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| 1 | +.. _test_organization: |
| 2 | + |
| 3 | +Test organization |
| 4 | +================= |
| 5 | +Ideally, there should be one, and only one, obvious place for a test to reside. |
| 6 | +Until we reach that ideal, these are some rules of thumb for where a test should |
| 7 | +be located. |
| 8 | + |
| 9 | +1. Does your test depend only on code in ``pd._libs.tslibs``? |
| 10 | + This test likely belongs in one of: |
| 11 | + |
| 12 | + - tests.tslibs |
| 13 | + |
| 14 | + .. note:: |
| 15 | + |
| 16 | + No file in ``tests.tslibs`` should import from any pandas modules |
| 17 | + outside of ``pd._libs.tslibs`` |
| 18 | + |
| 19 | + - tests.scalar |
| 20 | + - tests.tseries.offsets |
| 21 | + |
| 22 | +2. Does your test depend only on code in pd._libs? |
| 23 | + This test likely belongs in one of: |
| 24 | + |
| 25 | + - tests.libs |
| 26 | + - tests.groupby.test_libgroupby |
| 27 | + |
| 28 | +3. Is your test for an arithmetic or comparison method? |
| 29 | + This test likely belongs in one of: |
| 30 | + |
| 31 | + - tests.arithmetic |
| 32 | + |
| 33 | + .. note:: |
| 34 | + |
| 35 | + These are intended for tests that can be shared to test the behavior |
| 36 | + of DataFrame/Series/Index/ExtensionArray using the ``box_with_array`` |
| 37 | + fixture. |
| 38 | + |
| 39 | + - tests.frame.test_arithmetic |
| 40 | + - tests.series.test_arithmetic |
| 41 | + |
| 42 | +4. Is your test for a reduction method (min, max, sum, prod, ...)? |
| 43 | + This test likely belongs in one of: |
| 44 | + |
| 45 | + - tests.reductions |
| 46 | + |
| 47 | + .. note:: |
| 48 | + |
| 49 | + These are intended for tests that can be shared to test the behavior |
| 50 | + of DataFrame/Series/Index/ExtensionArray. |
| 51 | + |
| 52 | + - tests.frame.test_reductions |
| 53 | + - tests.series.test_reductions |
| 54 | + - tests.test_nanops |
| 55 | + |
| 56 | +5. Is your test for an indexing method? |
| 57 | + This is the most difficult case for deciding where a test belongs, because |
| 58 | + there are many of these tests, and many of them test more than one method |
| 59 | + (e.g. both ``Series.__getitem__`` and ``Series.loc.__getitem__``) |
| 60 | + |
| 61 | + A) Is the test specifically testing an Index method (e.g. ``Index.get_loc``, |
| 62 | + ``Index.get_indexer``)? |
| 63 | + This test likely belongs in one of: |
| 64 | + |
| 65 | + - tests.indexes.test_indexing |
| 66 | + - tests.indexes.fooindex.test_indexing |
| 67 | + |
| 68 | + Within that files there should be a method-specific test class e.g. |
| 69 | + ``TestGetLoc``. |
| 70 | + |
| 71 | + In most cases, neither ``Series`` nor ``DataFrame`` objects should be |
| 72 | + needed in these tests. |
| 73 | + |
| 74 | + B) Is the test for a Series or DataFrame indexing method *other* than |
| 75 | + ``__getitem__`` or ``__setitem__``, e.g. ``xs``, ``where``, ``take``, |
| 76 | + ``mask``, ``lookup``, or ``insert``? |
| 77 | + This test likely belongs in one of: |
| 78 | + |
| 79 | + - tests.frame.indexing.test_methodname |
| 80 | + - tests.series.indexing.test_methodname |
| 81 | + |
| 82 | + C) Is the test for any of ``loc``, ``iloc``, ``at``, or ``iat``? |
| 83 | + This test likely belongs in one of: |
| 84 | + |
| 85 | + - tests.indexing.test_loc |
| 86 | + - tests.indexing.test_iloc |
| 87 | + - tests.indexing.test_at |
| 88 | + - tests.indexing.test_iat |
| 89 | + |
| 90 | + Within the appropriate file, test classes correspond to either types of |
| 91 | + indexers (e.g. ``TestLocBooleanMask``) or major use cases |
| 92 | + (e.g. ``TestLocSetitemWithExpansion``). |
| 93 | + |
| 94 | + See the note in section D) about tests that test multiple indexing methods. |
| 95 | + |
| 96 | + D) Is the test for ``Series.__getitem__``, ``Series.__setitem__``, |
| 97 | + ``DataFrame.__getitem__``, or ``DataFrame.__setitem__``? |
| 98 | + This test likely belongs in one of: |
| 99 | + |
| 100 | + - tests.series.test_getitem |
| 101 | + - tests.series.test_setitem |
| 102 | + - tests.frame.test_getitem |
| 103 | + - tests.frame.test_setitem |
| 104 | + |
| 105 | + If many cases such a test may test multiple similar methods, e.g. |
| 106 | + |
| 107 | + .. code-block:: python |
| 108 | +
|
| 109 | + import pandas as pd |
| 110 | + import pandas._testing as tm |
| 111 | +
|
| 112 | + def test_getitem_listlike_of_ints(): |
| 113 | + ser = pd.Series(range(5)) |
| 114 | +
|
| 115 | + result = ser[[3, 4]] |
| 116 | + expected = pd.Series([2, 3]) |
| 117 | + tm.assert_series_equal(result, expected) |
| 118 | +
|
| 119 | + result = ser.loc[[3, 4]] |
| 120 | + tm.assert_series_equal(result, expected) |
| 121 | +
|
| 122 | + In cases like this, the test location should be based on the *underlying* |
| 123 | + method being tested. Or in the case of a test for a bugfix, the location |
| 124 | + of the actual bug. So in this example, we know that ``Series.__getitem__`` |
| 125 | + calls ``Series.loc.__getitem__``, so this is *really* a test for |
| 126 | + ``loc.__getitem__``. So this test belongs in ``tests.indexing.test_loc``. |
| 127 | + |
| 128 | +6. Is your test for a DataFrame or Series method? |
| 129 | + |
| 130 | + A) Is the method a plotting method? |
| 131 | + This test likely belongs in one of: |
| 132 | + |
| 133 | + - tests.plotting |
| 134 | + |
| 135 | + B) Is the method an IO method? |
| 136 | + This test likely belongs in one of: |
| 137 | + |
| 138 | + - tests.io |
| 139 | + |
| 140 | + C) Otherwise |
| 141 | + This test likely belongs in one of: |
| 142 | + |
| 143 | + - tests.series.methods.test_mymethod |
| 144 | + - tests.frame.methods.test_mymethod |
| 145 | + |
| 146 | + .. note:: |
| 147 | + |
| 148 | + If a test can be shared between DataFrame/Series using the |
| 149 | + ``frame_or_series`` fixture, by convention it goes in the |
| 150 | + ``tests.frame`` file. |
| 151 | + |
| 152 | + - tests.generic.methods.test_mymethod |
| 153 | + |
| 154 | + .. note:: |
| 155 | + |
| 156 | + The generic/methods/ directory is only for methods with tests |
| 157 | + that are fully parametrized over Series/DataFrame |
| 158 | + |
| 159 | +7. Is your test for an Index method, not depending on Series/DataFrame? |
| 160 | + This test likely belongs in one of: |
| 161 | + |
| 162 | + - tests.indexes |
| 163 | + |
| 164 | +8) Is your test for one of the pandas-provided ExtensionArrays (``Categorical``, |
| 165 | + ``DatetimeArray``, ``TimedeltaArray``, ``PeriodArray``, ``IntervalArray``, |
| 166 | + ``PandasArray``, ``FloatArray``, ``BoolArray``, ``StringArray``)? |
| 167 | + This test likely belongs in one of: |
| 168 | + |
| 169 | + - tests.arrays |
| 170 | + |
| 171 | +9) Is your test for *all* ExtensionArray subclasses (the "EA Interface")? |
| 172 | + This test likely belongs in one of: |
| 173 | + |
| 174 | + - tests.extension |
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