1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 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 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695
|
# Test methods with long descriptive names can omit docstrings
# pylint: disable=missing-docstring, protected-access
import unittest
from unittest.mock import patch
import numpy as np
from Orange.data import Table, StringVariable, DiscreteVariable, Domain
from Orange.widgets.data.owcreateclass import (
OWCreateClass,
map_by_substring, ValueFromStringSubstring, ValueFromDiscreteSubstring,
unique_in_order_mapping)
from Orange.widgets.tests.base import WidgetTest
class TestHelpers(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.patterns = ["abc", "a", "bc", ""]
cls.arr = np.array(["abcd", "aa", "bcd", "rabc", "x"])
def test_map_by_substring(self):
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False),
[0, 1, 2, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "Bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False),
[0, 1, 3, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "Bc", ""],
case_sensitive=False, match_beginning=False,
regular_expressions=False),
[0, 1, 2, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=False, match_beginning=True,
regular_expressions=False),
[0, 1, 2, 3, 3])
np.testing.assert_equal(
map_by_substring(self.arr, ["", ""], False, False, False),
0)
self.assertTrue(np.all(np.isnan(
map_by_substring(self.arr, [], False, False, False))))
def test_map_by_substring_with_map_values(self):
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False,
map_values=None),
[0, 1, 2, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False,
map_values=[0, 1, 2, 3]),
[0, 1, 2, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False,
map_values=[1, 0, 3, 2]),
[1, 0, 3, 1, 2])
np.testing.assert_equal(
map_by_substring(self.arr,
["abc", "a", "bc", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=False,
map_values=[1, 1, 0, 0]),
[1, 1, 0, 1, 0])
def test_map_by_regular_expression(self):
# arr: ["abcd", "aa", "bcd", "rabc", "x"])
np.testing.assert_equal(
map_by_substring(self.arr,
["a.*C", "a", "b.*c", ""],
case_sensitive=True, match_beginning=False,
regular_expressions=True),
[1, 1, 2, 1, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["a.*C", "a", "b.*c", ""],
case_sensitive=False, match_beginning=False,
regular_expressions=True),
[0, 1, 2, 0, 3])
np.testing.assert_equal(
map_by_substring(self.arr,
["a.*C", "a", "b.*c", ""],
case_sensitive=False, match_beginning=False,
regular_expressions=True,
map_values=[1, 0, 3, 2]),
[1, 0, 3, 1, 2])
@staticmethod
def test_unique_in_order_mapping():
u, m = unique_in_order_mapping([])
np.testing.assert_equal(u, [])
np.testing.assert_equal(m, [])
u, m = unique_in_order_mapping([42])
np.testing.assert_equal(u, [42])
np.testing.assert_equal(m, [0])
u, m = unique_in_order_mapping([42, 42])
np.testing.assert_equal(u, [42])
np.testing.assert_equal(m, [0, 0])
u, m = unique_in_order_mapping([2, 1, 0, 3])
np.testing.assert_equal(u, [2, 1, 0, 3])
np.testing.assert_equal(m, [0, 1, 2, 3])
u, m = unique_in_order_mapping([2, 1, 2, 3])
np.testing.assert_equal(u, [2, 1, 3])
np.testing.assert_equal(m, [0, 1, 0, 2])
u, m = unique_in_order_mapping([2, 3, 1])
np.testing.assert_equal(u, [2, 3, 1])
np.testing.assert_equal(m, [0, 1, 2])
u, m = unique_in_order_mapping([2, 3, 1, 1])
np.testing.assert_equal(u, [2, 3, 1])
np.testing.assert_equal(m, [0, 1, 2, 2])
u, m = unique_in_order_mapping([2, 3, 1, 2])
np.testing.assert_equal(u, [2, 3, 1])
np.testing.assert_equal(m, [0, 1, 2, 0])
def test_value_from_string_substring(self):
trans = ValueFromStringSubstring(StringVariable("x"), self.patterns)
arr2 = np.hstack((self.arr.astype(object), [None]))
with patch('Orange.widgets.data.owcreateclass.map_by_substring') as mbs:
trans.transform(self.arr)
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
np.testing.assert_equal(a, self.arr)
self.assertEqual(patterns, self.patterns)
self.assertFalse(case_sensitive)
self.assertFalse(match_beginning)
self.assertFalse(regular_expressions)
self.assertIsNone(map_values)
trans.transform(arr2)
a, patterns, *_ = mbs.call_args[0]
np.testing.assert_equal(a,
np.hstack((self.arr.astype(str), "")))
np.testing.assert_equal(trans.transform(arr2),
[0, 1, 2, 0, 3, np.nan])
def test_value_string_substring_flags(self):
trans = ValueFromStringSubstring(StringVariable("x"), self.patterns)
with patch('Orange.widgets.data.owcreateclass.map_by_substring') as mbs:
trans.case_sensitive = True
trans.transform(self.arr)
case_sensitive, match_beginning, regular_expressions = mbs.call_args[0][-4:-1]
self.assertTrue(case_sensitive)
self.assertFalse(match_beginning)
self.assertFalse(regular_expressions)
trans.case_sensitive = False
trans.match_beginning = True
trans.transform(self.arr)
case_sensitive, match_beginning, regular_expressions = mbs.call_args[0][-4:-1]
self.assertFalse(case_sensitive)
self.assertTrue(match_beginning)
self.assertFalse(regular_expressions)
trans.case_sensitive = False
trans.match_beginning = False
trans.regular_expressions = True
trans.transform(self.arr)
case_sensitive, match_beginning, regular_expressions = mbs.call_args[0][-4:-1]
self.assertFalse(case_sensitive)
self.assertFalse(match_beginning)
self.assertTrue(regular_expressions)
def test_value_from_discrete_substring(self):
trans = ValueFromDiscreteSubstring(
DiscreteVariable("x", values=self.arr), self.patterns)
np.testing.assert_equal(trans.lookup_table, [0, 1, 2, 0, 3])
def test_value_from_discrete_substring_flags(self):
trans = ValueFromDiscreteSubstring(
DiscreteVariable("x", values=self.arr), self.patterns)
with patch('Orange.widgets.data.owcreateclass.map_by_substring') as mbs:
trans.case_sensitive = True
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
np.testing.assert_equal(a, self.arr)
self.assertEqual(patterns, self.patterns)
self.assertTrue(case_sensitive)
self.assertFalse(match_beginning)
self.assertFalse(regular_expressions)
self.assertIsNone(map_values)
trans.case_sensitive = False
trans.match_beginning = True
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
np.testing.assert_equal(a, self.arr)
self.assertEqual(patterns, self.patterns)
self.assertFalse(case_sensitive)
self.assertTrue(match_beginning)
self.assertFalse(regular_expressions)
self.assertIsNone(map_values)
arr2 = self.arr[::-1]
trans.variable = DiscreteVariable("x", values=arr2)
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
np.testing.assert_equal(a, arr2)
self.assertEqual(patterns, self.patterns)
self.assertFalse(case_sensitive)
self.assertTrue(match_beginning)
self.assertFalse(regular_expressions)
self.assertIsNone(map_values)
patt2 = self.patterns[::-1]
trans.patterns = patt2
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
np.testing.assert_equal(a, arr2)
self.assertEqual(patterns, patt2)
self.assertFalse(case_sensitive)
self.assertTrue(match_beginning)
self.assertFalse(regular_expressions)
self.assertIsNone(map_values)
trans.case_sensitive = False
trans.match_beginning = False
trans.regular_expressions = True
trans.patterns = patt2
a, patterns, case_sensitive, match_beginning, \
regular_expressions, map_values = mbs.call_args[0]
self.assertFalse(case_sensitive)
self.assertFalse(match_beginning)
self.assertTrue(regular_expressions)
def test_valuefromstringsubstring_equality(self):
str1 = StringVariable("d1")
str1a = StringVariable("d1")
str2 = StringVariable("d2")
assert str1 == str1a
t1 = ValueFromStringSubstring(str1, ["abc", "def"])
t1a = ValueFromStringSubstring(str1a, ["abc", "def"])
t2 = ValueFromStringSubstring(str2, ["abc", "def"])
self.assertEqual(t1, t1)
self.assertEqual(t1, t1a)
self.assertNotEqual(t1, t2)
self.assertEqual(hash(t1), hash(t1a))
self.assertNotEqual(hash(t1), hash(t2))
t1 = ValueFromStringSubstring(str1, ["abc", "def"])
t1a = ValueFromStringSubstring(str1a, ["abc", "ghi"])
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
t1 = ValueFromStringSubstring(str1, ["abc", "def"], True)
t1a = ValueFromStringSubstring(str1a, ["abc", "def"], False)
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
t1 = ValueFromStringSubstring(str1, ["abc", "def"], True, True)
t1a = ValueFromStringSubstring(str1a, ["abc", "def"], True, False)
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
t1 = ValueFromStringSubstring(str1, ["abc", "def"], True, False, None)
t1a = ValueFromStringSubstring(str1a, ["abc", "def"], True, False, np.array([1, 2]))
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
t1 = ValueFromStringSubstring(str1, ["abc", "def"], True, False, None, True)
t1a = ValueFromStringSubstring(str1a, ["abc", "def"], True, False, None, False)
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
def test_valuefromsdiscretesubstring_equality(self):
str1 = DiscreteVariable("d1", values=("abc", "ghi"))
str1a = DiscreteVariable("d1", values=("abc", "ghi"))
str2 = DiscreteVariable("d2", values=("abc", "ghi"))
assert str1 == str1a
t1 = ValueFromDiscreteSubstring(str1, ["abc", "def"])
t1a = ValueFromDiscreteSubstring(str1a, ["abc", "def"])
t2 = ValueFromDiscreteSubstring(str2, ["abc", "def"])
self.assertEqual(t1, t1)
self.assertEqual(t1, t1a)
self.assertNotEqual(t1, t2)
self.assertEqual(hash(t1), hash(t1a))
self.assertNotEqual(hash(t1), hash(t2))
t1 = ValueFromDiscreteSubstring(str1, ["abc", "def"])
t1a = ValueFromDiscreteSubstring(str1a, ["abc", "ghi"])
self.assertNotEqual(t1, t1a)
self.assertNotEqual(hash(t1), hash(t1a))
class TestOWCreateClass(WidgetTest):
def setUp(self):
self.widget = self.create_widget(OWCreateClass)
self.heart = Table("heart_disease")
self.zoo = Table("zoo")
self.no_attributes = Table("iris")[:, :4]
def _test_default_rules(self):
self.assertEqual(self.widget.active_rules, [["", ""], ["", ""]])
for i, (label, pattern) in enumerate(self.widget.line_edits, start=1):
self.assertEqual(label.placeholderText(), f"C{i}")
self.assertEqual(pattern.text(), "")
def _set_attr(self, attr, widget=None):
if widget is None:
widget = self.widget
attr_combo = widget.controls.attribute
idx = attr_combo.model().indexOf(attr)
attr_combo.setCurrentIndex(idx)
attr_combo.activated.emit(idx)
def _check_counts(self, expected):
self.assertEqual(len(self.widget.counts), len(expected))
for countrow, expectedrow in zip(self.widget.counts, expected):
for count, exp in zip(countrow, expectedrow):
self.assertEqual(count.text(), exp)
def test_no_data(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, None)
attr_combo = widget.controls.attribute
self.assertFalse(attr_combo.model())
self.assertIsNone(widget.attribute)
self.assertIsNone(self.get_output(self.widget.Outputs.data))
# That's all. I don't care if line edits retain the content
widget.apply()
self.assertIsNone(self.get_output(self.widget.Outputs.data))
def test_no_useful_data(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.no_attributes)
attr_combo = widget.controls.attribute
self.assertFalse(attr_combo.model())
self.assertIsNone(widget.attribute)
self.assertIsNone(self.get_output(self.widget.Outputs.data))
self.assertTrue(widget.Warning.no_nonnumeric_vars.is_shown())
widget.apply()
self.assertIsNone(self.get_output(self.widget.Outputs.data))
self.send_signal(self.widget.Inputs.data, self.heart)
self.assertFalse(widget.Warning.no_nonnumeric_vars.is_shown())
self.send_signal(self.widget.Inputs.data, self.heart[:0])
self.assertFalse(widget.Warning.no_nonnumeric_vars.is_shown())
self.send_signal(self.widget.Inputs.data, self.no_attributes[:0])
self.assertTrue(widget.Warning.no_nonnumeric_vars.is_shown())
def test_string_data(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.zoo)
self._set_attr(self.zoo.domain.metas[0])
widget.line_edits[0][1].setText("a")
self._check_counts([["54", ""], ["47", ""]])
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
classes = outdata.get_column("class")
attr = outdata.get_column("name").astype(str)
has_a = np.char.find(attr, "a") != -1
np.testing.assert_equal(classes[has_a], 0)
np.testing.assert_equal(classes[~has_a], 1)
def test_check_patterns(self):
widget = self.widget
widget.line_edits[0][1].setText("[a")
widget.regular_expressions = False
self.assertIsNone(widget.invalid_patterns())
widget.regular_expressions = True
self.assertEqual(widget.invalid_patterns(), "[a")
def test_check_re_counts(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.zoo)
widget.line_edits[0][1].setText("a.*a")
widget.line_edits[1][1].setText("b")
widget.add_row()
self._check_counts([["0", ""], ["34", ""], ["67", ""]])
widget.controls.regular_expressions.click()
self._check_counts([["45", ""], ["30", "+ 4"], ["26", ""]])
widget.apply()
self.assertIsNotNone(self.get_output(self.widget.Outputs.data))
widget.line_edits[1][1].setText("b[")
self._check_counts([["", ""], ["", ""], ["", ""]])
self.assertTrue(widget.Error.invalid_regular_expression.is_shown())
self.assertIn("b[", str(widget.Error.invalid_regular_expression))
widget.apply()
self.assertIsNone(self.get_output(self.widget.Outputs.data))
widget.line_edits[1][1].setText("b")
self._check_counts([["45", ""], ["30", "+ 4"], ["26", ""]])
self.assertFalse(widget.Error.invalid_regular_expression.is_shown())
widget.apply()
self.assertIsNotNone(self.get_output(self.widget.Outputs.data))
def _set_repeated(self):
widget = self.widget
widget.line_edits[0][0].setText("repeated")
widget.line_edits[0][1].setText("a")
widget.line_edits[1][0].setText("not repeated")
widget.line_edits[1][1].setText("b")
widget.add_row()
widget.line_edits[2][0].setText("repeated")
widget.line_edits[2][1].setText("c")
def _check_repeated(self, source, source_var, output_var):
self.assertEqual(output_var.values,
("repeated", "not repeated"))
def vals(var):
return [var.str_val(v) for v in
source.transform(Domain([], metas=[var])).metas.flatten()]
def new_class(v):
if "a" in v:
return "repeated"
elif "b" in v:
return "not repeated"
elif "c" in v:
return "repeated"
else:
return "?"
source_vals = vals(source_var)
out_vals = vals(output_var)
self.assertEqual([new_class(v) for v in source_vals], out_vals)
def test_repeated_class_values_string(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.zoo)
self._set_attr(self.zoo.domain.metas[0])
self._set_repeated()
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
self._check_repeated(self.zoo, self.zoo.domain.metas[0],
outdata.domain.class_var)
def test_repeated_class_values_discrete(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.zoo)
self._set_attr(self.zoo.domain.class_var)
self._set_repeated()
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
self._check_repeated(self.zoo, self.zoo.domain.class_var,
outdata.domain.class_var)
def _set_thal(self):
widget = self.widget
thal = self.heart.domain["thal"]
self._set_attr(thal)
widget.line_edits[0][0].setText("Cls1")
widget.line_edits[1][0].setText("Cls2")
widget.line_edits[0][1].setText("eversa")
widget.line_edits[1][1].setText("efect")
def _check_thal(self):
widget = self.widget
self.assertEqual(widget.attribute.name, "thal")
# This line indeed tests an implementational detail, but the one I
# got wrong. Until implementation changes, it makes me feel safe.
self.assertIs(widget.rules["thal"], widget.active_rules)
self._check_counts([["117", ""], ["18", "+ 117"]])
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
self.assertEqual(outdata.domain.class_var.values, ("Cls1", "Cls2"))
classes = outdata.get_column("class")
attr = outdata.get_column("thal")
thal = self.heart.domain["thal"]
reversable = np.equal(attr, thal.values.index("reversable defect"))
fixed = np.equal(attr, thal.values.index("fixed defect"))
np.testing.assert_equal(classes[reversable], 0)
np.testing.assert_equal(classes[fixed], 1)
self.assertTrue(np.all(np.isnan(classes[~(reversable | fixed)])))
def test_flow_and_context_handling(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.heart)
self._test_default_rules()
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
self.assertEqual(outdata.domain.class_var.values, ("C1", ))
classes = outdata.get_column("class")
np.testing.assert_equal(classes, 0)
thal = self.heart.domain["thal"]
self._set_attr(thal)
self.assertIs(widget.rules["thal"], widget.active_rules)
self._test_default_rules()
self._set_thal()
self._check_thal()
gender = self.heart.domain["gender"]
self._set_attr(gender)
self.assertIs(widget.rules["gender"], widget.active_rules)
self._test_default_rules()
widget.line_edits[0][1].setText("ema")
self._check_counts([["97", ""], ["206", ""]])
widget.line_edits[1][1].setText("ma")
self._check_counts([["97", ""], ["206", "+ 97"]])
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
self.assertEqual(outdata.domain.class_var.values, ("C1", "C2"))
classes = outdata.get_column("class")
attr = outdata.get_column("gender")
female = np.equal(attr, gender.values.index("female"))
np.testing.assert_equal(classes[female], 0)
# pylint: disable=invalid-unary-operand-type
np.testing.assert_equal(classes[~female], 1)
self._set_attr(thal)
self._check_thal()
prev_rules = widget.rules
self.send_signal(self.widget.Inputs.data, self.zoo)
self.assertIsNot(widget.rules, prev_rules)
self.send_signal(self.widget.Inputs.data, self.heart)
self._check_thal()
# Check that sending None as data does not ruin the context, and that
# the empty context does not match the true one later
self.send_signal(self.widget.Inputs.data, None)
self.assertIsNot(widget.rules, prev_rules)
self.send_signal(self.widget.Inputs.data, self.heart)
self._check_thal()
self.send_signal(self.widget.Inputs.data, self.no_attributes)
self.assertIsNot(widget.rules, prev_rules)
self.send_signal(self.widget.Inputs.data, self.heart)
self._check_thal()
def test_add_remove_lines(self):
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.heart)
self._set_thal()
widget.add_row()
self.assertEqual(len(widget.line_edits), 3)
widget.line_edits[2][0].setText("Cls3")
widget.line_edits[2][1].setText("a")
# Observing counts suffices to deduct that rules are set correctly
self._check_counts([["117", ""], ["18", "+ 117"], ["166", "+ 117"]])
widget.add_row()
widget.add_row()
widget.line_edits[3][1].setText("c")
widget.line_edits[4][1].setText("b")
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
# Ignore classes without labels
self._check_counts([["117", ""], ["18", "+ 117"], ["166", "+ 117"],
["", ""], ["", ""]])
self.assertEqual(outdata.domain.class_var.values,
("Cls1", "Cls2", "Cls3"))
widget.remove_buttons[1].click()
self._check_counts([["117", ""], ["166", "+ 117"], ["18", "+ 117"],
["", ""]])
self.assertEqual([lab.text() for _, lab in widget.line_edits],
["eversa", "a", "c", "b"])
# Removal preserves integrity of connections
widget.line_edits[1][1].setText("efect")
widget.line_edits[2][1].setText("a")
self._check_counts([["117", ""], ["18", "+ 117"], ["166", "+ 117"],
["", ""]])
while widget.remove_buttons:
widget.remove_buttons[0].click()
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
np.testing.assert_equal(self.heart.X, outdata.X)
self.assertTrue(np.all(np.isnan(outdata.Y)))
def test_options(self):
def _transformer_flags():
widget.apply()
outdata = self.get_output(self.widget.Outputs.data)
transformer = outdata.domain.class_var.compute_value
return (transformer.case_sensitive,
transformer.match_beginning,
transformer.regular_expressions)
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.heart)
self.assertEqual(_transformer_flags(), (False, False, False))
widget.controls.case_sensitive.click()
self.assertEqual(_transformer_flags(), (True, False, False))
widget.controls.case_sensitive.click()
widget.controls.match_beginning.click()
self.assertEqual(_transformer_flags(), (False, True, False))
widget.controls.regular_expressions.click()
# match_beginning is set to True, but a False is passed because
# we have regular expressions
self.assertEqual(_transformer_flags(), (False, False, True))
def test_report(self):
"""Report does not crash"""
widget = self.widget
widget.send_report()
self.send_signal(self.widget.Inputs.data, self.heart)
thal = self.heart.domain["thal"]
self._set_attr(thal)
widget.line_edits[0][0].setText("Cls3")
widget.line_edits[0][1].setText("a")
widget.send_report()
widget.line_edits[1][1].setText("b")
widget.send_report()
widget.line_edits[1][1].setText("c")
widget.send_report()
def test_bad_class_name(self):
"""
Error shown if class name is duplicated or empty and no data on output.
GH-2440
"""
def assertError(class_name, class_name_empty, class_name_duplicated, is_out):
widget.class_name = class_name
widget.apply()
output = self.get_output()
self.assertEqual(widget.Error.class_name_empty.is_shown(), class_name_empty)
self.assertEqual(widget.Error.class_name_duplicated.is_shown(), class_name_duplicated)
self.assertEqual(output is not None, is_out)
widget = self.widget
self.send_signal(self.widget.Inputs.data, self.heart)
assertError("", True, False, False)
assertError("class", False, False, True)
assertError("gender", False, True, False)
widget.class_name = " class "
widget.apply()
self.assertEqual(widget.class_name, "class")
def test_same_class(self):
widget1 = self.create_widget(OWCreateClass)
self.send_signal(widget1.Inputs.data, self.zoo, widget=widget1)
self._set_attr(self.zoo.domain.metas[0], widget=widget1)
widget1.line_edits[0][1].setText("a")
widget1.apply()
widget2 = self.create_widget(OWCreateClass)
self.send_signal(widget2.Inputs.data, self.zoo, widget=widget2)
self._set_attr(self.zoo.domain.metas[0], widget=widget2)
widget2.line_edits[0][1].setText("a")
widget2.apply()
self.assertIs(
self.get_output(widget1.Outputs.data, widget=widget1).domain.class_var,
self.get_output(widget2.Outputs.data, widget=widget2).domain.class_var
)
if __name__ == "__main__":
unittest.main()
|