iters
  expect_equal(iters, 2)

  for (i in 1:iters) {
    i1 = rin$train.inds[[i]]
    i2 = rin$test.inds[[i]]
    expect_equal(length(i1), 5)
    expect_equal(length(i2), 15)
    expect_true(min(i1) >= 1)
    expect_true(max(i1) <= 20)
    expect_true(min(i2) >= 1)
    expect_true(max(i2) <= 20)
    expect_equal(sort(c(i1, i2)), 1:20)
  }
})

test_that("subsampling instance is stochastic", {
  rin = makeResampleInstance(makeResampleDesc("Subsample", iters = 2, split = 0.25), size = 20)
  iters = rin$desc$iters
  expect_equal(iters, 2)

  for (i in 1:iters) {
    i1 = rin$train.inds[[i]]
    i2 = rin$test.inds[[i]]
    expect_equal(length(i1), 5)
    expect_equal(length(i2), 15)
    expect_true(min(i1) >= 1)
    expect_true(max(i1) <= 20)
    expect_true(min(i2) >= 1)
    expect_true(max(i2) <= 20)
    expect_equal(sort(c(i1, i2)), 1:20)
  }
  rin1 = makeResampleInstance(makeResampleDesc("Subsample", iters = 3), size = 500)
  rin2 = makeResampleInstance(makeResampleDesc("Subsample", iters = 3), size = 500)
  expect_true(!all(sort(rin1$test.inds[[1]]) == sort(rin2$test.inds[[1]])))
})