test_utils.R 4.64 KB
Newer Older
1
2
3
4
test_that("lgb.params2str() works as expected for empty lists", {
    out_str <- lgb.params2str(
        params = list()
    )
5
6
    expect_identical(class(out_str), "character")
    expect_equal(out_str, "")
7
8
9
10
11
12
13
14
15
16
17
18
19
})

test_that("lgb.params2str() works as expected for a key in params with multiple different-length elements", {
    metrics <- c("a", "ab", "abc", "abcdefg")
    params <- list(
        objective = "magic"
        , metric = metrics
        , nrounds = 10L
        , learning_rate = 0.0000001
    )
    out_str <- lgb.params2str(
        params = params
    )
20
    expect_identical(class(out_str), "character")
21
    expect_identical(
22
        out_str
23
24
25
        , "objective=magic metric=a,ab,abc,abcdefg nrounds=10 learning_rate=0.0000001"
    )
})
26

27
28
29
30
31
test_that("lgb.params2str() passes through duplicated params", {
    out_str <- lgb.params2str(
        params = list(
            objective = "regression"
            , bagging_fraction = 0.8
32
            , bagging_fraction = 0.5  # nolint: duplicate_argument
33
34
35
36
37
        )
    )
    expect_equal(out_str, "objective=regression bagging_fraction=0.8 bagging_fraction=0.5")
})

38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
test_that("lgb.check.eval works as expected with no metric", {
    params <- lgb.check.eval(
        params = list(device = "cpu")
        , eval = "binary_error"
    )
    expect_named(params, c("device", "metric"))
    expect_identical(params[["metric"]], list("binary_error"))
})

test_that("lgb.check.eval adds eval to metric in params", {
    params <- lgb.check.eval(
        params = list(metric = "auc")
        , eval = "binary_error"
    )
    expect_named(params, "metric")
    expect_identical(params[["metric"]], list("auc", "binary_error"))
})

test_that("lgb.check.eval adds eval to metric in params if two evaluation names are provided", {
    params <- lgb.check.eval(
        params = list(metric = "auc")
        , eval = c("binary_error", "binary_logloss")
    )
    expect_named(params, "metric")
    expect_identical(params[["metric"]], list("auc", "binary_error", "binary_logloss"))
})

test_that("lgb.check.eval adds eval to metric in params if a list is provided", {
    params <- lgb.check.eval(
        params = list(metric = "auc")
        , eval = list("binary_error", "binary_logloss")
    )
    expect_named(params, "metric")
    expect_identical(params[["metric"]], list("auc", "binary_error", "binary_logloss"))
})
73
74
75
76
77
78
79
80
81

test_that("lgb.check.eval drops duplicate metrics and preserves order", {
    params <- lgb.check.eval(
        params = list(metric = "l1")
        , eval = list("l2", "rmse", "l1", "rmse")
    )
    expect_named(params, "metric")
    expect_identical(params[["metric"]], list("l1", "l2", "rmse"))
})
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137

test_that("lgb.check.wrapper_param() uses passed-in keyword arg if no alias found in params", {
    kwarg_val <- sample(seq_len(100L), size = 1L)
    params <- lgb.check.wrapper_param(
        main_param_name = "num_iterations"
        , params = list()
        , alternative_kwarg_value = kwarg_val
    )
    expect_equal(params[["num_iterations"]], kwarg_val)
})

test_that("lgb.check.wrapper_param() prefers main parameter to alias and keyword arg", {
    num_iterations <- sample(seq_len(100L), size = 1L)
    kwarg_val <- sample(seq_len(100L), size = 1L)
    params <- lgb.check.wrapper_param(
        main_param_name = "num_iterations"
        , params = list(
            num_iterations = num_iterations
            , num_tree = sample(seq_len(100L), size = 1L)
            , n_estimators = sample(seq_len(100L), size = 1L)
        )
        , alternative_kwarg_value = kwarg_val
    )
    expect_equal(params[["num_iterations"]], num_iterations)

    # aliases should be removed
    expect_identical(params, list(num_iterations = num_iterations))
})

test_that("lgb.check.wrapper_param() prefers alias to keyword arg", {
    n_estimators <- sample(seq_len(100L), size = 1L)
    num_tree <- sample(seq_len(100L), size = 1L)
    kwarg_val <- sample(seq_len(100L), size = 1L)
    params <- lgb.check.wrapper_param(
        main_param_name = "num_iterations"
        , params = list(
            num_tree = num_tree
            , n_estimators = n_estimators
        )
        , alternative_kwarg_value = kwarg_val
    )
    expect_equal(params[["num_iterations"]], num_tree)
    expect_identical(params, list(num_iterations = num_tree))

    # switching the order should switch which one is chosen
    params2 <- lgb.check.wrapper_param(
        main_param_name = "num_iterations"
        , params = list(
            n_estimators = n_estimators
            , num_tree = num_tree
        )
        , alternative_kwarg_value = kwarg_val
    )
    expect_equal(params2[["num_iterations"]], n_estimators)
    expect_identical(params2, list(num_iterations = n_estimators))
})