|
| 1 | +# -*- coding: utf-8 -*- |
| 2 | + |
| 3 | +import numpy as np |
| 4 | +import pytest |
| 5 | + |
| 6 | +from pandas import DataFrame, Index, Series, Timestamp |
| 7 | +from pandas.util.testing import assert_almost_equal |
| 8 | + |
| 9 | + |
| 10 | +def _assert_almost_equal_both(a, b, **kwargs): |
| 11 | + """ |
| 12 | + Check that two objects are approximately equal. |
| 13 | +
|
| 14 | + This check is performed commutatively. |
| 15 | +
|
| 16 | + Parameters |
| 17 | + ---------- |
| 18 | + a : object |
| 19 | + The first object to compare. |
| 20 | + b : object |
| 21 | + The second object to compare. |
| 22 | + kwargs : dict |
| 23 | + The arguments passed to `assert_almost_equal`. |
| 24 | + """ |
| 25 | + assert_almost_equal(a, b, **kwargs) |
| 26 | + assert_almost_equal(b, a, **kwargs) |
| 27 | + |
| 28 | + |
| 29 | +def _assert_not_almost_equal(a, b, **kwargs): |
| 30 | + """ |
| 31 | + Check that two objects are not approximately equal. |
| 32 | +
|
| 33 | + Parameters |
| 34 | + ---------- |
| 35 | + a : object |
| 36 | + The first object to compare. |
| 37 | + b : object |
| 38 | + The second object to compare. |
| 39 | + kwargs : dict |
| 40 | + The arguments passed to `assert_almost_equal`. |
| 41 | + """ |
| 42 | + try: |
| 43 | + assert_almost_equal(a, b, **kwargs) |
| 44 | + msg = ("{a} and {b} were approximately equal " |
| 45 | + "when they shouldn't have been").format(a=a, b=b) |
| 46 | + pytest.fail(msg=msg) |
| 47 | + except AssertionError: |
| 48 | + pass |
| 49 | + |
| 50 | + |
| 51 | +def _assert_not_almost_equal_both(a, b, **kwargs): |
| 52 | + """ |
| 53 | + Check that two objects are not approximately equal. |
| 54 | +
|
| 55 | + This check is performed commutatively. |
| 56 | +
|
| 57 | + Parameters |
| 58 | + ---------- |
| 59 | + a : object |
| 60 | + The first object to compare. |
| 61 | + b : object |
| 62 | + The second object to compare. |
| 63 | + kwargs : dict |
| 64 | + The arguments passed to `tm.assert_almost_equal`. |
| 65 | + """ |
| 66 | + _assert_not_almost_equal(a, b, **kwargs) |
| 67 | + _assert_not_almost_equal(b, a, **kwargs) |
| 68 | + |
| 69 | + |
| 70 | +@pytest.mark.parametrize("a,b", [ |
| 71 | + (1.1, 1.1), (1.1, 1.100001), (np.int16(1), 1.000001), |
| 72 | + (np.float64(1.1), 1.1), (np.uint32(5), 5), |
| 73 | +]) |
| 74 | +def test_assert_almost_equal_numbers(a, b): |
| 75 | + _assert_almost_equal_both(a, b) |
| 76 | + |
| 77 | + |
| 78 | +@pytest.mark.parametrize("a,b", [ |
| 79 | + (1.1, 1), (1.1, True), (1, 2), (1.0001, np.int16(1)), |
| 80 | +]) |
| 81 | +def test_assert_not_almost_equal_numbers(a, b): |
| 82 | + _assert_not_almost_equal_both(a, b) |
| 83 | + |
| 84 | + |
| 85 | +@pytest.mark.parametrize("a,b", [ |
| 86 | + (0, 0), (0, 0.0), (0, np.float64(0)), (0.000001, 0), |
| 87 | +]) |
| 88 | +def test_assert_almost_equal_numbers_with_zeros(a, b): |
| 89 | + _assert_almost_equal_both(a, b) |
| 90 | + |
| 91 | + |
| 92 | +@pytest.mark.parametrize("a,b", [ |
| 93 | + (0.001, 0), (1, 0), |
| 94 | +]) |
| 95 | +def test_assert_not_almost_equal_numbers_with_zeros(a, b): |
| 96 | + _assert_not_almost_equal_both(a, b) |
| 97 | + |
| 98 | + |
| 99 | +@pytest.mark.parametrize("a,b", [ |
| 100 | + (1, "abc"), (1, [1, ]), (1, object()), |
| 101 | +]) |
| 102 | +def test_assert_not_almost_equal_numbers_with_mixed(a, b): |
| 103 | + _assert_not_almost_equal_both(a, b) |
| 104 | + |
| 105 | + |
| 106 | +@pytest.mark.parametrize( |
| 107 | + "left_dtype", ["M8[ns]", "m8[ns]", "float64", "int64", "object"]) |
| 108 | +@pytest.mark.parametrize( |
| 109 | + "right_dtype", ["M8[ns]", "m8[ns]", "float64", "int64", "object"]) |
| 110 | +def test_assert_almost_equal_edge_case_ndarrays(left_dtype, right_dtype): |
| 111 | + # Empty compare. |
| 112 | + _assert_almost_equal_both(np.array([], dtype=left_dtype), |
| 113 | + np.array([], dtype=right_dtype), |
| 114 | + check_dtype=False) |
| 115 | + |
| 116 | + |
| 117 | +def test_assert_almost_equal_dicts(): |
| 118 | + _assert_almost_equal_both({"a": 1, "b": 2}, {"a": 1, "b": 2}) |
| 119 | + |
| 120 | + |
| 121 | +@pytest.mark.parametrize("a,b", [ |
| 122 | + ({"a": 1, "b": 2}, {"a": 1, "b": 3}), |
| 123 | + ({"a": 1, "b": 2}, {"a": 1, "b": 2, "c": 3}), |
| 124 | + ({"a": 1}, 1), ({"a": 1}, "abc"), ({"a": 1}, [1, ]), |
| 125 | +]) |
| 126 | +def test_assert_not_almost_equal_dicts(a, b): |
| 127 | + _assert_not_almost_equal_both(a, b) |
| 128 | + |
| 129 | + |
| 130 | +@pytest.mark.parametrize("val", [1, 2]) |
| 131 | +def test_assert_almost_equal_dict_like_object(val): |
| 132 | + dict_val = 1 |
| 133 | + real_dict = dict(a=val) |
| 134 | + |
| 135 | + class DictLikeObj(object): |
| 136 | + def keys(self): |
| 137 | + return "a", |
| 138 | + |
| 139 | + def __getitem__(self, item): |
| 140 | + if item == "a": |
| 141 | + return dict_val |
| 142 | + |
| 143 | + func = (_assert_almost_equal_both if val == dict_val |
| 144 | + else _assert_not_almost_equal_both) |
| 145 | + func(real_dict, DictLikeObj(), check_dtype=False) |
| 146 | + |
| 147 | + |
| 148 | +def test_assert_almost_equal_strings(): |
| 149 | + _assert_almost_equal_both("abc", "abc") |
| 150 | + |
| 151 | + |
| 152 | +@pytest.mark.parametrize("a,b", [ |
| 153 | + ("abc", "abcd"), ("abc", "abd"), ("abc", 1), ("abc", [1, ]), |
| 154 | +]) |
| 155 | +def test_assert_not_almost_equal_strings(a, b): |
| 156 | + _assert_not_almost_equal_both(a, b) |
| 157 | + |
| 158 | + |
| 159 | +@pytest.mark.parametrize("a,b", [ |
| 160 | + ([1, 2, 3], [1, 2, 3]), (np.array([1, 2, 3]), np.array([1, 2, 3])), |
| 161 | +]) |
| 162 | +def test_assert_almost_equal_iterables(a, b): |
| 163 | + _assert_almost_equal_both(a, b) |
| 164 | + |
| 165 | + |
| 166 | +@pytest.mark.parametrize("a,b", [ |
| 167 | + # Class is different. |
| 168 | + (np.array([1, 2, 3]), [1, 2, 3]), |
| 169 | +
|
| 170 | + # Dtype is different. |
| 171 | + (np.array([1, 2, 3]), np.array([1., 2., 3.])), |
| 172 | +
|
| 173 | + # Can't compare generators. |
| 174 | + (iter([1, 2, 3]), [1, 2, 3]), ([1, 2, 3], [1, 2, 4]), |
| 175 | + ([1, 2, 3], [1, 2, 3, 4]), ([1, 2, 3], 1), |
| 176 | +]) |
| 177 | +def test_assert_not_almost_equal_iterables(a, b): |
| 178 | + _assert_not_almost_equal(a, b) |
| 179 | + |
| 180 | + |
| 181 | +def test_assert_almost_equal_null(): |
| 182 | + _assert_almost_equal_both(None, None) |
| 183 | + |
| 184 | + |
| 185 | +@pytest.mark.parametrize("a,b", [ |
| 186 | + (None, np.NaN), (None, 0), (np.NaN, 0), |
| 187 | +]) |
| 188 | +def test_assert_not_almost_equal_null(a, b): |
| 189 | + _assert_not_almost_equal(a, b) |
| 190 | + |
| 191 | + |
| 192 | +@pytest.mark.parametrize("a,b", [ |
| 193 | + (np.inf, np.inf), (np.inf, float("inf")), |
| 194 | + (np.array([np.inf, np.nan, -np.inf]), |
| 195 | + np.array([np.inf, np.nan, -np.inf])), |
| 196 | + (np.array([np.inf, None, -np.inf], dtype=np.object_), |
| 197 | + np.array([np.inf, np.nan, -np.inf], dtype=np.object_)), |
| 198 | +]) |
| 199 | +def test_assert_almost_equal_inf(a, b): |
| 200 | + _assert_almost_equal_both(a, b) |
| 201 | + |
| 202 | + |
| 203 | +def test_assert_not_almost_equal_inf(): |
| 204 | + _assert_not_almost_equal_both(np.inf, 0) |
| 205 | + |
| 206 | + |
| 207 | +@pytest.mark.parametrize("a,b", [ |
| 208 | + (Index([1., 1.1]), Index([1., 1.100001])), |
| 209 | + (Series([1., 1.1]), Series([1., 1.100001])), |
| 210 | + (np.array([1.1, 2.000001]), np.array([1.1, 2.0])), |
| 211 | + (DataFrame({"a": [1., 1.1]}), DataFrame({"a": [1., 1.100001]})) |
| 212 | +]) |
| 213 | +def test_assert_almost_equal_pandas(a, b): |
| 214 | + _assert_almost_equal_both(a, b) |
| 215 | + |
| 216 | + |
| 217 | +def test_assert_almost_equal_object(): |
| 218 | + a = [Timestamp("2011-01-01"), Timestamp("2011-01-01")] |
| 219 | + b = [Timestamp("2011-01-01"), Timestamp("2011-01-01")] |
| 220 | + _assert_almost_equal_both(a, b) |
| 221 | + |
| 222 | + |
| 223 | +def test_assert_almost_equal_value_mismatch(): |
| 224 | + msg = "expected 2\\.00000 but got 1\\.00000, with decimal 5" |
| 225 | + |
| 226 | + with pytest.raises(AssertionError, match=msg): |
| 227 | + assert_almost_equal(1, 2) |
| 228 | + |
| 229 | + |
| 230 | +@pytest.mark.parametrize("a,b,klass1,klass2", [ |
| 231 | + (np.array([1]), 1, "ndarray", "int"), |
| 232 | + (1, np.array([1]), "int", "ndarray"), |
| 233 | +]) |
| 234 | +def test_assert_almost_equal_class_mismatch(a, b, klass1, klass2): |
| 235 | + msg = """numpy array are different |
| 236 | +
|
| 237 | +numpy array classes are different |
| 238 | +\\[left\\]: {klass1} |
| 239 | +\\[right\\]: {klass2}""".format(klass1=klass1, klass2=klass2) |
| 240 | + |
| 241 | + with pytest.raises(AssertionError, match=msg): |
| 242 | + assert_almost_equal(a, b) |
| 243 | + |
| 244 | + |
| 245 | +def test_assert_almost_equal_value_mismatch1(): |
| 246 | + msg = """numpy array are different |
| 247 | +
|
| 248 | +numpy array values are different \\(66\\.66667 %\\) |
| 249 | +\\[left\\]: \\[nan, 2\\.0, 3\\.0\\] |
| 250 | +\\[right\\]: \\[1\\.0, nan, 3\\.0\\]""" |
| 251 | + |
| 252 | + with pytest.raises(AssertionError, match=msg): |
| 253 | + assert_almost_equal(np.array([np.nan, 2, 3]), |
| 254 | + np.array([1, np.nan, 3])) |
| 255 | + |
| 256 | + |
| 257 | +def test_assert_almost_equal_value_mismatch2(): |
| 258 | + msg = """numpy array are different |
| 259 | +
|
| 260 | +numpy array values are different \\(50\\.0 %\\) |
| 261 | +\\[left\\]: \\[1, 2\\] |
| 262 | +\\[right\\]: \\[1, 3\\]""" |
| 263 | + |
| 264 | + with pytest.raises(AssertionError, match=msg): |
| 265 | + assert_almost_equal(np.array([1, 2]), np.array([1, 3])) |
| 266 | + |
| 267 | + |
| 268 | +def test_assert_almost_equal_value_mismatch3(): |
| 269 | + msg = """numpy array are different |
| 270 | +
|
| 271 | +numpy array values are different \\(16\\.66667 %\\) |
| 272 | +\\[left\\]: \\[\\[1, 2\\], \\[3, 4\\], \\[5, 6\\]\\] |
| 273 | +\\[right\\]: \\[\\[1, 3\\], \\[3, 4\\], \\[5, 6\\]\\]""" |
| 274 | + |
| 275 | + with pytest.raises(AssertionError, match=msg): |
| 276 | + assert_almost_equal(np.array([[1, 2], [3, 4], [5, 6]]), |
| 277 | + np.array([[1, 3], [3, 4], [5, 6]])) |
| 278 | + |
| 279 | + |
| 280 | +def test_assert_almost_equal_value_mismatch4(): |
| 281 | + msg = """numpy array are different |
| 282 | +
|
| 283 | +numpy array values are different \\(25\\.0 %\\) |
| 284 | +\\[left\\]: \\[\\[1, 2\\], \\[3, 4\\]\\] |
| 285 | +\\[right\\]: \\[\\[1, 3\\], \\[3, 4\\]\\]""" |
| 286 | + |
| 287 | + with pytest.raises(AssertionError, match=msg): |
| 288 | + assert_almost_equal(np.array([[1, 2], [3, 4]]), |
| 289 | + np.array([[1, 3], [3, 4]])) |
| 290 | + |
| 291 | + |
| 292 | +def test_assert_almost_equal_shape_mismatch_override(): |
| 293 | + msg = """Index are different |
| 294 | +
|
| 295 | +Index shapes are different |
| 296 | +\\[left\\]: \\(2L*,\\) |
| 297 | +\\[right\\]: \\(3L*,\\)""" |
| 298 | + with pytest.raises(AssertionError, match=msg): |
| 299 | + assert_almost_equal(np.array([1, 2]), |
| 300 | + np.array([3, 4, 5]), |
| 301 | + obj="Index") |
| 302 | + |
| 303 | + |
| 304 | +def test_assert_almost_equal_unicode(): |
| 305 | + # see gh-20503 |
| 306 | + msg = """numpy array are different |
| 307 | +
|
| 308 | +numpy array values are different \\(33\\.33333 %\\) |
| 309 | +\\[left\\]: \\[á, à, ä\\] |
| 310 | +\\[right\\]: \\[á, à, å\\]""" |
| 311 | + |
| 312 | + with pytest.raises(AssertionError, match=msg): |
| 313 | + assert_almost_equal(np.array([u"á", u"à", u"ä"]), |
| 314 | + np.array([u"á", u"à", u"å"])) |
| 315 | + |
| 316 | + |
| 317 | +def test_assert_almost_equal_timestamp(): |
| 318 | + a = np.array([Timestamp("2011-01-01"), Timestamp("2011-01-01")]) |
| 319 | + b = np.array([Timestamp("2011-01-01"), Timestamp("2011-01-02")]) |
| 320 | + |
| 321 | + msg = """numpy array are different |
| 322 | +
|
| 323 | +numpy array values are different \\(50\\.0 %\\) |
| 324 | +\\[left\\]: \\[2011-01-01 00:00:00, 2011-01-01 00:00:00\\] |
| 325 | +\\[right\\]: \\[2011-01-01 00:00:00, 2011-01-02 00:00:00\\]""" |
| 326 | + |
| 327 | + with pytest.raises(AssertionError, match=msg): |
| 328 | + assert_almost_equal(a, b) |
| 329 | + |
| 330 | + |
| 331 | +def test_assert_almost_equal_iterable_length_mismatch(): |
| 332 | + msg = """Iterable are different |
| 333 | +
|
| 334 | +Iterable length are different |
| 335 | +\\[left\\]: 2 |
| 336 | +\\[right\\]: 3""" |
| 337 | + |
| 338 | + with pytest.raises(AssertionError, match=msg): |
| 339 | + assert_almost_equal([1, 2], [3, 4, 5]) |
| 340 | + |
| 341 | + |
| 342 | +def test_assert_almost_equal_iterable_values_mismatch(): |
| 343 | + msg = """Iterable are different |
| 344 | +
|
| 345 | +Iterable values are different \\(50\\.0 %\\) |
| 346 | +\\[left\\]: \\[1, 2\\] |
| 347 | +\\[right\\]: \\[1, 3\\]""" |
| 348 | + |
| 349 | + with pytest.raises(AssertionError, match=msg): |
| 350 | + assert_almost_equal([1, 2], [1, 3]) |
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